processing and recognition of document and gis images

215

Upload: others

Post on 07-Feb-2022

0 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Processing and recognition of document and GIS images

� � � � � � ���� � � �� � � � � � ��� � � �

� � � � � � � � � ���� � � �

� ��� ������� � � �

� ���! #"%$&"'"�(*),+ $-�.�/ 10 $32 45(76-896:+ 12;�< 4=���! ?>@ BAC(7$:>@ 1+ 12;�D"E4 < >F���* G0* IHJ>@ B < 4

K <JL � < > < 4NMO�7$:6 < " <QP �;R

S L � <T< 6 < 4VUW2C4 < >.+ XY��$ < 2 Z[ L �72 < 6 < H\RSJ] $:2J)(7>.2! _^`27$-ab 1>c"%$d�eR < 4fZ[ L �g2 < 6 < H\R

h (g6dRbij\k\k;l

Page 2: Processing and recognition of document and GIS images

� ���_� ��� ����� ��� � ����

�����������������������! #"$��%& #�$���'�$���(�)��*!",+.-�+./�*��'�����(-��'�'01�'*2�(+�34���(56�)�(�)",/7"$8�9:�';=<>�'�@?A���B;DCE�$001",�(-�F$�G��-���8H+�IJ-G"K9:�';�<L���M?N�$�BO68H",�������#5��$I)+P��Q�I)�RF,+��)*��$/��'��O.�(+�34���(56�)�(�)",/@O��'/���",+����$F,�'01�'/S-'O�$/�*70&"$-���5���-��)",/T;M<U�V-G��",+W-�����0XOS-G�.�)�Y-����'�(�)�E #",+.I)*Z/�"�-��P��5,�[QJ�'��/Z3J",���(�)Q�I��$;DC\ Y",+�I)*Z�$I)�("I)��%$�:-�"1�^]W3��������_0a`ZF,����-G�V-G+�*��:-�"K0b`!�'"dce��+.34���(56�)�(",�'OJfX��;=gE",/�F,I��h�$/.F1i@��",/�F�;

CY j�����2-G"1�k]W3��������R0b`!����/��'�����l-G�P��/�%m�n-�"7op�$��+�I�-e`!"�8=Ce/.8H"$��0&��-G��",/2qsr#",010t+�/�������-��)",/�A�'����/�"$I)",F,���'�\8H",�u3��("v56��*��)/�Fw01�j j�V-G�KxP/P�$/.�'�h��IP��+�3�3J",�y-Y-�"b��-(-G��/�*Z�$�'�$*���0&�����'",/.8H������/��'���';

C_ Y",+�I)*>I)��%$�z-G"2-G�P��/�%|{_+��y-G�G��I)�h��/>}j�'�(���$�(����r#",+�/.�'�)IR~H{:}�r��[8H",�l"$�@������/�F���/L{:}�rEc�.� C�}=��~�Ce/�*�+.�(-G�y`.�j�(����",Ih�������.�)3!-G���(",+�F,�.",+.-n0b`Z*."W�k-G",���$IM3���"$F,�G�$0�;

CY Y",+�I�*XI��)%$�[-�"1-��P�$/�%Z0a`2�'",I�I)����F,+��'�j�R�$�)�����'/X9:",/�F&�$/�*2�:�)�$"6*��M�R+��$/�FK8H",��8H��+��V-�8H+�I*������'+.������",/2 j��-G�!-����'0�;

o=�)/��$I)IV`,OdC���0�F,�(����-�I�`w�)/�*.�'Q.-��'*z-G"[0b`w j��8H�#��",/.F:<��$/.F:8H",�D�����\��+�3�3J",�y-�OS+�/�*.�'���y-��$/.*Wc�)/.FK�$/�*��'/���",+��G��F,�'01�'/S-�;

Page 3: Processing and recognition of document and GIS images

� � � �/� � �s���D���

�������� ����������������� ���������� ������ � ���! "���#���%$&�����' ��!(*)��� ��+�,���-��./��0���1�.�$& 2�3���4��5�67�!�8�9�-�����0:4��;<���=�6:4> "?�(�� $@�BA��DCE���F?E��)������G4>1�����5�0��0�����H ���$&�-4��H ��������=���DCI�J�<�*�����=������� ��DK���!(����L���0��� ��5�,�������M�����N������� ��O���-�G./��F�P)�' 2�3���0� .Q�R$@�6AS�!��4R��������T./��U���6�V$H� WI���F)�(��04�;6�6A����� ��X������� ������<� ���! ����Y��� $@�����' ��!(?����ZE ��<1���([� �6\)7' [�U���0� .8� �!���-�����0,?]�0��3� � �DCE���0?E�\)������ 4>1�����5�0��0�����H ���$&�-4��H ������� ��:������� ��DK

^G_a`JbVced

f gih ced

j

Page 4: Processing and recognition of document and GIS images

��� � � � _�� c ��� bV` � g bV` g b d � � d g `�� h c� � _ g ��� g b �

Page 5: Processing and recognition of document and GIS images

� � X� � � � �

Ce/l�)/S-G��I)I��)F,��/m-@*�"6�'+�01�'/S-N3��("W���'���(�)/�Fn�(`6�y-G�'0 ��/�*lF,�'",F$�G�$3��.�)����I$�)/W8H",��0&��-G��",/_�y`6�(-G��0 ~��[C � �kO-G�.�a��07�$F$�w3.��"6�'�'�(����/�FZ�$/.* �����'",F,/.��-G��",/23�Ih��`��$/X�)0134"$�(-���/m-n�(",I)��;������)�j-G�.�'�����_*��'�$I)�j j��-��5��$����",+���3��(",Q�I��'01���)/23���"6�'�����(�)/�F1�)0&�$F,�����)/2*�"6�'+�01�'/S-��_�$/.*��[C ��� �)0&�$F,�_��01"W"$-����)/.F�OWxPI�IVc�)/.F�O4I��)/��'�$��������-��)",/2��/�* �k]6-G���$��-��)",/�"$8\�'"$/m-�",+��_8H�'��-G+.���'��O@�^]W-��G�$�k-G��",/ "$8u�y-G��+.��-G+.�G�$I�34",��/S-G�'O����3P�$����-G��",/1�$/�*K�����'",F,/.��-G��",/z"$84��3�+.���)"$+��\����F,0&��/S-G�E�)/K�P�$/�*W j����-(-G��/1*.�)F,�V-G�'O$���'��",/��y-G��+.��-G��",/�$/�* �����'",F$/���-��)",/ "$8#Q���"$%$�'/>*��)F$��-G��OM�$/�* ����3P�$����-G��",/L��/�*>�(�'��",F,/��V-G�)"$/ "$8���",I)",�_*�"W��+�01�'/S-�$/�*��[C � ��07�$F$�'�';������������$3�3��("S�$�������Z�$�(�X��I)��"|�'�$I)I��'*��:3.-G�����$Inr#�P���G�$�k-G�'�1}j�'��",F,/��V-G�)"$/~��lr�}R�k;

{ /��� �(0&"6"$-G�.�)/�F -��'����/��m+������1*.��5,��I)",3J�'* -G" ��01"W"�-G� 8H",I)I�" ��",/S-G",+��(�&"�8:�)0&�$F,���';<U��-��t-G���j/��k ��01"6"$-G����/�F[�$I�F,",�(��-G�.0&��O$��3.+�����",+��\3�� ].��I)�n~H34",��/S-G���="�8@��",/S-G",+��(�E�$���j����0&" 5$�'*QP�$�(�'* "$/ ��01"W"�-G��3���-�-��'��/.�'OT��/�* ��01"6"$-G��8H",I)I�"v Y�'*X�'",/S-�",+����_�$���w8H",+�/�*@;R{RI)��".O4�(%$�'I���-�",/��"$8J�)0&�$F,�E����/1QJ���(0&"6"$-G�.�'*zQJ��-e Y�'�'/&/��'��F,�mQ4"$���)/.F��(��/�*� w�$/�*����(+./���-��)",/� [3J",��/m-��'; � 0&"6"$-��8H",I�I)" j�)/�F[0&�$%��'�EI)�)/.���$�(�)���d-G�)"$/t"$8M�(0&"6"$-G�.�'*1�'",/S-G"$+����E34"$������Q�I)�jQP�����'*7",/ZoP�����'0&�$/1�'"6*��'��;

{ /��� xPI�I)�)/.F:�$I�F,",���V-G��0 "�84��",/S-G",+.���'Om3��("��(�'�k-\xPI)I��)/�F.O����D*��'�(�'�(�)QJ�'*KQP�$�(�'*1",/t-e #"l%m�)/.*��"$8E�(-���+��k-G+����$I\3P��-(-G����/���;��Y` -����)�_0&�k-G��"6*TOM�$/S` ��",013�I)������-��'* ��",/S-G",+��(�l"$8E�)0&�$F,�'�R���$/|QJ�xPI�I)�'*!��",���(�'�k-GI�`$;

9:���4�'�(�'/S-u8H��",0s"$-����'�EI)��/��������)�'��-G��",/t01��-���"W*.�'O6I)�)/.���$�(�)���d-G�)"$/z�$/�*18H����-�+����R�k]6-G���$��-��)",/1"$8��01"6"$-G����*z�'",/S-�",+����E�$�(��QP�$�(�'*1",/K*����4�'�(�'/��������P�$��/1��"W*.�'�';\r#+��(5���-�+����n�$/�*zQJ�'/.*7�$/.F,I)���D"$8I)��/��������)���'*[I��)/����������\8H",+�/�*@;=�����E�'",/S5$�k]W��-e`a�$/�*a�'",/.����56��-e`l"$8.Q4��/�*t�$/.F,I)���N�$���E*���-��'�(0&��/��'*T;�����KI)��/���������-e`$OTI)��/��t��",/S5,�k]W�V-e`L��/�*|�'",/��'��5W�V-e`|"$8YI)�)/.���$�(�)�'��* I)��/��'�l�$�(�z*��'�(�'�(�)QJ�'*T;KCe/|-G����� #� `$Op�1�(�'�(�)�'�j"$8�*������'�(�)3.-��)",/!8H�'��-G+��(�'�n"$8��'",/S-G"$+����j�)��8H"$��01�'*T;

� -G�(+���-�+��G��I_3J",�)/S-G�7�$���X/��� ��$/.* +����k8H+�IR8H�'��-G+.���'�&-G"�*����������)QJ� 01",��3.��",I)"$F,�)�'�$I��(-���+��^c-G+.���'�wQJ��-e Y�'�'/L/��'��F,�mQ4",�(�)/�F2I��)/��'�$�����'�'*|I��)/����';��D]6-��G�$�k-G�)"$/L"$8#�(-G�(+���-�+��G��IE3J",��/m-��l�)�lQP�$�(�'*

Page 6: Processing and recognition of document and GIS images

",/ �y-G��+.��-G+.�G�$I�3���-�-��'��/.�b j���)��� �$�(�Z*��k-G�'�(0&��/��'* QS`L�'I)��0&��/S-z���P�$��/ �'"6*��'��;>{RI)��".O\�k]6-G��/Wc����",/ oP���'��07��/ ��"W*.�'�w�$���z+.���'*>�)/ -G�.�)�:-G�.�'�����'; � -���+��k-G+����$I\34"$�)/S-G�[0&�$%$�z*.�'��������3.-G��",/L��/�*�����'",F$/���-��)",/!"$8��'"$/m-�",+��(�n3J",�(���)Q.I)�$;

Ce/2",��*�����-G"z�(�'�'"$F,/��)���:�P�$/.*. j���V-�-G��/2*��)F,�V-G�Y�)/!*�"6�'+�01�'/S-j3��("W���'�(���)/.Fz�(`6�(-��'01�'Op����3P�$�G�vc-G��",/ "$8���3.+�����",+��w���'F$0&��/m-��'OD�(�'��",/��(-���+��k-G��",/�"$8#Q���",%��'/ *���F,��-��l�$/�*��(�'��",F,/��V-G�)"$/ "�8��P�$/�*6c j���V-�-��'/L*.�)F,�V-G�a�$���&�)/S5,���(-G��FS��-��'*T; �=].3J�'�(�)01�'/S-G�a j��-G�>Ih�$�(F,�1/6+.0tQ4���b"$8�-��'�y-G�)/.F�*P��-G�����k-���."v �G��-��)�y8��$��-�",�(`!�(�'�(+�I�-��j8H"$��-G�������a�$I)F,"$����-���01�';

� �'3��$�G��-��)",/Z�$/�*Z�(�'�'"$F,/���-��)",/&"$8N�'"$I)",�E*�"6�'+�01�'/S-���/�* �lC � �)0&�$F,�'�Y�$�(�:*��)�(�'+��(����*T; �[Q6c�(�'�k-b��07��F,�'�["$8#*�"6�'+�01�'/S-b�$/�* �lC � �)0&�$F,�'�l�����K�k]6-G���$��-��'*�Q��$����*�",/|-G���1*��'�(�'�(�)3.-��)",/ "$8�����$34�K�y-G��+.��-G+.���'��O=3��(�)",�_%6/."v jI��'*�F$�7�$/.* ��",I)"$�[�)/.8H",�(07�d-G�)"$/TO4 j�������L�����1�$���("W���h��-��'* j��-��������� "$-����'��; r#",I�",�t��07�$F$�'�t�'�$/�Q4�!*����������)QJ�'*�QS`�� I)��0&�V-G��*L/m+�0tQJ�'�z"$8n��",I)",�(�z�)/ ��",I)",�*�"6�'+�01�'/S-7�$/�* �lC � �)0&�$F,���'; ���.�'���k8H",����O�����3P�$�G�d-G�)"$/ "$8_�'",I�",�K�)0&�$F,�!���1*.",/���Qm` ��",I)",�����*�+��k-G�)"$/>01��-���"W*@O���/�*>�(�'��",F,/��V-G�)"$/ "$8�",Q �(�'��-w��07�$F$�'�[�)�lQP�����'*>",/ �(-G�(+���-�+����13P��-(-G����/���O3��(�)",�N%m/�" jI)��*�F,���$/.*t�'",I�",�N�)/.8H"$��0&��-G��",/T;MC -D�'�$/tQJ�Y�(�'��/t-G�P��-=��3J�'����xP�Y�)/.8H",�(07�d-G�)"$/w�(��",+�I�*QJ�[�'",/��(�)*�������*��)/20&�$/S`Z3����$��-��)�'�$IT3��(",Q�I)��0&��-�"1�$�����)�k5,�wQ4�k-�-��'�j3���"6�'�����(�)/�F1������+�IV-G�';

Page 7: Processing and recognition of document and GIS images

� �����>�F����

������������ ���� �� ����� �

� ������������ ���� !

"

�$#%�&�����'�(� )

* + ���������%,��(�� -��� *

. ; . fX"$-���5���-��)",/ ;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; .

. ; � �:Q �(�'�k-G�V5,�'� ;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; �. ; j r#",/S-G�(�)Q�+W-G�)"$/���;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; �

. ; � �:��FS��/��)�'��-G��",/!"$8A-G���[-G�.�'����� ;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; /

� 0��1�2�'��354����6�-�7� ���� *98

� ; . Ce/S-G�("W*�+.��-G��",/ ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; .�:

� ; � r#",/S-G"$+��j��01"W"$-��!8H",I)I�"v j��/�Fb j�V-G�2*����4�'�(�'/����l�'"6*��'� ;a;w;l;a;w;w;a;w;a;w;w; . j� ; j �����w��01"W"�-G����/�Ft8H",I)I�" j�)/�FtQ��$����*X",/�����0&" 56�)/.Fz��3�+��(�)",+.�n3J",��/m-jF$��",+�3.��;w; .�;

� ; � � %��'I)�k-G",/��$/�*2��-�����01"W"�-G����/�FX;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; �,�� ; � r#",/���I)+��(�)",/>;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � �

! <=���7>? �(�� -���@4A 6���� 6���B��CED=��������,���F$ 9�� ������ �HG

j ; . Ce/S-G�("W*�+.��-G��",/ ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � �

j ; � � -���+��k-G+����$I � ",��/S-G�n9:��-��'��-��)",/ ;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; �JIj ; � ; . oP",+.��-e`W3J�'�j"$8=�(-���+��k-G+����$IM34"$�)/S-G��",/�",+.-��'����",/S-G",+��(� ;w;a;w;a;w;w; � /

I

Page 8: Processing and recognition of document and GIS images

������������� /

j ; � ; � oP",+.��-e`W3J�'�j"$8=�(-���+��k-G+����$IM34"$�)/S-G��",/��)/S-��'��/��$IT�'"$/m-�",+��(�s;a;w;a;w;w; jJ:j ; j ���.� � �("��(�'�k-G�)"$/�o=��I)I��)/�Fa{_I)F$",���V-G��0 ;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; j�.

j ; j ; . o��)/�*���/�FbxPI�I)��/�Ft������-��)",/�� ;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; j�.j ; j ; � � �("��(�'�k-G�)"$/2x�I)I)��/�F ;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; j �

j ; � r#",/���I)+��(�)",/>;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; jJ;" 4� �7��,��� � � �J� ����� -���@�HC D=��������,�� � " �

� ; . Ce/S-G�("W*�+.��-G��",/ ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � �� ; � �����!I��)/��'�$��������-��)",/|�$I�F,",�(��-G�.0XOA*��'�(�'�(�)3.-��)",/ 8H����-�+������z�$/�* 01���$�(+����&"$8jI)��/Wc

�������)���'*�I)��/��'� ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � j� ; � ; . ���.�wI��)/��'�$�����'��/�FtI)��/��'�#QP�$����*�",/2*��V�@������/��'�w�'"6*��'� ;a;w;w;a;w;a;w;w; � �� ; � ; � ���.�w��+��(5���-�+����w�$/.F,I)�["$8�I)��/��������)���'*!I��)/���� ;w;a;w;l;a;w;w;a;w;a;w;w; � /� ; � ; j ���.�wI��)/��'�$���V-e`,OW�'",/S5,�^]W��-e`��$/�*��'"$/�����56��-e`2"$8�I)��/��������)���'*!I��)/���� ;w;w; �,�� ; � ; � fX�d]W�)0t+�0 I)��/����$�(��-e` ;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � �� ; � ; � ���.�wQJ�'/.*��$/.F,I)�["$8�I)��/��������)���'*!I��)/����j�$/�*2��-���3���",3J�'�y-e`!;w;a;w;a;w;w; �JI

� ; j r#",/���I)+��(�)",/ ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; �S�) 0 � � ,��(��,����'� < �� ������ �HCED ����� ��,�� � G "

� ; . Ce/S-G�("W*�+.��-G��",/ ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � �� ; � fX",�(3���",I�",F,�����$I4�(-G�(+���-�+��G��IA3J",��/m-���"$8��'",/S-G"$+����l;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � �� ; j �=]W34�����)01�'/S-n������+�IV-G� ;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; �J;

� ; � fX",�(3���",I�",F,�����$ID�y-G�(+���-�+��G�$Iu3J",�)/S-��["$8���",/S-G",+��(�aQ��$����*L",/ �k]6-G��/�����",/�oP�(�'�kc0&�$/2�'"6*��'� ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; I7.

� ; � ; . ���.�w�(3�+��(�)",+��jI��)/��'�$�����'�'*!I��)/����j�$/�*!-G�.�'�)��01�'�(F,�)/.F ;w;w;a;w;a;w;w; I,�� ; � ; � ���.�w01������+��(�w"�8=01�'�(F,�'*�I)��/��'� ;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; I �� ; � ; j ���.�w�(3�I)�V-�-��)/�FtI��)/���� ;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; / �� ; � ; � f�",��3��.",I)",F$�)����I��(-���+��k-G+����$I43J",��/m-��Y"�8M�'",/S-�",+����YQP�$�(�'*!",/&�k]6-G��/�����",/

oP�(�'�'0&�$/2�'"6*���� ;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; / �� ; � r#",/���I)+��(�)",/ ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; / I

G F$ �J�H���� �� ���� �HC 0 � ,�� ���,���0 9���� ����� ���

� ; . Ce/S-G�("W*�+.��-G��",/ ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; / ;

Page 9: Processing and recognition of document and GIS images

������������� ;

� ; � � ����3���"6�'��������/�FZ��I)F,",�(��-���0&�X;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; ;�.

� ; j � -���+��k-G+��(�b�$/.*X�(�'�'"$F,/���-��)",/!"�8=�(�'F,01�'/S-G�l;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; ;S�� ; j ; . � �P�$3J�[���'��",F,/��V-G��",/2"$8�-����l07���)/Z�(�'F,01�'/S-s;w;a;w;l;a;w;w;a;w;a;w;w; ; �� ; j ; � ���.�w�(�P�$3J�l���'��",F,/��V-G��",/!"$8A-G���w�$*��(+./���-���5,�w����F,01�'/S-G� ;w;a;w;a;w;w; . : �� ; j ; j {R/P�$IV`W�(�)�j�$/.*�*.��-G����01�)/P�d-G�)"$/!"$8=�(3�+��(�)",+��j�(�'F,01�'/S-G� ;w;a;w;a;w;w; .(.�:

� ; � r#",/���I)+��(�)",/>;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; .(. /

� F$ �J���%�&� � ,��(�� -���@�HC�� ���H�H � � ��� ��� * �H�

I ; . Ce/S-G�("W*�+.��-G��",/ ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . �,�I ; � � �(�'3��("W���'���(�)/�F&�$I�F,",���V-G��01�#"�8=Q��(",%$��/�*���F,��-�� ;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � j

I ; � ; . o��)I)I��)/�Fa�$/�*��'"$/��(-��G�$��/��'*�*��)I)��-G��",/ ;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � �I ; � ; � � �(�'3��("W���'���(�)/�F ;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � �

I ; j �#�(",%$��/�3J",�)/S-G��"�8=Q��(",%$��/�*���F,��-���;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � �

I ; j ; . � �(�'����I)����-G��",/2"$8�Q���",%��'/X34",��/S-G�n;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � �

I ; j ; � r#"$��������-��)",/2"$8�3���������I)�'�k-G��*�Q��(",%$��/�3J",�)/S-G��;w;a;w;l;a;w;w;a;w;a;w;w; . � /I ; j ; j }j�'��",/��y-G��+.��-G��",/ �$/.* �����'",F,/.��-G��",/�"$8\�)/S-��'��/��$I)IV`2Q���",%��'/ �P��/�*. j���V-(c

-��'/�*��)F$��-G� ;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . jJ;I ; � �=]W34�����)01�'/S-G�$IM������+�IV-G�j"$8����'��",/��y-G��+.��-G��",/ ;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � �I ; � }j�'�'"$F,/���-��)",/!"�8=�P��/�*. j���V-�-��'/�*��)F,�V-G��Q��$����*�",/2�����'",/.�(-G�(+���-��)",/X�$/�* �����_r . � II ; � }j�'�'"$F,/���-��)",/!"�8=�P��/�*. j���V-�-��'/�*��)F,�V-G��Q��$����*�",/201",��3��.",I)",F$�)����I4�y-G��+.��-G+.���'�b; . � /I ; I r#",/���I)+��(�)",/>;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . �7.

� 02 ���������� -���5�'�%�5F 7�J�H���� -�� -���@�HC D=���-�H� + �����H � * )H!

/.; . Ce/S-G�("W*�+.��-G��",/ ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � j/.; � r#",I�",�b��07�$F$�1�(�'3P���G��-��)",/TO=�k]6-G���$��-��)",/�"�8�*��'�(�'�(�)3.-��)",/L8H�'��-G+.���'�t�$/�*��(�P�$3J�

�����'",F$/���-��)",/�;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � �/.; � ; . r#"$I)",����07��F,�:����3P�$����-G��",/2QP�$����*X"$/X��",I)",�#���'*.+���-��)",/ ;w;w;a;w;a;w;w; . � �/.; � ; � � �P�$3J�[���'��",F,/��V-G��",/2QP�$����*X"$/X01",��3.��",I)"$F,�)�'�$Ip�(-G�(+���-�+���� ;a;w;a;w;w; . � /

/.; j 9_`6/P�$01�)�KIh��`$",+.-a�$*��(+��y-G01�'/S-z��/�*>/�� 56��FS��-G��",/|8H",�l�'/S-G����3��(�)���&F,�'"$F,�G�$3.���)��)/W8H",��0&��-G��",/Z�y`W�y-G��0 ;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � �/.; j ; . ���.�w�^]6-G�G����-G��",/2"$8=-����l",Q �(����-n�)0&�$F,� ;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � �/.; j ; � 9_`6/P��0&���:Ih��`,"$+.-n�$*��(+��y-G01�'/S-R�$/�*�/P��56�)FS��-��)",/!;w;l;a;w;w;a;w;a;w;w; . � /

Page 10: Processing and recognition of document and GIS images

������������� .�:

/.; � r#",/���I)+��(�)",/>;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; .�I,�� D=��������,%� -��� �'��� 4�,���,��� �� �H� � * � )

; ; . r#",/���I)+��(�)",/>;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; .�I �; ; � oP+.-G+.���[ #"$��% ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; .�I /

� -# �� ��H�H��� �%3�� * � 8

<=,�#%�6 ��J���� -���%� * � �

Page 11: Processing and recognition of document and GIS images

� �D X� ��� � � ���

� ; . 9:�'�(�'�(�)3.-��)",/!8H���d-G+��(�'�j"$8A-G���l�'"$/m-�",+��(�R"$8A-e Y"&�P��/�*. j���V-�-��'/�*��)F,�V-G� I ;�;w;w; � �� ; � 9:�'�(�'�(�)3.-��)",/ 8H���d-G+��(�'�2"$8w-G���|",+.-��'�2�'"$/m-�",+��2"$8a�'",/./��'�k-G�'* �P�$/�*W j����-(-G��/

*���F,��- � /.; ;w;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; ��.

� ; j 9:�'�(�'�(�)3.-��)",/�8H����-�+������_"$8�-G���a�)/S-G����/P�$IN��",/S-G",+��R"$8\��",/�/�����-G��* �P�$/�*W j����-(-G��/*���F,��- � /.; ;w;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; ��.

� ; � 9:�'�(�'�(�)3.-��)",/!8H���d-G+��(�'�j"$8A-G���l�'"$/m-�",+��j"$8 �lC � 0&�$��%&�)0&�$F,� . ;�;w;a;w;a;w;w; �S�

.J.

Page 12: Processing and recognition of document and GIS images

� �D X� ��� � �D��� � �

. ; . �����w",����F,�)/��$I4��07��F,�:"$8�I)�k-�-G���� j��-���3J",�y-R��"W*.�$; ;a;w;a;w;l;a;w;w;a;w;a;w;w; �. ; � �����w�)0&�$F,�:"�8=��������%! j��-G�201",/��k`Z/m+�0tQJ�'��; ;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; j. ; j 9:�h��F,�G�$0 "$8=�t-e`W3.�)����I �wr�} �y`6�(-G��0X; ;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; �. ; � �����w�k]6-G���$��-��'*X*��)F,�V-G�#8H�(",0 o��)F,� . ; . �$/�* . ; � ;:;w;a;w;a;w;l;a;w;w;a;w;a;w;w; �

� ; . oP�����'0&�$/2�'"6*��'�R�$/�*2/����)F,�mQJ",����/�FKQm`m-��'�'; ;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; .J.

� ; � �:����F,�)/P��I@�)0&�$F,����"$8��P�$/�*W j����-(-G��/X��",/�/�����-G��*�*���F,��-��'O :�. O � j �$/�* � /W; ;w;w; .J.

� ; j r#",/S-G"$+����n"$8��P�$/�*. j�(��-(-G�'/��'"$/�/��'�k-G��*�*���F,��-��'O :7. O � j �$/�* � /.; ;w;a;w;a;w;w; .v�� ; � �����a�'",/S-G"$+��_�(0&"6"$-G�.�)/�FK3��("W���'*�+��(�a j�V-G������� � O�����Q4���)/�F1��5$�'/|�$/�*�����

QJ�'�)/.F1�k5,��/T; ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . �� ; � �����K�'"$/m-�",+��:�(0&"6"$-����)/�F&3���"6�'��*�+��(�K j�V-G������� � O����\QJ�'�)/.FZ"W*.*|�$/�*������

QJ�'�)/.F1"6*�*T;a;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . �� ; � �����a�'",/S-G"$+��_�(0&"6"$-G�.�)/�FK3��("W���'*�+��(�a j�V-G������� j O�����Q4���)/�F1��5$�'/|�$/�*�����

QJ�'�)/.F1"6*�*T;a;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . �

� ; I �����K�'"$/m-�",+��:�(0&"6"$-����)/�F&3���"6�'��*�+��(�K j�V-G������� j O����\QJ�'�)/.FZ"W*.*|�$/�*������ QJ�'�)/.F1�k5,��/T; ;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; .�I

� ; / �����w�'",/S-�",+��j��01"W"�-G����/�Fz3���"6�'��*�+��(�l j�V-G������� � ;[;w;a;w;l;a;w;w;a;w;a;w;w; .�I

� ; ; �����[��",/S-G",+��(��"$8N�(0&"6"$-G�&8H",I)I�"v j��/�Fw"$8N�P�$/�*W j����-(-G��/!�'",/�/.�'��-��'*2*���F,��-��'O :�. O� j �$/�* � /.;&;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; .�;

� ; .�: �����w3P��-(-G�'�(/X01"6*��'I���"$8���3�+��(�)",+.�n3J",��/m-jF$��",+�3>~ -e #"134"$�)/S-G�G�k;[;w;a;w;a;w;w; �(:� ; .J. �����a�'",/S-G"$+����n"$8D�(0&"6"$-���8H",I�I)" j�)/.Fz"$8D�P��/�*. j���V-�-��'/���",/�/�����-��'* *���F,��-�� :�. O

� j �$/�* � /!QP�$�(�'*L"$/|-����13P��-�-��'�(/>01"W*.�'I)�_"$8��(3�+�����",+��l3J",�)/S-lF,�(",+�3 ~H-e Y"3J",�)/S-G�G�k; ;w;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; �,�

� ; .v� ������/�/��)/.F&��/�*X�(0&"6"$-����'*2��%��'I���-G"$/T; ;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � j.v�

Page 13: Processing and recognition of document and GIS images

��� � ����� ����� � . j

� ; . j �����w3P��-(-G�'�(/X01"6*��'I��#8H",��-G�.�w�(0&"6"$-����)/�Fz�(%$��I)��-�",/T; ;a;w;l;a;w;w;a;w;a;w;w; � j� ; . � �����!3��(�'3��("W���'�(���)/.F�OY�(0&"6"$-����)/�F.O=��%��'I���-G"$/ ��/�* ��01"W"�-G����/�F ��%��'I���-G"$/ "�8n�

-e`63���"6",/�",Q �(�'�k-_��07��F,�_8H��"$0 �[C � ��07��F,�$; ;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � �j ; . �=].�$0&3.I)� . "$8=��/��'"$��������-�xPI�I)��/�F�; ;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; �JIj ; � �=].�$0&3.I)� � "$8=��/��'"$��������-�xPI�I)��/�F�; ;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � /j ; j � �d-�-G����/X0&"6*��'I���"$8��(-���+��k-G+����$IN34",��/S-G��"$8A-G���l",+W-G�'�j��",/S-G",+��j��/�r#"W*�� � ; ; �(;j ; � � �d-�-G����/X0&"6*��'I���"$8��(-���+��k-G+����$IN34",��/S-G��"$8A-G���l",+W-G�'�j��",/S-G",+��j��/�r#"W*�� : ; ; jJ:j ; � � �d-�-G����/X0&"6*��'I���"$8��(-���+��k-G+����$IN34",��/S-G��"$8��)/S-G����/P��IT�'",/S-�",+��j�)/2�'"6*�� : ;�;w;w; jJ:j ; � � �d-�-G����/X0&"6*��'I���"$8��(-���+��k-G+����$IN34",��/S-G��"$8��)/S-G����/P��IT�'",/S-�",+��j�)/Xr#"6*�� � ; ;w; j�.j ; I �=].�$0&3.I)� . "$8=�y-G�(+���-�+��G�$IM3J",��/m-��j�$/�*2xPI)I��)/�Fb���'�k-G��",/��';M;w;l;a;w;w;a;w;a;w;w; jS�j ; / �=].�$0&3.I)� � "$8=�y-G�(+���-�+��G�$IM3J",��/m-��j�$/�*2xPI)I��)/�Fb���'�k-G��",/��';M;w;l;a;w;w;a;w;a;w;w; j jj ; ; �=].�$0&3.I)� . "$8=3.��"��(����-G��",/!xPI)I��)/�F.; ;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; j �

j ; .�: �=].�$0&3.I)� � "$8=3.��"��(����-G��",/!xPI)I��)/�F.; ;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; j�Ij ; .J. �=].�$0&3.I)� j "$8=3.��"��(����-G��",/!xPI)I��)/�F.; ;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; j�Ij ; .v� �=].�$0&3.I)� � "$8=3.��"��(����-G��",/!xPI)I��)/�F.; ;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � .

� ; . �_��/�*. j���V-�-��'/�*��)F,�V- I �$/�*���-���3���"6�'��������/�F1���'�(+�I�-��';!;w;a;w;l;a;w;w;a;w;a;w;w; � �� ; � �_��/�*. j���V-�-��'/�*��)F,�V- � /K�$/�*2�V-G�j3���"6�'�����(�)/�FK������+�IV-G��; ;a;w;l;a;w;w;a;w;a;w;w; � �� ; j �#��/P�$�(`��lC � 0&�$��%&�)0&�$F,� . �$/�*���-���3���"6�'�����(�)/�F1������+�IV-G�';A;l;a;w;w;a;w;a;w;w; � �� ; � �#��/P�$�(`��lC � 0&�$��%&�)0&�$F,� � �$/�*���-���3���"6�'�����(�)/�F1������+�IV-G�';A;l;a;w;w;a;w;a;w;w; � �� ; � o=��/�*��)/.Ft-G���l�'+.�(5���-G+.���w�$/�F,I��["$8�I)�)/.���$�(�)�'��*!I)��/��'��;a;w;a;w;l;a;w;w;a;w;a;w;w; � ;� ; � �\�)F,�S-n��3J�'���h�$I@���$�(�'�n"$8�-����l�'+��y5���-G+��(�w�$/�F,I��$; ;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � ;� ; I �����b5$�'�y-G�)�'�$I=*.�)�(-G�$/����b"$8u3J",�)/S-��_�$/.* ���)F$/�*��k-G�'�k-G��",/ 3P��-(-G����/��:"�8\5,�'�y-G�����$I

*����(-���/��'�[8H",��I��)/��'�$�����'�'*!I��)/����'; ;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � j� ; / o=��/�*��)/.Ft-G���l0&�d]W�)0t+�0 I)��/���������-e`18H",�j�zI)��/��������)���'*!I��)/���;b;l;a;w;w;a;w;a;w;w; � �

� ; ; o=��/�*��)/.Ft-G���lQJ�'/�*X�$/�F,I��[Q4�k-e #���'/�-e Y"1/��'��F,�mQ4",�(�)/�FzI��)/��'�$�����'��*!I)�)/.�'�';M;w;w; �JI� ; .�: 9:��-��'�k-G�)/.F13���-�-��'��/.�R"$8�QJ�'/�*X�$/�F,I��[�'",/S5$�k]W��-e`2",�j��",/�����56��-e`$; ;w;a;w;a;w;w; �(;

� ; . � -���+��k-G+����$IM3P��-(-G�'�(/��n"$8=�y-G�(+���-�+��G�$IM3J",��/m-��';J;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; � /

� ; � �:����F,�)/P��I���07�$F$�$O���",/S-G",+���O��(0&"6"$-��:8H",I)I�"v j��/�F�O�I)�)/.���$�(�)���d-G�)"$/TO��$/.*w�y-G�(+���-�+��G�$I3J",�)/S-G�j"$8�",/��l�P��/�*. j���V-�-��'/2*��)F$��- j ;�;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; �J;

Page 14: Processing and recognition of document and GIS images

��� � ����� ����� � . �

� ; j �:����F,�)/P��I���07�$F$�$O���",/S-G",+���O��(0&"6"$-��:8H",I)I�"v j��/�F�O�I)�)/.���$�(�)���d-G�)"$/TO��$/.*w�y-G�(+���-�+��G�$I3J",�)/S-G�j"$8=�$/�"�-G�������P�$/�*. j�(��-(-G�'/�*���F,��- j ;�;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; �J;

� ; � �#��/P�$�(`Z�)0&�$F,�$OW�'",/S-�",+��n�$/�*���01"W"�-G�!8H",I)I�" j�)/�F�OWI)��/����$�(�)�'��-G��",/TOW�$/�*��(-G�(+��kc-G+.�G�$IM3J",�)/S-���"$8="$/��lI)�)IV`��P" #���R��07�$F$�$;J;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; I(:

� ; � �#��/P�$�(`Z�)0&�$F,�$OW�'",/S-�",+��n�$/�*���01"W"�-G�!8H",I)I�" j�)/�F�OWI)��/����$�(�)�'��-G��",/TOW�$/�*��(-G�(+��kc-G+.�G�$IM3J",�)/S-���"$8=��",/�/�����-��'*����$/�*. j�(��-�-��'/�*��)F$��-G� : �$/.* . ;�;a;w;w;a;w;a;w;w; I(:

� ; � �:����F,�)/P��I@Q���/P�$�(`7�)0&�$F,�[��/�*2��-G��3.��"6�'�'�(����/�F&�(�'�(+�I�-��n"�8=�^]���0&3�I�� . ; ;a;w;w; I �� ; I �:����F,�)/P��I@Q���/P�$�(`7�)0&�$F,�[��/�*2��-G��3.��"6�'�'�(����/�F&�(�'�(+�I�-��n"�8=�^]���0&3�I�� � ; ;a;w;w; I �

� ; / 9:��-��'�k-G�)/.F_-G���Y�'",/S5$�k]W��-e`b",����",/��'� 56�V-e`b"$8P�_/��� �QJ�'/.*K�$/�F,I��Y"$8.-G���Y0&����F,��*I)��/��[QP�$�(�'*�",/��k]6-G��/�����",/�oP�(�'�'0&�$/2�'"6*����'; ;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; I(;

� ; ; � -���+��k-G+����$I�3P��-(-G����/��K"$8n�(-���+��k-G+����$I�3J",�)/S-��tQP�$�(�'* ",/ �k]6-G��/�����",/ op�(�'��07�$/�'"6*����';;a;w;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; / �

� ; . �:����F,�)/P��I@�G��0&3�I��:�)0&�$F,���j�$/�*!xP/P��IM3���"6�'��������* ������+�IV-G��; ;l;a;w;w;a;w;a;w;w; ;J:

� ; � �#I�"W��%Z*.�h�$F,���$0 "$8�-����w�$I)F$",���V-G��0 ",/2�����'",F,/.��-G��",/!"$8���3�+.���)"$+��j���'F$0&��/m-��';Y; ;�.

� ; j � -���+��k-G+����$IS34"$�)/S-G�A�$/�*l�(%$�'I���-�",/��A"$8.�(�'F,01�'/S-��'O��_�'"6",��*���/P��-��D"$8W��",01�u�(-G�(+��kc-G+.�G�$IM3J",�)/S-��j�$/�*����'��F,�S-j"$8=�(",01�w�(�'F,01�'/S-��';.;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; ; �

� ; � ������0&�$��/ �(�'F,��",/TO:-G�.��07���)/ �$/�* �$* �(+�/���-���5$�L����F,01�'/S-G��Ob�$/.* ����F,0&��/S-�����'",F$/���-��)",/2�$/.*X*��k-G����-G��",/L~���3.+�����",+��j",��/�"$-��k; ;a;w;a;w;l;a;w;w;a;w;a;w;w; ; �

� ; � � ",01�b�y-G�(+���-�+������["$8\���'�$��"$/P�$Q�I��b����Ih��-��)",/XQ4�k-e #���'/ -G�.�b0&�$�)/��$/�* �$* �(+�/��kc-G�V5,�l����F,01�'/S-G��; ;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; .(.J.

� ; � � ��F,0&��/S-X�(�'��",F,/��V-G�)"$/U�$/�* *���-��'��-��)",/ ~H��3�+��(�)",+.��"$�!/�"$-^�Z"$8a"$-����'�Z-���������G��0&3�I��[�)0&�$F,���'; ;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; .(.�;

� ; I �����(�'�w�G�$013�I)�[��07��F,�'��"�8�8��$��I)��/�Ft3��("W���'���(�)/�F.; ;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . �7.I ; . � �$013�I��[�)0&�$F,�'�#"$8=Q.��",%��'/����$/�*. j�(��-�-��'/�*��)F$��-G���$/�*2xP/P�$IT3.��"6�'�'�(����* ������+�IV-G�'; . � jI ; � �#I�"W��%Z*.�h�$F,���$0 "$8�-����w�$I)F$",���V-G��0�;b;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � �I ; j r#",/��y-G���$�)/���*X*.�)Ih�d-G�)"$/!�$/�*2-e #"1�k].�$013�I��'�';�;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � �I ; � � ",01�l�(-���+��k-G+��(�'�n"$8=�(�'I)��-G��",/!Q4�k-e #���'/�-G���l0&�$�)/2�$/.*��$* �(+�/���-���5$�w�(�'F,01�'/S-��'; . �JII ; � �����w����I)�'�k-G��",/2"$8=Q.��",%��'/�3J",��/m-��j�$/�*�r#",���(�'�k-G�)"$/��(+�I)� � ;�;a;w;w;a;w;a;w;w; . �(;I ; � �����w����I)�'�k-G��",/2"$8=Q.��",%��'/�3J",��/m-��j�$/�*�r#",���(�'�k-G�)"$/��(+�I)� � ;�;a;w;w;a;w;a;w;w; . jJ:I ; I �����w����I)�'�k-G��",/2"$8=Q.��",%��'/�3J",��/m-��j�$/�*�r#",���(�'�k-G�)"$/��(+�I)��� . O � �$/�* j ; ;w;w; . j�.

Page 15: Processing and recognition of document and GIS images

��� � ����� ����� � . �

I ; / �����w����I)�'�k-G��",/2"$8=Q.��",%��'/�3J",��/m-��j�$/�*�r#",���(�'�k-G�)"$/��(+�I)� � ;�;a;w;w;a;w;a;w;w; . j �I ; ; �=].�$0&3.I)� . "$8=0b+�I�-��VceQ.��",%��'/!�P�$/.*. j���V-�-G��/X*.�)F,�V-G�';l;w;a;w;l;a;w;w;a;w;a;w;w; . j�II ; .�: �=].�$0&3.I)� � "$8=0b+�I�-��VceQ.��",%��'/!�P�$/.*. j���V-�-G��/X*.�)F,�V-G�';l;w;a;w;l;a;w;w;a;w;a;w;w; . j /I ; .J. � �$013�I��[�)0&�$F,�'���$/�*2-G�����)��3��("W���'���(�'*X���'�(+�I�-��j"$8=��/S-G�'�(/P�$I�I�`&Q���",%��'/X*��)F,�V-G��; . jJ;I ; .v� � �d-�-G����/X0&"6*��'I���"$8��)/S-G����/P��I)I�`&Q��(",%$��/�*���F,��-��'; ;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � :I ; . j �� Y"7�G��0&3�I��[0&"6*���I)��"$8A-G�.�w��/S-G�'�(/P�$I�I�`&Q���",%��'/X�P�$/�*. j�(��-(-G�'/�*���F,��-��';�;w;w; . � .I ; . � op�$�)I��'*!�(�'�'"$/��(-���+��k-G�)"$/X�^]���0&3�I��'�j"$8�Q���"$%$�'/��P�$/.*. j���V-�-G��/X*.�)F,�V-G�';2;w;a;w;w; . � �I ; . � �����wQ�I)"6��%7*.�h�$F,���$0 "�8=�(�'�'"$F,/���-��)",/!Q��$����*X",/�01",��3��.",I)",F$�)����IJ�y-G�(+���-�+������'; . � ;I ; . � ����� �P" *��h��F,�G�$0 "$8D�(�P�$3J�b�(�'�'"$F,/���-��)",/2"$8=�P�$/�*W j����-(-G��/X*���F,��-��� j��-���",/��

����F,01�'/S-�;z;w;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . �7.

/.; . �����13���"6�'�����(�)/�F2*��)�$F,�G��0�"$8Y����3P�$����-G��",/|�$/�* �����'",F,/.��-G��",/ "$8Y�'"$I)",�:"$Q �(�'�k-�)0&�$F,���';4;a;w;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � �

/.; � o=�V5,�l�G�$013�I��[�'",I�",���)0&�$F,����"$8=�K Y�'Q�*�"6�'+�01�'/S-n*P��-G�$QP�$�(�w�$/�* �lC � ; ;w;w; . � �/.; j �����w�'",I�",���(�'*�+��k-G��",/���/�*XI)��`,�'����07��F,�'��"$8A-G�.�w��07��F,�:�)/2o��)F�;'/W; � ~ j �k; ;w; . �JI/.; � �����w�'",I�",���(�'*�+��k-G��",/���/�*XI)��`,�'����07��F,�'��"$8A-G�.�w��07��F,�:�)/2o��)F�;'/W; � ~ � �k; ;w; . � //.; � �����w�'",I�",���(�'*�+��k-G��",/���/�*XI)��`,�'����07��F,�'��"$8A-G�.�w��07��F,�:�)/2o��)F�;'/W; � ~ . �k; ;w; . � //.; � �����w�'",I�",���(�'*�+��k-G��",/���/�*XI)��`,�'����07��F,�'��"$8A-G�.�w��07��F,�:�)/2o��)F�;'/W; � ~ � �k; ;w; . �(;/.; I �����23��("W���'���(�)/�F|��/�*����'��",F,/��V-G��",/�"$8R��-e`63���"6",/�",Q �(����-K�)0&�$F,�K8H��"$0 ",/��

�[C � ��07�$F$�$;m;a;l;w;a;w;w;a;w;a;w;w;a;l;w;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . �J:

/.; / �����w�(-���+��k-G+����$IM0&"6*���I)��"$8�����0&3�I��_xPI�I)�)/.F�; ;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . �J:

/.; ; �#��/P�$�(`Z�)0&�$F,�$OW�'",/S-�",+��n�$/�*���01"W"�-G�!8H",I)I�" j�)/�F�OWI)��/����$�(�)�'��-G��",/TOW�$/�*��(-G�(+��kc-G+.�G�$IM3J",�)/S-���"$8�-����l�)0&�$F,�:��/�o=�)F�;�/.; j ~ j �^; ;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . ��.

/.; .�: �#��/P�$�(`X�)0&�$F,��O@��",/S-G",+��:8H"$I)I)" j��/�F�Op��01"W"�-G� 8H",I�I)" j�)/�F.O4I��)/��'�$��������-��)",/TOJ�$/.*�(-���+��k-G+����$IN34"$�)/S-G��"$8A-G�.�w��07��F,�:�)/�o=��F�;�/W; � ~ � �k; ;w;a;w;l;a;w;w;a;w;a;w;w; . �S�

/.; .J. �����w*��h��F,�G�$0 "$8��(`6�(-��'0 3��("W���'���(�)/�F.; ;a;w;a;w;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � �/.; .v� ����� �lC � 0&�$3��$��"$+�/�*X�K�(34���'�)�$IM",Q �(����-n���V-G� ;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � �

/.; . j ����� �lC � 0&�$3��$��"$+�/�*X�K�(34���'�)�$IM",Q �(����-n���V-G� ;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . ��I

/.; . � ����� �lC � 0&�$3��$��"$+�/�*X�K�(34���'�)�$IM",Q �(����-n���V-G� ;w;a;w;a;w;l;a;w;w;a;w;a;w;w; . � /

/.; . � �����w�'",I�",���(�'*�+��k-G��",/���/�*XI)��`,�'����07��F,�'��"$8A-G�.�w��07��F,�:�)/2o��)F�;'/W; .v� ;D;a;w;w; . �J;

/.; . � � ��"6�'��������/�F1"$8=-����l�k]6-G���$��-��'*�",Q �(�'�k-_��07��F,�:�)/2o��)F�;'/W; . � ~ � �^; ;w;a;w;a;w;w; .�I(:

Page 16: Processing and recognition of document and GIS images

��� � ����� ����� � . �

/.; .�I �����w*��h��F,�G�$0 "$8�I)��/�%$��*X/�"6*����nQ��$����*X",/2-G�.�w�^]6-G�G����-G��*�",Q �(�'��-n��07�$F$�'�'; ; .�I7.

/.; . / �����w*.`6/P�$01�)�[I)� `$",+.-n�$/.*X/P��56�)F,��-G��",/!"$8�*��'���)����",/23���"6�'�����(�)/�F�; ;a;w;a;w;w; .�I �

Page 17: Processing and recognition of document and GIS images

� � ��� �>� � �

�� � � � � � � ���D���

����� � � ������ ����Ce/|*�"6�'+�01�'/S-l3��("W���'���(�)/�F��$/.* F$�'",F,���$3��������$I��)/.8H"$��0&��-G��",/��y`W�y-G��0 ~��[C � ��� iMi :7.�� O�� ? � :,��� O� ��9lf � :�.�� Oj3���"6�'��������/�F �$/.* ���'��",F,/��V-G��",/ "$8l��07��F,�'�13�Ih��` �$/ ��0&3J",�(-G�$/S-1��",I��$; ���.�)�Z����'"$0&01",/�IV`2%6/."v j/>�$� �:3.-��)�'�$IDr#���$�G�$�k-G���l}n���'",F,/.��-G��",/�~ �wr�}R�n j������� *�����I)�_ j�V-G� �����'",Fdc/��V-G�)"$/ "$8b"$3.-G�����$I�I�` 3���"6�'�����(�'* ���P���G�$�k-G�'�(����/�* �(�P�$3J�'��; �����|",�(�)F,��/ "$8a���P�$�G����-G������/�*�����$34�b���'��",F,/��V-G��",/��'�$/ Q4�a8H",+�/�* ���:���$�(I�`X�$� . / I(: � � � ;J:�� j���)I��a�V-:QJ�'����0&�z�&������I)��-e`2��/-G�.� .�; �(:�� �b j�.�'/��'",013�+.-��'�(�t #�����!�'"$0&01",/�IV`|+�����*�� f � g ;S��� ;�r#"$0&01�'�(�'�h��I �lr�} 07�dc������/��'�R�$/�*X3P�$��%d�$F,���_�P��5,�aQ4���'/�� 5��$��Ih�$Q.I)�[����/��'� .�; � :�� ��; �lr�} �P�$�j j�)*��a�$3�3.I)�)�'��-G��",/�����/01"W*�����/|��"6�'����-e` � *�"W��+�01�'/S-w������*��)/�F��$/.*>�(",�(-��)/�F�OM3J",�y-��$Iu�$*.*��������w������*��)/�F.OAQ��$/�% ��������%���'�$*���/�F�OP8H",��0 �(�'�'"$F,/���-��)",/@Op j�(��-��'�n���'��",F,/��V-G��",/TOp����F,/P��-�+����w5,�'�(��xP�'��-G��",/TOJ*��)F$��-���IMQP�$�n�'"6*�����'�$*���/�F�OAF,�'",F$�G�$3��.�)����I\07�$3>�)/S-G����3��(��-G��-G��",/TO��$*��(+��y-G01�'/S-z�$/.*L/P��56�)FS�d-G�)"$/ 8H",�w�'/S-��'��3.���)�(��[C � � iMi :�.�� O�� ? � :,��� O�� ��9lf � :�.�� OA�'/�F$�)/����'����/�F�*��G�� j�)/.FX�(�'�'"$F,/���-��)",/@ON�$/�*>5��$�(�)",+.�w"�-G������)/.*�+��(-����)�$IA�$/�* �'"$0&01�'�(�'�h��IN�$3�3�I��)���d-G�)"$/��'; � ",01� �[C � �)0&�$F,���_�$�(�b�(��" j/ ��/ o=��F,�';�/.; � ~ � ��$/�*B/W; .v� ;[Ce/|o=�)F�;�/.; � ~ � �kO@�V-:���:�Z�'I�",+�* ��07��F,�$;:Ce/ -���� �[C � �)0&�$F,�$Op-G�.�b-e`63���"6",/|",Q �(�'�k-�)0&�$F,�j�P���#-G"z3��("W���'�(���'*��$/.*7-G���$��%$��*T;YCe/2o��)F�;/.; .v� O6",Q �(����-j�)0&�$F,���Y"�8N�'/S-G����3��(�)���_/��'��*2-�"QJ�1�^]6-G�G����-G��*TOD��/�*L/P��56�)F,��-G�z-G"�0&�$%$�K�'/S-��'��3.���)�(�7*����'�����)"$/T;&�� Y"�3.�G�$�k-G�)�'�$Iu�$3�3.I)�)�'��-G��",/��"$8j3��("W���'�(���)/.F>��/�* �����'",F,/.�)�'��/�F *�"6�'+.0&��/m-t�)0&�$F,�'�b�$���7������*��)/�F�34",�y-K�'"6*��'�t�$/�*�0&"$/���`/m+�0tQJ�'��O� j���������$�(�&�P��/�*. j���V-�-��'/L*.�)F,�V-G�';&�� #"��k].�$013�I)�K�)0&�$F,���w�$���1����" j/���/Lo��)F,� . ; .�$/�* . ; � ; C 8P-G�.�#3J",�(-=�'"6*��'�����$/tQJ�#�(�'��",F,/����'�'*@O$-G���Y07���)I)�N�'�$/tQJ�#����3P�$����-G��*t�)/a3���"6�'��������/�F

.

Page 18: Processing and recognition of document and GIS images

������� ��� ��� � ��� �� � � � � � � �

o=�)F,+.��� . ; . � �����l",�(�)F,��/P�$I@��07��F,�:"$8�I)�k-�-G���� j��-���3J",�y-R��"W*.�$;

�(`6�y-G�'0 ��+.-G",0&��-��)����I)I�`$;�Ce/�QP�$/.%6��OJ�KI�"$-j"$8������'��%m�R/��'��*X-G"KQJ�l3���"6�'��������* ��5$�'�y`2*P��`,; �:/��5,���(`��P�$�(*�-G�$��%!����-G�P��-j-����a01",/��k`2/m+�0tQJ�'�j�P�$�j-G"1Q4�w�)/.3�+.-n�)/S-G"1�'"$0&3�+W-G�'�(�RQS`23J�'",3.I)�$;C 8n-G���������P�$/�*. j�(��-(-G�'/ *���F,��-��t���$/ QJ�!3���"6�'��������* �$/�*��(�'�'"$F,/��)���'*TOY",/��2��������% 3���"6�'��������/�F�(`6�y-G�'0 ��/��(-����$*�"$8�34��",3�I��[���$/�*�"z-G��� �(",QX�$+.-�",0&��-G�����$I�I�`,;

��"6*P��`,O �lr�}��)�[�y-G�)I�ID�$/>�$�k-G��5$�K���'�(���$�(���LxP��I)*T;KCe/|-G���K������I�` �(-���F,�'��O�3��(�)01��-���5,�w-G�����Wc/��6+.�'�T Y�'���u+��(�'*l-G"j�����'",F$/��)���\07�$���.�)/��D3.���)/S-��'*l/m+�0&���G�$I��M�$/�*lI��)01��-G��*_/m+�0tQJ�'�M"�8��\/�F,I��)�(�",�l?N��-��)/ I)�k-�-��'����;&fX",���z�(�'���'/S-GIV`,OA0&",�(�z��",3.���)�y-G�)�'��-G��* -G�'���./�� m+����b�P��5,�KQJ�'��/L*��k5,�'I�",3J�'*-G"z3.��"6�'�'�(�_��/�*2���'��",F,/����'�l�b j��*��:5��$������-e`Z"�8=��",0&3.I)�k]7�P�$/.*. j���V-�-G��/2���P�$�G����-G������OJ�y`60tQ4"$I)�'O�[C � ",Q �(�'�k-l�)0&�$F,���'OT��/�* �������)3W-G�[�)/.�'I)+.*��)/�FZr#���)/.�'���K��/�* �,�$3P�$/������z���P���G�$�k-G�'�(� � oP�'/ ;,��� O� �jg ; / � O � iToNg�� ;J;�� O � � � � � :S��� ;\�����:F,"S��I4"$8 �wr�} ���������������2�)�u-G"t0&�$%��:�'",013�+.-��'�(�#���'�$**�"6�'+�01�'/S-�������I)�h��Q�I�`K��/�*Z�)/S-��'I)I��)F,��/S-GI�`z�$�#�m+�0&�$/ZQJ�'��/�F,�#*."K�$/�*7-����'/!*��'�$I4 j�V-G�1-G���:*."W�^c+�01�'/S-G�j",��0&�$%��w�(�'I���5��$/S-n*��'���)����",/2QS` �wr�} �y`6�(-G��0&��;Y{ -e`63������$I �lr�} �y`W�y-G��0��������" j/�)/ o=�)F�; . ; j ; �:/��b�)0134",�y-��$/S-R3���"$Q�I)��0���_-G����-_-����'�(�z�$���bQ���",%��'/ �$/�* �(3�+��(�)",+��_���'F$0&��/m-������+�����* QS`��(�'F,01�'/S-G��-G��",/ �$/�*�-G�.���'�(��",I�* �����(",���z"$8R/�",���(`L*��)F,�V-G��O=-G���Z-�"W"$I)�t+��(�'* ",�b-���� j���V-G��/�F!�(-e`6I)�K��/ ���$/�*. j�(��-�-��'/ *��)F$��-G�_�)/|*�"6�'+�01�'/S-w�)0&�$F,���';z���������1�k].�$013�I)�z��07�$F$�'�l�$�(�

Page 19: Processing and recognition of document and GIS images

������� ��� ��� � ��� �� � � � � � � j

o=��F,+��(� . ; � � �����w�)0&�$F,�:"$8���������%Z j��-G��01",/���`7/m+�0tQJ�'�';

���."v j/L�)/�o��)F,� . ; � ~ . c � �^;7<L�&���$/>�����7-G�P�d-a-����'�(�Z�$�(�&�(",0&�1Q��(",%$��/ �P�$/�*. j�(��-(-G�'/>*��)F$��-G� j��-��7�(3�+�����",+��Y���'F$0&��/m-��';\C -#�)�u5,�'�y`7*.���1�'+�IV-Y8H"$�Y01",�(-Y�����'",F$/���-��)",/10&�k-G��"6*��u-G"a*����$Ip j��-��-G�.�'0�O$�)/.�'I)+.*��)/�FnQJ"$-G�t�y-G�(+���-�+��G�$IW�$/�*b�(-��d-G�)�y-G�����$I6�$3�3.��"S�$���.�'� � } � ; � � O�� f�� ; ��� O�� gY�$/ ; � � O� ?N��� ; ��� O � ��g ; / � O � iToNg�� ;J;�� O � � � � � :S��� ;

�����'�(�Z�)�a3�����",�l�)/.8H"$��0&��-G��",/|�)/L*."W��+�0&��/S-z�$/�* �lC � ��07��F,�'��;����.�Z",Q �(����-z��07�$F$�'�l"$8����� 6+.�'�\�$/.*b3J",�(-�07���)IS�$�(�Y���$/�*. j�(��-�-��'/a*��)F,�V-G�E~��$���(��" j/t�)/ao=��F . ; � �^;=�����E",Q �(����-=�)0&�$F,�'��)/|o��)F,��;2/.; � ~ � �:�$/�* /.; .v� �$���t-e`63���"6",/ �)0&�$F,�b�$/�*|�'/S-G����3��(�)�(�&0&�$��%��)0&�$F,�b���'�(34����-���5,��I�`$;�:+��a-G�$��%|���a-G����-b-����'�(�Z",Q �(����-z��07�$F$�'�w�$���&�k]6-G���$��-��'*��$/.* ���'��",F,/����'��*T;�Ce/�"$��*����a-G"�*�"��-'OD��-t�)�t/����'�����G���(` -G" �(�'3P���G��-��!�)0&�$F,�'�Z~���",I)",�b���'*.+���-��)",/p�^O\3�����3���"6�'�����K�)0&�$F,���2~��(0&"6"$-��8H",I�I)" j�)/�F.O6I��)/��'�$��������-��)",/&QP�$�(�'*������$�)/2�'"6*���OP�k]6-G���$��-��)",/2"$8���%��'I)�k-G",/@O�xPI)I��)/�F�O6��-��$; �kOP�^]W-��G�$�k-8H���d-G+��(�'�="�8p�)0&�$F,�'�Y~H�(-G�(+���-�+��G��I.3J",�)/S-�O$�$/�F,I��'��O$�'"$/m5$�k]W��-e`$OS�'",/.����56��-e`,OS�k-G��; �^O,*��'�(�'�(�)QJ�#�)0&�$F,��'"$/m-�",+��(�!~�01",�(3���",I�",F,�)�'�$I=�y-G�(+���-�+����7�$/�*L�(�'��",/��(-���+��k-G��",/p�kO=�$/�*>���'��",F,/����'�1�)0&�$F,�K�����$34���~��y-G�(+���-�+��G�$In*������'�(�)3.-��)",/ �$/�* �$�y-G�VxP�'�)�$I�/��'+.�G�$IR/���-e Y",��%W�^; o=�)/��$I)IV`,Ou-G��� *.�'�'������",/ ~H�)/�3�+W-*P��-G�w"�8T����� 6+.�'�'O.34",�y-E�'"6*��'��OW��/m-��'�(3��������_/�� 56��FS��-G��/�F�O,�k-G��; �t�)�u0&�$*��jQP�$�(�'*&",/&�(�'��",F,/��V-G�)"$/������+�IV-G��;

{_���'+�����-G�a���'3.���'�(�'/S-��d-G�)"$/ �$/�*X3���"6�'�����(�)/�F&"$8=-����a��",/S-G",+.�R"$8\�1Q���/P�$�y`!�)0&�$F,�[3�I)��`��$/�)013J",�(-G�$/S-[��",I��z�)/ 3���"6�'�����(�)/�FX�$/�* 3P��-(-G�'�(/L�(�'�'"$F,/���-��)",/ "�8�*�"6�'+�01�'/S-b�$/�* �lC � �)0&�$F,���';oP",�E�k].�$013�I)��Om-����_�(�'�(+�I�-#"$8T-G�.�)/�/���/�F�Om�'+.�(5,�Rx�-�-��)/�F�O6�'"$/m-�",+��E8H",I)I�"v j��/�F�O,3J",IV`WF$",/7��I)�)3.3��)/�F�$/�* 0&��-G����07�d-G�)�'�$I=01",�(3���",I�",F$`X",34���G��-��)",/.�[07��` *���34��/�*L"$/ -����&��",/S-G",+.�w�(�P�$3J�&"�8Y-�����)0&�$F,� � }�� / � � O � }n",� I(:�� O � }j",� I j�� O � � ��57/ ��� �$/�* � �:< ; j�� ; oP�(�'�'0&�$/ �'"6*��'� � oP��� ��.�� �)�&�

Page 20: Processing and recognition of document and GIS images

������� ��� ��� � ��� �� � � � � � � �

Image analysis based on prior information

Document or GIS image acquisision

Character or mark image segmentation

Preprocessing of objective images

Feature extraction

Character or GIS mark shape recognition

Decision and postprocessing

o��)F,+��(� . ; j � 9:�h�$F$�G�$0 "$8D�z-e`63������$I �lr�} �y`6�(-G��0X;

~ . �

~ � �o=��F,+���� . ; � � ���.�w�^]6-G�G����-G��*�*���F,��-��#8H��"$0 o=��F,� . ; . ��/�* . ; � ;

Page 21: Processing and recognition of document and GIS images

������� ��� ��� � ��� �� � � � � � � �

+��(��8H+�ID-�"W",IA-G"!�(�'3��(�'����/S-b��",/S-G",+��(�l"$8Y�ZQ��)/P���(` ��07��F,� � }n"$� I j�� O � � ��57/ ��� ��/�* � �:< ; j�� �$���-�*��)�(3�Ih��`6��-G���[�(�P�$3J�l"$8=��",/S-G",+.���j*��)�(�'�k-GI�`$;\�R" Y��5$�'�'O4oP�����'0&�$/2�'"6*��'���'�$/�/�"$-nQJ�: j�)*���I�`+��(�'*�"$/�-����a*.�'��������3.-G��",/X"�8D�'"$/m-�",+��(�'OJ",��-G���l�����$34�w�����'",F$/���-��)",/2"$8=Q��)/P���(`!��07�$F$�'�';u��������)�uQJ�'�'�$+����n-G�������_�$���n��",01�n��3�+��(�)",+.�Y3�� ]W�'I)�u",/1-G���n�'"$/m-�",+��Y"$8TQ���/P�$�y`z�)0&�$F,���';=���.�'���k8H",����O��-:�)�:3J",���(�)Q�I��t-G"20&�$%$�z"$-����'�[+.����8H+.I\�'",/S-G"$+��[8H����-�+����z*����������)3W-G�)"$/ �(+��������[I)�)/.���$�(�)���d-G�)"$/TO�'+.�(5,�1�$/.* QJ�'/.*>��/�F,I)���:��-��$;V;b{RI)��".OT*��'�(�'�(�)3.-��)",/ 8H���d-G+��(�'�["$8E�'"$/m-�",+��(�w�'�$/�/�"�-[�'",/.���)�y-l"$8�L�(�'�����'�&"$8[8H����-�+���������-��ZQS` +.���)/.F �$I)Ij"$-����'�73���"6�'��������/�F �$I�F,",�(��-G�.0&� � op�(� ��.�� O � }�� I ��� O� oD9 IJI�� O � � � 57/ � � O � � � ;J:�� O � f f ;S��� O � }�r ; j�� O ��� � ;S��� O � � � � ; j�� O � �l? � ; � � O � oAg[� ;�I��O. j�������X0&�$%��'��-G���[*.�'��������3.-G��",/��$/�*2+�/�*������y-��$/�*.�)/�F1"$8����P�$3J�l"$8�Q��)/P���(`&�)0&�$F,�'�#*����1�'+.I�-�;�R"z"$/��[�'I����:3��(",3J",�����j-����'�(�[/��� 8H����-�+�������*��'�(�'�(�)QJ�'*2�)/Z-����)�#-����'�(�)��O. j���)���2�'�$/2���'3.���'�(�'/S-01",��3��.",I)",F$�)����IJ�y-G�(+���-�+����w"$8��'",/S-G"$+����n"$8�*�"W��+�01�'/S-R�$/�* �lC � �)0&�$F,���';

{_/�"�-G�����!�)0134",�y-��$/S-&�)�(��+�� ���Z��" -G"��(�'�'"$F,/��)��� �'",I�",�1",Q �(�'�k-2�)0&�$F,���7�)/ *�"W��+�01�'/S-�$/�* �lC � �)0&�$F,��� � ?M+ ;J;�� O � f �w� � :J:�� O � � { � :,��� ;2C -a�)�w/�"$-a� �1�'���'/S-b-�"X�(�'��",F,/����'�Z��/�*�'I)�$���(��8 `w�'"$I)",�A",Q �(����-\��07�$F$�'�A",/�I�`wQP�����'*z"$/t�'",I�",�A���)�y-G",F,���$0 �$/�*t��",I)"$���(�'*�+��k-G��",/ � ?M+ ;(;�� O� � { � :S��� ;

����� ������� ��� ��� ��"6�'��������/�FX�$/�*L�(�'��",F,/��V-G�)"$/ "�8#*�"6�'+.0&��/m-b�$/�* �[C � ��07�$F$�'�[�)�w�$/ ",I�*>*��������)3�I��)/���O@`,�k-t��-�)�w8��$�b8H�(",0 QJ�'��/�F �(",I�5$�'*T;LfX",�(�Z #",�(%L���t�(-��)I)Iu�(� m+��)�(�'*�QJ��8H",�(�Z�m+�07��/ 34���(8H",�(07�$/.�'�Z���0&��-G������*T;7���.�)�[-G���������a���w*.��5,"�-G�'*>-G"2��",IV56�)/�F���",01�K"$8#-����K3���"$Q�I)��0&�l�)/ -����)�w�$�(���.; �[+.��$I�F,",���V-G��01�t��/�* 01��-���"6*��K�P��5,��07�$*.�2� /��k Q��(���$%S-G�.��",+�F$� ",/ 3��("W���'���(�)/�F>�$/�* �����'",Fdc/��V-G�)"$/�"$8n*�"6�'+�01�'/S-1�$/�* �[C � �)0&�$F,�&QP�$����*�",/ op�(�'��07�$/ ��"W*.�'�';>Ce/ -G�����b-G���������'OE07�$/S`/��k �'",/����'3.-��:"$8u*����������)3W-G�)"$/X8H���d-G+��(�'�:�����b3.��",3J",����*TOp j���)���|�$�(�a�(0&"6"$-��X8H",I�I)" j�)/�F.O�3���"dc�(�'�k-G��",/>xPI�I)��/�F�OA�(-G�(+���-�+��G��I#3J",�)/S-G��O\�$/�*L�k]6-G��/�����",/�oP���'��07��/��'"6*��'��O\��-��$;V; Ce/L-G�.�)�a-����'�(�)��O-G�.�:���������������2�P�$��QJ�'��/!���$�(���)��*!",+.-#�)/7-����:8H",I)I�" j�)/�Fw3���"$Q�I)��0&� � �)0&�$F,�n��01"W"�-G����/�F�OSxPI)I��)/�F"$8l��",/S-G",+��7���'F$�)",/���Oj�'",/S-G"$+��Z��01"6"$-G����/�F>8H"$I)I)" j��/�F�O��(0&"6"$-G�.�)/�F>"$8l��%��'I)�k-G",/@O_I)��/��������)�'�dc-G��",/2QP�$�(�'* ",/X*����4�'�(�'/����a��"W*.�'�'OJ*������'�(�)3.-��)",/28H���d-G+��(�'�_"�8DI)��/��������)���'*2�'"$/m-�",+��(�'OJ�(-G�(+���-�+��G��I3J",�)/S-G�z"�8:�'"$/m-�",+��(�'O#3.��"6�'�'�(����/�FL��/�* �(�'��",F,/��V-G�)"$/ "�8_�P��/�*. j���V-�-��'/ *��)F,�V-G�t j�V-G����3�+.���)"$+������F,01�'/S-G����/!*�"W��+�01�'/S-��)0&�$F,���'O6�����'",/��y-G�(+���-��)",/��$/�*2�(�'�'"$F,/���-��)",/&"$8AQ���"$%$�'/2�P��/�*. j���V-�-��'/*���F,��-��z�)/�*�"6�'+�01�'/S-&�)0&�$F,�'��OY�(�'��",F,/��V-G�)"$/ "$8:�P��/�*. j���V-�-��'/ *.�)F,�V-G�z�)/�*�"6�'+.0&��/m-&�)0&�$F,���'O

Page 22: Processing and recognition of document and GIS images

������� ��� ��� � ��� �� � � � � � � �

�$/�*�����3P�$����-G��",/���/�*X�(�'��",F,/��V-G�)"$/!"$8D",Q �(�'��-R�)0&�$F,�����)/2*�"6�'+�01�'/S-_�$/�* �lC � �)0&�$F,����QP�$�(�'*",/ �'",I�",�:�(�'*�+��k-G��",/L��/�*>01",�(3���",I�",F,�)�'�$IA�(-G�(+���-�+������';&�����15��$�(�)",+.�[0&�k-G��"6*��l�P��5,�1����" j/�)013��("v5$�'01�'/S-G��"$�n/."v5$�'IV-e`!" 5,�'�j-G�.�w�^]W�)�(-��)/�F1�$I�F,",�(��-G�.0&��;

����� � �� �� � ��� ����� ������n�'",/S-����)Q.+.-G��",/��u"$8@-����)�\-����'�(�)�E�)/���I)+�*���-��������R3P���(-G� � ~ . �\3.���'3.��"6�'�'�(����/�Ft�$I�F,",�(��-G�.0&�\��/�*01��-G�."W*��u"$8@*�"6�'+�01�'/S-#�$/�*��[C � ��07��F,�'���J~ � �\3���"6�'�����(�)/�Fa�$/�*&���'��",F,/��V-G��",/K"$8T�P��/�*. j���V-�-��'/*���F,��-��D�)/K*�"6�'+�01�'/S-E�)0&�$F,����4~ j �=���'3��$�G��-��)",/1�$/.*&�(�'�'"$F,/���-��)",/K"$84�'"$I)",�\*�"6�'+.0&��/m-Y�$/.* �[C ��)0&�$F,���';

. ; < �� �������J � � ���� �'�-���H� ��3%��� �'��� �1 9��3������E�HC ������,��� ��� �'�%�� + 0 ������H � ��n�� xPI)I��)/�FX�$I�F,",���V-G��0�ON/��� ��",/S-G",+��a8H����-�+����Z*.�'��������3.-G��",/ �$/�*���/P�$I�`6�(�)�wQP�$����*�",//��k I)��/��������)�'��-G��",/2�$/P��I�`6�����R��/�*X8H�'��-G+��(�a�^]6-G�G����-G��",/�"�8\I)��/����$�(�)���'*2�'",/S-�",+����_�$���w*��^c5$�'I)"$34��*T;\�����'�(�t�$3.3���"S�������'�n�P��5,�wQ4���'/�3�+�Q�I��)�(���'*2�)/ �9t;@gE+TOD�a;A9:",/�F�OA< ;A?A���Y��/�*>gz;TgY�$/.F�O � � �("��(�'�k-G�)"$/�o=��I)I)��/�F ���$�(�'*�"$/ r#",/S-G"$+��� -���+��k-G+����$I � "$�)/S-G� �O�������������� ��������� �! !"#��$#�%"�$&� ��')(#�+*�,-�.���/��"0� �1�����2*�3�45$�"#����67$98:���;$�*�+�<���������=�>$#6? !"#��$#�%"�$kO=@u",IB; � � �J; O.3�3T; j�I � c j / � O � 3��(�)/�F,���yc�@u�'��I)�$F�O �(:J: j ;9t;\gE+U�$/�* < ;#?A���BO � �n�� �{_I�F,",���V-G��01�z8H",�ZoP�'��-G+��(� 9:�'�(�'�(�)3.-��)",/TO�{R/P�$IV`W�(�)�!��/�*}j�'��",F,/��V-G�)"$/ "$8 �Y�)/P�$�y` Ce0&�$F,�1r#",/S-�",+���� �OA������������� �1������� ��� ��'B(#�DCD��6E�F� �������G !"#�+H$#�%"�$�3�45$�"#�1�=67$&8:���>$�*)�+�I���������=�;$#6? !"#��$#�%"�$kOJ@u",IB; j j7. � Op3�3T; .J. � /dc .J.�I � O � 3��(�)/�F$�'�yc@u����Ih��F�O �(:(: � ;9t;NgE+TO\< ;\?N�$�BOu�$/.* f ;\�R+P��/�F�O �({ �R�k �$/.*�� �1�'���'/S-&fX�k-G��"6* 8H",�K?M�)/��'�$�������dc-��)",/��$/�* 9:�����'�(�)3.-��)",/�oP����-�+������:"$8 �#��/P�$�(`�Ce0&�$F,� �O5K�67�L"�$�$0' �+�=M�*N�;CO�+PJ$)QR�SPUTV��6E�W'XY���/����"����DCD$#67$#�%"�$&���Z \[]*#�>$#�^��"�*�3_�`[ a#$#6E�%$#�1��"�*?� ��'&(E�DCD��6E�F� �1��"�*kO63�3T; j j7. c j j � O � :J: � ;

� ; < �����J � � ���� �'��� � �J�H���% �� -��� �HC�3��'������ � �� � �� ��� ���A �� ������,%�1 7��� ������H � ������K3��("W���'�(���)/.F��$/.* �(�'��",F,/��V-G�)"$/ "$8#���$/�*. j�(��-�-��'/|*���F,��-��:�)/|*�"6�'+�01�'/S-w�)0&�$F,���[�$�(� j�V-G�L�(�'FS����*L-�" �)/S-G����/P��I)I�` Q���",%��'/ �P��/�*. j���V-�-��'/�*���F,��-��'O����'��",/��y-G��+.��-G��",/�"$8�Q���",%��'/�P��/�*. j���V-�-��'/L*.�)F,�V-G�l�$/�*>�P�$/�*W j����-(-G��/�*��)F$��-G�: j�V-G�>��3�+��(�)",+.�a�(�'F,01�'/S-G��;2�����'�(�Z���^c�(���$�(���X�(�'��+.I�-G�j�P��5$�aQJ�'��/�3�+�Q.I)�)�(���'*2��/ �9t;mgE+TO.< ;P?N�$�@�$/�*��a;mgY�$/TO� S}j�'��",F,/��V-G��",/!�$/�* � �'3P�$����-G��",/!"$8 � 3�+.���)"$+�� � �'F$0&��/m-��

Page 23: Processing and recognition of document and GIS images

������� ��� ��� � ��� �� � � � � � � I

"$8 �#�(",%$��/��_��/�*. j���V-�-��'/>9:�)F,�V-G� .O K�6��L"�$�$0' �+�=M�* �;CN�SPJ$ � �+P TY��6#�W'ZXY�=�/�1��"����DCD$#67$#�%"�$���Y \[L*#�>$#�^��"�*�3 �`[Ra#$#6E�%$#����"�*O� ��')(#�DCD��6E�F� ����"�*kO.3�3@; �$� j c �$�JI O � :J:S� ;9t;,gE+TOm< ;.?N�$�4�$/�*Z�a;SgY�$/TO S}n���'",/.�(-G�(+���-��)",/Z�$/�*!}j�'��",F,/��V-G�)"$/&"$8TCe/m-��'�(/P�$I)IV` �#��"dc%��'/!�R�$/�*. j�(��-�-��'/&9:�)F,�V-G� �O�K�67�L"�$�$0' �+�=M�*:�;C_�+PJ$ � �SP TY��6#�W'&XY���/����"����DCD$#67$#�%"�$?��� \[L*#H�>$#�^��"�*�3 �`[ a#$#6#�%$#����"�*&� ��')(E�DCD��6E�F� �1��"�*kO�3.3T; �7. /dc �,�,� O �(:J:S� ;9t;SgE+��$/�*Z< ;�?N�$� O � �R�� fX�k-G��"6*!8H",��}j�'��",F,/��V-G�)"$/Z"$8��_�$/.*. j���V-�-G��/29:�)F,�V-G� ���$�(�'*fX"$��3���"$I)",F,�����$I � -���+��k-G+��(�'� �O?K�67�L"�$�$0' �+�=M�* �;CY�+PJ$VQR�SP TV��6E�W' XV�=�/�1��"����DCD$#67$#�%"�$ ��� \[L*#�;$#�^��"�*kO.3�3T; j j � c j � : O �(:J: � ;9t;ugE+U�$/�* < ;�?N�$�BO �y{_/P�$IV`6���)�Z�$/�* }n���'",F$/���-��)",/ "�8 �Y��",%��'/ �_�$/.*. j���V-�-G��/ 9:�)F�c�V-G� �������'* ",/>fX",�(3���",I�",F,�����$I � -G�(+���-�+����1�$/�* � %��'I���-G"$/� �O (#�J�>$#6E��� �1������� ���\���=6E��� ���;CK � ���;$#6E���_$�"��0M �J�+�1������� ��'),�6E�1� � "#��� �\(E�J�;$#�+�/�WM=$#�%"�$kO�� ���;� * � OP3�3T; �JI7. c �(; � O �(:J: � ;

j ; 3� �? �%�������� ����5�'���5�� 7�J�H���� -�� -���@�HC �J���-�H� ������,��� ��� �'��� + 0@ 6������ � ��������'*K",/K���P���G�$�k-G�'�(�u"$8@0&�$/S`t��",I)"$�=*�"6�'+�01�'/S-E�$/.* �[C � �)0&�$F,���'O,",/.��8H�G�$01�� Y",��%a"$8-����'���=����3P�$����-G��",/z�$/�*z�(�'��",F,/��V-G�)"$/t�)��3���",3J",�(�'*TO, j�������z�'",/.�'�'�(/��\-G���#�'",I�",�=�(�'*�+��k-G��",/�$/.* -G���t*.�'��������3.-G��",/ "$8E0&"$��3���"$I)",F,�����$IM�y-G�(+���-�+�����;b�����z�(�'Ih�d-G�'* 3��$34�����:��� 5$�KQ4���'/3�+.Q�I)��������*���/ �< ;�?N�$� O_9t;EgE+ �$/.*Ugt;ji@��",/�F.O � "$0&�|9:�����)F$/ Ce�(��+����X8H",�2��/ �\/S-G����3��(�)�(� �[�'"�cF,���$3������YCe/W8H",��0&��-G��",/ � `6�(-��'0 �O2 !$�� $#�J�+P?(E�J�;$#6E��� ��������� � \[����J�L*#�+�=� ���� !�=����67$ !�;CE��H� � 67$���$�"�P=�%��� �0M [��S(E � � ��5H����������dO �(:J:S� ;< ;�?N�$�BO=9t;NgE+ ��/�*>gz;Di@��",/�F.O ��9_`6/P�$01�)�1?N��`,",+.-t{_*��(+��y-G01�'/S-K�$/.* �_��56�)FS�d-G�)"$/8H",� �\/S-G����3��(�)��� �lC � ���$����* ",/��[Q �(�'��-lf��$��%�}j�'��",F,/��V-G�)"$/� �O�� P=�+�%$�*L$��A$��0M 6 �#�JP=��"0� � !"#��$#�%"�$kO * !! *�" O.3�3T; I j c I /.O � :J: j ;9t;�gE+@Ov< ;v?N�$�,�$/�* �.;��=��/P�$%d�.O �Gr#",/S-G��/m-yceQP�����'*aCe07��F,�u}n�k-G�(�)��5��$ISr#",0tQ���/��)/�F � �P�$3J�}j�'��",F,/��V-G�)"$/TOPr#",I�",�j�$/�*��A�k]6- �O%K�67�L"�$�$0' �+�=M�*)�;C��!PJ$���$#�J�SP (E�J�;$#6E��� ��������� �������DCD$#6EH$#�%"�$)�;C$#?� *#�16E��a�=�;$0'FXY�=�/�1�+� $0' ��� \[L*#�;$#�O*kO.3�3T; �(; /dc jJ: j O �(:J: � ;

{_I�I,3��("$-G"$-e`63J�'��"$8.-����Y3.��",3J",����*a8H���$0&�k #"$��%m�A j�V-G�w����FS�$��*l-G"n",+��A�$I�F,",�(��-G�.0&�M��/�*b01��-���"W*.��P��5,�wQJ�'�'/�0&�$*��[QS`Xr I)�$/�F,+P��F,�$;

Page 24: Processing and recognition of document and GIS images

������� ��� ��� � ��� �� � � � � � � /

����� � ����� � ��� �� ���� �� � � ���� ������[-G�.�'�����j�)��",�(FS�$/����'�'*��$��8H",I�I)" j� �

r#�P�$3.-��'� � *��'�(�'����Q4���n-����l3��V]W��IVceQ��$����*X�(0&"6"$-G�.�)/�Ft-�"&�(�'01"v5$�l��3�+��(�)",+.�n3J",��/m-��j�)/2�'",/6c-G"$+������$/�*a��%$��I)�k-G",/��=�$/�*w-G"j8H",I)I�"v >-G���E�'"$/m-�",+��(�D�$/�*a��%��'I)�k-G",/.�=�)/wQ���/P�$�(`:�)0&�$F,�'�NQP�����'*b",/*��V�@�����'/.�'����"W*����';D���.�'���k8H",����O,-G���#/��� ��01"6"$-G����/�FR�$I)F,"$����-���0 �)�����$I�I)��*b�'"$/m-�",+�����01"W"$-����)/.F8H",I�I)" j�)/�F.;wC -l j��I)IA/�"$-l",/�IV` ��0&3��(" 5,�t-G�.�1��07��F,�b��",/S-G",+�� m+P��I)��-e`�����F,/���x����$/S-GIV`,OTQ.+.-a�$I)�("0&�$%$�w�z/��� I)�)/.���$�(�)���d-G�)"$/Z�$I�F,",���V-G��0 3J",���(�)Q�I��$;\C -n�)��+��(�'*X�)/��$I)I@"$-G�����j���P�$3.-��'����;#{RI)��".OP�/��k ��01"6"$-G����/�FK�$I�F,",���V-G��0 "$8���%��'I���-G"$/��)��*.�'��������Q4��*X��/2-����)�������$3.-G���';

r#�P�$3.-��'� j �'"$/��'��/m-��G��-��'�w",/ -G�.�z",I)* 3��(",Q�I��'0�O@xPI)I��)/�F&"$8E�'",/S-�",+��[����F,�)"$/��';w{_IV-G��",+.F,���-R�)�R",I)*@O4�V-_���_�(-��)I�IA/."$-:�(�'��"$I�5,��* xP/P�$I�I�`,;nCe/ �)0&�$F,�l�(�'�'"$F,/���-��)",/��$/�* ��",013�+.-G���:F,���$3������'�'OxPI�I)�)/.F "$8_��",/S-G",+.�&�(�'F,��",/��K�)�K/����'*���*T; Ce/ -����)�1���P�$3W-G�'��O# Y�X*��k5,��I)",3 � /��k �$I)F$",���V-G��0�O3��("��(�'�k-G�)/.FZxPI)I��)/�F&QP�$����*>"$/ �y-G�(+���-�+��G�$I=34",��/S-G�'OT j�.�)���|������",IV5,�'�[-����z3���"$Q�I)��0&�:�'�$+��(�'* Qm`",I�*ZxPI)I��)/�Fz��I)F,",�(��-���0&��;

r#�P�$3.-��'� � 3��������'/S-��b�!/��k sI)��/����$�(�)�'��-G��",/ �$I�F,",�(��-G�.0"�8#��",/S-G",+��lQP�����'*>",/|*����4�'�(�'/�����'"6*����';�op"$�T-G�������uI)��/����$�(�)���'*:I��)/����'Ov�������)���M"$8W*��'�(�'����3.-G��",/:8H���d-G+��(�'�N"$8W�'",/S-G"$+����N�$�(�\�k]6-G���$��-��'*�$/�*a���$I��'+�I)��-G��*T;A�����'�(�#8H����-�+������D�$�(�#I��)/��'�$���V-e`,Ov�'+��y5���-G+��(���$/.*bQJ�'/�*z��/�F,I)���'O$�$/�*t��",/S5,�k]W�V-e`�$/�*2��",/�����56��-e`2"�8=I��)/��'�$�����'�'*!I��)/����j�$/�*2QJ�'/�*��$/�F,I��'�';

r#�P�$3.-��'� � 3.��",3J",�����\�:/��k 8H�'��-G+.���$OS01",�(3���",I�",F,�)�'�$IS�(-���+��k-G+����$I.3J",��/m-��'O$ j�.�)���z*������'�(�)QJ�*��V�@�����'/S-n01",��3��.",I)",F$�)����IJ�y-G�(+���-�+����w���P�$/�F$�Z~H�'",/S5,�^]�",�j�'",/.����5,���j"$8��'"$/m-�",+��(�R��/!*����4�'�(�'/S-*������'�k-G��",/�"$8u�����$�)/ ��"W*����';[���������K01",��3��.",I)",F$�)����IT�(-���+��k-G+����$ID3J",�)/S-G�_�$���b�k]6-G���$��-��'*|QP�$�(�'*",/ I��)/��'�$�����'��* I)��/��'�K j�������U�$���X",Q.-����)/���* �)/Ur#���$3.-G��� � ; ����� �������)���Z"$8l01",��3.��",I)"$F,�)�'�$I�(-���+��k-G+����$I@3J",��/m-����)/7",/��:��",/S-G",+��#���$/!QJ�:+��(�'*!-G"t*.�'��������Q4�:-����:�����$34�_"$8N-G���:��",/S-G",+.�';\Ce/-G�.�)�����P�$3W-G�'��Op",/��[/��k �'",/.�'�'3W-�Op�k]6-G��/�����",/Xop�(�'��07�$/2��"W*����'Op�)��x����(-n3��(",3J",����*T;

r#�P�$3.-��'� � �$3�3��("S�$�������[�701��-G�."W*�-�"Z3��("W���'���:�$/�* �����'",F$/��)���a-G�.�t�P�$/�*W j����-(-G��/ *��)F$��-G� j��-��|��3�+��(�)",+.�w�(�'F,01�'/S-��';1�����K0&�k-G��"6*|���$/ Q4�K+��(�'* -G"2*���-��'�k-t�$/.*>�(�'�'"$F,/��)���z��3�+.���)"$+������F,01�'/S-G��;={_I���"�O -����u���'��",F,/��V-G��",/:"$8W�P�$/�*W j����-(-G��/a*���F,��-��T�)/[*."W��+�0&��/S-���07��F,�'�T���M*��)�(�'+��(����*T;

r#�P�$3.-��'� I ����" j�a�$/>� �1�'�)��/S-b01��-���"W* -�"��(�'��",/��(-���+��k-t��/�*>�(�'��",F,/����'�KQ���"$%$�'/>�P�$/�*6c j���V-�-��'/b*.�)F,�V-G�A�)/b*."W��+�0&��/S-D�)0&�$F,���';A{ I�"$-A"$8p�����'",F,/.��-G��",/w0&�k-G��"6*��="�8P�P�$/�*W j����-(-G��/t*��)F$��-G�����/�/�"$-R*�����IN j�V-G��-G���w3���"$Q�I)��0&�j*������'�(�)QJ�'* ��/ r#���$3.-G����� � �$/�* I ; �:+��n0&�k-G��"6*����$/ � �zc�'���'/S-GIV`7�(�'�(",I�5$�:-G����0 �$/�*2�)013��("v5$�:�����'",F$/���-��)",/Z����-G�_"$8=���$/�*. j�(��-�-��'/!*���F,��-����)/7*�"W��+�01�'/S-

Page 25: Processing and recognition of document and GIS images

������� ��� ��� � ��� �� � � � � � � ;

�)0&�$F,���';r#�P�$3.-��'� /b3.��",3J",�����j�b8H�G�$01�� Y",�(%1-�"t����3P�$�G�d-G�l�$/�*!�(�'��",F,/����'�:��",I)",�Y",Q �(����-j�)0&�$F,���Y��/

*�"6�'+�01�'/S-w�$/.* �[C � �)0&�$F,���_QP�$�(�'* ",/|�'",I�",�:�(�'*�+��k-G��",/ �$/�*|0&"$��3���"$I)",F,�����$IN�y-G��+.��-G+.���K"$8�'"$/m-�",+��(�'; �:/��l�k].�$013�I)�["$8 �[C � �$3.3�I)������-��)",/Z����*��'�(�'�(�)QJ�'*T;

o=�)/��$I)IV`,O�r#�P�$3.-��'� ; �(+�0107�$�(�)���'��-����# Y",��%a�)/b-����)�A-G���������'; � +.F,F,�'�y-G��",/��=8H",�A8H+.-G+.���# Y",��%�$�(�l�$I)�("1F$��5,��/T;

Page 26: Processing and recognition of document and GIS images

� � ��� �>� � �

� ��� � � �_� �\�D��� ��� �

Ce/�-G�����1�����$3.-G���'O���/ � �&���)��/m-7�$I�F,",���V-G��0 �)�K*��k5,��I)",3J�'* 8H",�K��01"W"$-�� 8H",I)I�"v j��/�F "$8_Q��)/��$�(`�)0&�$F,�2��",/S-G",+��(�!�$/�* ��%$��I)�k-G",/ "�8lQ��)/P���(`��)0&�$F,���'; �R�(�)/�F>-G�����7�$I�F,",�(��-G�.0XOE/�",������3.�V]W�'I���$I�",/�FK�z�'",/S-�",+��n�$/�*���%��'I)�k-G",/�����/XQJ�l���'01" 5,��*T;

� ��� � � `� ���� � �����{_���'+�����-G� �(�'3��(�'�(�'/S-���-��)",/U��/�* 3���"6�'�����(�)/�F "$8l-���� �'"$/m-�",+��Z"�8b�>Q��)/P���(` �)0&�$F,��3�Ih��` �$/�)013J",�(-G�$/S-:��"$I)�t��/ 3���"6�'��������/�FX�$/�*|�����'",F,/.��-G��",/ "$8Y*�"6�'+�01�'/S-w�$/.* �[C � �)0&�$F,���';toP",�_�k]mc�$013�I)��O4-����z������+�IV-l"$8u-G����/�/��)/.F�OT�'+.�(5,�zx�-(-G��/�F�OT��",/S-G",+��:8H"$I)I)" j��/�F�OJ34",IV`6F,",/ �'I��)3�3.�)/�F!��/�*0&��-G����07�d-G�)�'�$ID01",��3.��",I)"$F$` ",3J�'����-G��",/��l07��` *���34��/�*�",/L-����7��",/S-G",+.�b�����$34�&"$8�-����7��0Kc�$F,��� } � / ��� O � }j",� I :�� O � }j",� I j�� O � � ��57/ ��� ��/�* � �:< ; j�� ;

Ce/t3����$��-��)����Im�$3�3�I��)���d-G�)"$/��'O -G�.�#�'"$/m-�",+���"$8p�RQ.�)/P�$�y`l�)0&�$F,�\����"$8 -��'/a�'",�(��+�3.-��'*tQS`a/�",�����$O j�������70&�$%$���Y-G�.�R�(�'�'"$F,/���-��)",/1"$84-G���R�)0&�$F,��+�/��(�'I��h�$Q�I��$;A<L�n3���"$34",�(�_��/7� �1���)�'/S-#0&�k-G��"6*-G"z�(0&"6"$-��2�$/�*2I)��/����$�(�)���_-G���[��",/S-G",+.��"$8D��/���07��F,�$; �[+.��0&�k-G��"6*!�)��*��k5,��I)",3J�'*�QP�$�(�'*�",/�a�(��-#"$8T�(+�I)���#�)013�I��'01�'/S-G��*K8H"$�Y��",/S-G",+��E-G���$�'��/�F�OS j���)���&*�"6�'�#/."$-#�(� m+������:��/m`��P",��-#3J",��/m-��5,���G�$F,�l",3J�'����-G��",/���;

�����:��",/S-G",+��E"$8N�aQ��)/P���(`K�)0&�$F,�j�'�$/7QJ�_�(�'3��(�'����/S-G�'*! j�V-G�&-����:oP�(�'�'0&�$/&�'"6*���� oP��� �7.�� ;f��$/S`XQ��)/��$�(`2��07�$F$�a3��("W���'�(���)/.F!�$I)F$",���V-G��01��QP�$�(�'* ",/ ��",/S-G",+.�R8H",I�I)" j�)/�F1�P��5,�bQ4���'/ *��^c5,��I)",3J�'*7�)/&-����_3��$�(- � } � / ��� �$/�* � <��_g_� ;J:�� ;\�����R�'",/S-�",+��#*.�)������-��)",/&���P�$�)/&�'"6*��_�'�$/ZQJ�+��(�'*>-�"��(�'3��(�'����/S-z�X��",/S-G",+.�';ZoP",�l3�� ]W�'I)�l���$0&3.I)�'* ",/>���'�k-��$/.F,+�Ih���wF$���)*.�'OM-G���&oP�����'0&�$/

.�:

Page 27: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � .J.

�'"6*��t���_�(��" j/ ��/ o=��F�; � ; . ~ . �^;[oP",�:�73.�V]W�'I����zO@ Y�t�'�$I)I ����� � ~�������������������������� ����k�j-����

p(i,j)

b1

b0

b7b6

b2b3

b4

b5

3

5

4 0

6 7

2 1

(1) Freeman chain code. (2) Eight−neibouring byte.

!#"%$�&�'�(*),+%-. /&0'1'325476983:<;='1>?4@6�;96�'1!A"%BDCE:@&0!#6="FCDGDH0'1>1)

IKJ 6�'1!A"%BDCE:%&�B�:*:<;LCMGDH�'�:@NPOQ>0B=:SRT6�!#69 �!#"=)�(*),+*UV(%WYX[Z�4]\ I%^7_ 4@6�;`X acb?dfefg ^7_ )Thi:%6MH0:%$�&TNj:%k Jk#:lRT!A6�"f!#>m4fn=&0:*81'1;=$�&0'oH�:Y;�'�H�'3&02p!#6�'�H0B�'T>0'3q*$='16�83'r:@NP4@kAk<83:%6MH�:%$�&mn�!ts<'1k#>�:@Nu476p:@C*v�'18�H])xwyN*O!#> 4z83:%6MH�:%$�& n�!,s<'3kV{SH�B�'36F:%6�'�6='1!#"@B*C�:%&�B�:<:*;�n�!,s<'1k*!#6}|�~��o2}$�>�H�CE'.H�B�'�6='�s*Hx83:%6MH�:%$�& n�!,s<'3k!#6�H�B='�>�'1qD$�'16=81'@)rwyNm����U ^p� ��� ��� W�!#>TH�B�'�6�'�s*Hz81:%6MH�:@$�&rn=!,s<'1k�{�H0B�'169H�B�'�!#6�;='�s96D$�2�C�'1&?�!#>fH0B�'p;�!#&�'183H0!#:%6�8�B�4@!#6�81:*;�'p:@NiH0B�'pn�!,s<'1kuOu)�a�'p8]4@6�2547�@'�$�>0'p:@N.H�R�:9H�G*nE'3>}:@NiC�!#6�4@&�G!#2�4@"%'�81:@6DH0:%$�&�83:%6�6�'383H�!A:%6�>3)F�*$=n�nE:@>0'p��!A>�4�C�!A6/4@&�GQ!#2�4@"%'7{��!#>f4@6�:%C*v�'383HYRT!AH0B�n�!,s<'3k\74@k#$='�+%{����!A>�H�B�'�C�4@8��D"%&0:%$=6�;QRT!,H�B�n�!,s<'3kP\74@k#$�' ^ 4@6=;��E��!A>�H�B�'�>�'3H?:@N n�!,s<'1kA>o:@N 81:%6MH�:@$�&� !#6�H�B='9!A2547"%'�X[ ?:%> �7^7_ 476�; X[ ?:%> �7¡7_ )�wyN ��¢!#> IKJ 81:%6�6='183H0'1;u{.H�B�'36£C�:@H0B¤:7NY�¢4@6�;��E�4@&�'YNj:@$�& J 81:%6�6='183H0'1;�476�;Q!,N���¤!A>T¥ J 83:%6�6�'383H�'3;�H�B='16¦�¤4@6�;¦�E��4@&�' ISJ 81:@6�6�'18�H�'3;u)o§r'3&0'7{�Ri'4@>�>0$�2p'�H0B/47H��E�}!#> IKJ 81:%6�6='183H0'1;u)?w�6�45C=!#6/4@&�G�!#2�4@"%'7{�>�$�8�B¦4@>r45B/4@6=;=RT&0!,H0H�'36�8�B/4@&04@83H0'1&3{

**

***

****** **

*****

*********

****************

******

*** ************

******************

****** ********

* ***** ******************

*********************

************* ********

*********** *******************

***************************

****************** *******

*************** *********************

** * *********** ****************************

******************** *******

**************** ************** ******

*************************** ****************************

************************ ********

***************** *********** ******

*********************************** *********** ******************

*************************** ********

**************** ********* *******

******************************************* ********** ****************

************** ************ *********

****** ******* **** * ********

******************************************************** ****************

************** *********** ********

* ****** * ********

********************************************************* ***************

****** **** ********** ********

****** *******

********************************************** ********* ****************

******* *** ******** *******

***** ********

******************************************** * ********** ****************

******* ******** *******

***** **********

****************************** * ********** *****************

********* ******** ********

****** ************

************** ** ***** *********** *******************

************ ******** *********

******* **************

************* ********** *******************

********* ********* *********

******** ****************

************* ******************************

********* * *********** ***************

******** *****************

*************** ******************************

********* ***************************************

******** ******************

*************** ****************************

********* * * * ************* **********

******** *****************

*************** *************************

******** ********* *********

********* ***** *****

***** ************ ***********************

******** ******** *********

********** *****

******************* ***********************

******** ******** ********

********* *****

*********************** *** ****************************

********* ******** ********

********* ******

***************************** *************************************

******** ******** *********

********* ******

************************ ****** ***********************

******** ******* ********

********* *****

***************** ******************

****** ******* ********

********** ******

*************** ******************

****** ******** ********

*********** ******

************** *****************

****** ******* ********

*********** **** ******

*************** *****************

****** ******** *******

************** * ****** ****** ************ ******

************** *****************

****** ******* *******

*************************************************** *******

**************** ******************

******* ******** ********

******************************************************** ** ********

*************** *******************

******* ********* ********

********************************************************************

************* ********************

******* ******** ********

*********************************************************************

************** **********************

******* ******* **********

*********************************** *** * *******************

************** ************************

******* ****** **********

*********** *** ******* *****************

************ ************************

******* ******* * *

******** *** * ****************

****** ************ *************************

******** ********

*** *** ******* ****

************ ************ ***************************

******** ********

*

*************** * ************ *************** **********

******* ********

******************* ************ ************** **********

****** *********

****************** ************ ************** **********

******* ********

***************** ************* ************** *********

********* *********

***************** ****************** ************* *********

***********************

************************************ ************* *********

********************

************************************ ************* ***********

******************

************************************ ************* ************

*************

******************************** ****************************

* ****

****************************** **************************** **************************** *************************** ************************ *************************** ********************* ************************* ******************* *********************** ************** ********************* ****************** *************** *********** ******* (3)(1) (2)

�!#"%$=&0'�(*)¨(*-i©z&0!A"%!#6�4@kP!A254@"@'1>�:@N B/4@6=;=RT&0!,H0H�'36Q83:%6�6�'383H0'1;�;=!#"%!,H�>1{ ^ +%{�( ¡ 476�;�ª I )

Page 28: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � .v�

-G�.�'���z�'�$/ QJ�z07�$/S`X��3�+.���)"$+��[3��V]W��I)�R j�.�)���|07��%$�t-G�.�t�'",/S-�",+��[*������'�(�)3.-��)",/ "�8#��/ ",Q �(�'�k-*�� �&��+�I�-';DoP",�\�^]���0&3�I��$O6o=��F,�'; � ; � ~ . c j �=�'",/S-����)/1����5$�'���$I4���$/�*. j�(��-�-��'/1�'",/./��'�k-G�'*7/6+.0&���G�$I��-���%$�'/ 8H�(",0 -G��� �a; � ; �R��-G��",/P�$INCe/��y-G�V-G+.-��b"$8 � �'�)��/��'�t�$/�* �A�'����/�"$I)",F$`L~ �RC � �n�R*���-��$Q��$����;�����&���'�(+�I�-��b"$8��'",/S-G"$+��w8H"$I)I)" j��/�F��$���1����" j/ ��/Lo=��F,�'; � ; j ~ . c j �^; � ��/��'�K-G�������7�$���&07�$/S`��3.+�����",+��w34",��/S-G�'O���-w�)�l/�"�-b�'�$�(` -G"�*��'�(�'�(�)QJ�&-G�.�7�'"$/m-�",+��w"$8��P��/�*. j���V-�-��'/L/m+�01�'���$I)� � j O:�. �$/�* � /K j�V-G��-G���w*��)�(�'�k-G�)"$/������$�)/X�'"6*��$;�oP",�j�^]���0&3�I��$Op��-n���n*.���1�'+�IV-j-G"1���'3.���'�(�'/S-:-����",+.-��'�E�'",/S-�",+��#"�8M/m+�0&���G�$I�� � j O6-����_��/S-G�'�(/P�$Ip�'"$/m-�",+��Y"$8M/m+�01�'�G��I)� :�. �$/.*7QJ"$-G�7-����_"$+.-G����$/�*z-����j�)/S-G����/P�$IP��",/S-G",+.���u"$84/6+.0&���G�$I�� � /.;=���m+���OW�V-u�)�\/����'�����G���(`K-G"l01"W*��V8 `a-�����8H",I)I�" #��*3�� ].��I)��O6*.�'I)�k-G�j/�",���(`z"$/��'�Y�$/�*&����-E-G�.�n�y-��$�y-G��/�Fa3.�V]W�'Ip��-u-����R+.3�34���yc I)��8 -u��",��/.�'�E��"l-G�P��-u-�������P�$���$��-��'�j�'"$/m-�",+��j����/XQJ�l���'3.���'�(�'/S-G��* ����I)�)�$Q�I�`K8H",��8H+.�(-G�.�'�j3���"6�'�����(�)/�F�;

�:+��A�$I)F,"$����-���0U8H",�N�'",/S-G"$+��N��01"W"$-��w8H"$I)I)" j��/�F��)�N*��k5,��I)",3J�'*aQP�$����*b",/w*��V�@�����'/.�'�E�'"6*��'��;�����[��I)F,",�(��-���0������$Q�I��n-�"t*���I)��-��_/�"$�)�(`13�� ]W�'I)��OW01"6*���8 `t8H"$I)I)" Y�'*&",/��'��OP�$/�*7*���-��'��01�)/.�n-�����(-G�$�(-��)/�FK3�� ]W�'IN"$8\�K�'"$/m-�",+��n���P�$��/T;�C 8=-����a�$Q���"$I)+.-��l5��$I�+��l"$8D-����a*.���4�'����/��'�w�'"6*��w"$8D�'�$���3P�$����"$8A/����)F,�mQJ",����"6"6*!3��V]W�'I����)��I��'�(��-G�P�$/ � OW-G���l3��("W���'*�+��(�l3���"6*�+����'��-G���[*.�'��������*X�(�'��+.I�-�;

***

****** **

**

** ****

* * ******

** *

*** *** *

** *

* *

* * * *** ***

* **

****** ** *

** ** * * *

** ****

*** **** * *

*** * ** ** *

** * *********** * * *

*** ** * *

* * * *** * *

****** ** * **** * ** **** *

* * * *

* * * ** * *

****** ** * * * **

** ** * *

* *** * ** * * * *

***** *** * * ** *

* *** ** * *

*** ** * * * ** * * *

* *** * * *

* * ** * * *

* * * * * *

* ** * * *

* *** * * * * *

* * * *

* * * * * * *

* * * * *** * * *

* * ** *

* ******** **** * * * * *

* * *** * * * *

* * *** *

* * ***** *** * * ** * *

* * * * * *

* * ** *

* * ** ***** * * * *

* * * * * *

* * * *

* * * * *** *

*** ** * * ** *

* * * *

* * * * * *

* * * * * *

* * * *

* ** * ** *

* * * * * *** ***

* * * *

* * * **

* * *********** **** ***

* * * ******* *

** * * * **

* * * * * ** ** * *

* * ***** * *

* * * ***** * *

* * * * * *

** ** * *

* * * * *

* * * * * *

* * * *

** *** *** *** **

* * * * * *

* * * *

*** ******** ******* *******

* * * * * *

* ** * *

** ***** ****** *** **

* * * * * *

** * * *

** * * *

* * * * * *

* * * *

* * * *

* * * * * *

** * * *

* * * *

* * * * * *

* * **** * *

** ** * *

* * * * * *

** * * ****** ****** ** ****** * *

* * * *

* * * * * *

*** **** ** * * * * *

* ** * *

* * * * * *

*** ** ** ** *

** * * *

* * * * * *

* * * *

* * * *

* * * * * *

* ***** ** *** *

* ** * *

* * * * * *

* **** ***** **** *** * * *

** * * *

* * * * * *

* *** *** * *** * *

* * * *

* * * * ** **** **

** *** * * * * * ***

****** * * * *

* * * * * *

*** *** ******* ****

** **** * * * ** *

* * * *

*

* *** * * * * * * *

** * * *

* *** * * * * * *

* * * *

* * * * * * * *

* * ** *

* * * * * * * *

* * * **

* * ***** * * * * *

* ** *** *

* ** * * * * *

* ****** **

* * * * * *

* *

*** * * * ** *

** ***

* ** * *** *

**** * ***

** * * *

* ****

*** * * * * ** * * * * * * *** ** * * ************** * ** ** * ** ** ** ** ******* (1) (2) (3)

o=�)F$+���� � ; j � r#",/S-�",+����j"$8��P�$/.*. j���V-�-G��/X��",/�/�����-��'*�*.�)F,�V-G�'O :�. O � j �$/.* � /W;

Page 29: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � . j

� ��� � �� �F��� ��� ��� � ������� � � ��� � �� � �� � � � � �� ��������6-��X��",/S-G",+���O ���$O�"�8D�KQ��)/��$�(`7�)0&�$F,����'�$/2Q4�l�(�'3��(�'����/S-G�'* �$� �

� � ��� ������� ������ ���������� ����� �������� ~ � ; . �

�� �!��"����#" $�����%" �&�������'"(��� $�#"(��� ~ � ; � �)*� �+� �7��� � ,����� � �&�-����� ���.� �� �.�/� ~ � ; j �

j������� � ���)�K-G���X*��)�(�'�k-G�)"$/ ���P�$��/ ��"W*��X���k-!"$8[��",/S-G",+��04O21b���1-�����3.�V]W�'In�)/�*.�k] "$8:-�����'"$/m-�",+���O����l���_-G���z�y-��$�y-G��/�FZ*������'�k-G��",/ �'"6*��z3J",�)/S-��)/�F78H�(",0 -G���bx����(-l3.�V]W�'I=-�"Z-G���b���'��",/�*3�� ].��I�"�8\-G���t��",/S-G",+.�'O����\�)�n-G���b*��)�(�'��-��)",/X�'"6*��t"$8u3.�V]W�'I31�34"$�)/S-G��/�F&8H�(",0 3��V]W�'I31Y-�"Z3��V]W��I~4135 . �kO ����� w�)�b-����!*������'�k-G��",/��'"6*��!"$8n3�� ]W�'Il~7698 . �7~H-G�.�!Ih�$�y-z3��V]W��I#�)/�-����!��� m+��'/���� �3J",�)/S-G��/�Ft8H��"$0 3�� ].��IE~46:8 . �Y-�"K-����lxP���y-R3.�V]W�'IM"$8A-G�.�a��",/S-G",+��n�$/.*���z�)�j���$0&�l��� ��� ;; ���$/�*<)*�l�$���[-����=" �$/�* �Z��"W"$��*���/P��-G�[�(��-��n"�8D�'"$/m-�",+��>!������3J�'��-���5$�'I�`$;

�����w*����4�'�(�'/����w��"W*.�w"�8D�z�'"$/m-�",+��j�)��*.��xP/���* �$��8H",I�I)" j� �

����� ��� �� 38 �� ~ � ; � �

C -j����/XQJ�l���$I��'+�I)��-G��*X���

�����

?@@@A @@@B��� �� 38 ��� �V8DC ��� �� E8 ���FC/G ���� �� 38 ���*8 / �V8DC ��� �� E8 ���FC/H �� �V8DC ��� �� E8 ���FC � �

~ � ; � �

����������8H"$���$OW-G���R*����4�'�(�'/����:�'"6*��_5��$I�+��R��� : OJI . O(I � O(I j ",� � ;\C 8 ���T�)�Y� m+P�$IJ-G"KI . OJI � "$�I j O.-G�.�'/2-G���[��+����(�'/S-n*��)�(�'��-��)",/!�����$�)/2�'"6*��l"$8A3�� ].��IL1u�)�������$/�F,��*� j�V-G���$/��$/S-G���'I)"6��%S j�)�(�",�:��I)"6��%S j�)���z�("$-��d-G�)"$/ "$8 � �NM O ;J:NM ",� . j �NM ;bC 8 ���u�)�:� 6+��$ID-G"<I � OM-G���z��+����(�'/S-w*��)�(�'�k-G�)"$/���P�$��/z�'"6*���"$8J3�� ]W�'IO1M���=���P��/�F,�'*K j��-��K�_��"�-���-��)",/t"�8 . / :PM ;=Ce/zF,�'/����G�$I O,01",�(-\��",/S-G",+.�D3��V]W��I*������'�k-G��",/L���P���)/���"W*����t�$�(� : "$�QI . ; �_-G�.�'�( j������O=-G�������Z�(��",+�I�*�QJ�7��"$0&�&/�",�)�y` �'",/S-G"$+��3�� ].��I)��;

Ce/Z-G����01�#"$8 � m+P��-��)",/ � ; � O.��8@-G���R*����4�'�(�'/����:�'"6*��_5��$I�+��R���2I � O(I j ",� � O���I)Ip*����4�'�(�'/�����'"6*��jF,�(",+�3��E�$�(�n�(��" j/7��/&o��)F,��; � ; � O � ; � O � ; � O � ; I �$/�* � ; /.; C -E���\/��'���'�����$�(`K-�"a/�"�-G��-G�P�d-

Page 30: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � . �

4

2

6

6

0

6

4

0

0

2

2

0

4

6

4

2

(1) Four patterns of anti−clockwise case.

(2) Four patterns of clockwise case.

o=��F,+���� � ; � � �����!�'",/S-�",+��t�(0&"6"$-G�.�)/�FX3���"6�'��*�+����& j��-G� ��� � � O ����QJ�'�)/.F ��5$�'/ �$/�* ��� �� QJ�'�)/.F1�k5,��/T;

��"$0&��*��V�@������/��'�j�'"6*����E"�84-����'�(�RF,�(",+�3��u*�"l/�"�-#��3�34�'�$�\��8J��",/S-G",+��\8H",I�I)" j�)/.F:�)�\�'�$���(�)�'*K",+W- j��-����$/ /dce��",/�/�����-G��*���",/S-G",+���;

�����Y�$I)F,"$����-���0 8H",�M��01"6"$-G����/�Fj���'",/S-�",+��N�)�M*��k5,��I)",3J�'*aQP�$����*b",/[-����\8H",I)I�"v j��/�F�������-��'�(�h�.O�'"$��������3J",/�*���/�Fj-G"�-G���\-��G�$/��y8H",��0&��-��)",/��M"�8W-����u�'",/S-G"$+�����"W*.�'�N����" j/b j�V-G�[-G�.�E*��$������*bI��)/�����)/to=�)F,��; � ; � O � ; � O � ; � O � ; I �$/�* � ; /.;=�R�'�(�$OS Y�j�$���(+�0&�Y-G�P��- �����vOP"����Y��/�* �����Y�$�(�#-G�.��/��� *������'�k-G��",/K���P�$�)/&�'"6*��$O "2��/�* �t��"W"$��*���/P��-G�j"$8@3��V]W��I 1A",/K-G���n�)0&�$F,����",/S-G",+.�'O6���'�(34����-���5,��I�`$;D=� -�� 9� -���@�!� *C 8>C ���;C�� . O�-����'/

� ��� � ����

� "���� � " �>�� ���� � � �1�

� -����l/��k]6-n3��V]W��IM�)��3�� ].��IE~41 5 . �#�)/!-G�.�w"$���)F$�)/P�$IJ�'"$/m-�",+��j���P�$��/T;D=� -�� 9� -���@�!� �C 8>C ���;C � � O ��A������5,��/ �$/.*��� �� #�)����5$�'/TOP-����'/

� ��� � ��*8 . ~H0&"6* /S� ��8 ����� � ",��8 � ~H�'I)"6��%S j�)�(� �#�

Page 31: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � . �

7 1

5

735

1

3

1 77

3

1

3 5

5

(1) Four patterns of anti−clockwise case.

(2) Four patterns of clockwise case.

o=��F,+���� � ; � � �����X��",/S-G",+.�1�(0&"6"$-����)/�F�3���"6�'��*�+����2 j��-�� ��� � � O ��nQJ�'�)/.F "W*�* �$/�* ��� �� QJ�'�)/.F1"6*�*T;

� ��� � ���5 . ~�01"W* /S� �V8 �����+8 � ",� � ~��$/S-G���'I)"6��%S j�)�(� �#�

� "���� ��" �>�� ���� � � ���

� -����l/��k]6-n3��V]W��IM�)��3�� ].��IE~41 5 � �#�)/!-G�.�w"$���)F$�)/P�$IJ�'"$/m-�",+��j���P�$��/T;D=� -�� 9� -���@�!� !C 8>C ���;C � � O ��A����"W*�*X�$/�*���� �� #�)��"6*�*TO�-G�.�'/

� ��� � ��*8 . ~H0&"6* /S� ��8 ����� � ",��8 � ~H�'I)"6��%S j�)�(� �#�� ��� � ���5 . ~�01"W* /S� �V8 �����+8 � ",� � ~��$/S-G���'I)"6��%S j�)�(� �#�

� "���� ��" �>�� ���� � � ���

� �(��-� ; ��� ���� �� � ���*8 . ~H0&"6* /S� ��8 ����� � ",��8 � ~H�'I�"W��%S j�)�(� �^O# ; � � � �� �� � ��O5 . ~H0&"6* /S� ��8 �����+8 � ",� � ~ ��/m-��)��I)"6��%m j�������kO� ;�" �$/�* �Z�'"6",�(*��)/P�d-G�'��"�8�-����l3��V]W�'IE~71 5 . ��QP�����'*�",/Xo=�)F.; � ; � �

Page 32: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � . �

4

12

7

4

7 25

0

361

63

0

5

(1) Four patterns of anti−clockwise case.

(2) Four patterns of clockwise.

o=��F,+���� � ; � � �����!�'",/S-�",+��t�(0&"6"$-G�.�)/�FX3���"6�'��*�+����& j��-G� ��� � j O ����QJ�'�)/.F ��5$�'/ �$/�* ��� �� QJ�'�)/.F1"6*�*T;

� -����l/��k]6-n3��V]W��IM�)��3�� ].��IE~41 5 . �#�)/!-G�.�w"$���)F$�)/P�$IJ�'"$/m-�",+��j���P�$��/T;D=� -�� 9� -���@�!� "C 8>C ���;C � j O ��A������5,��/ �$/.*��� �� #�)��"6*�*TO.-����'/

� ��� � ��*8 � ~H0&"6* /S� ��8 ����� � ",��8 j ~H�'I)"6��%S j�)�(� �#�� ��� � ���5 � ~�01"W* /S� �V8 �����+8 � ",� j ~��$/S-G���'I)"6��%S j�)�(� �#�� "���� ��" �>�� ���� � � ���

� -����l/��k]6-n3��V]W��IM�)��3�� ].��IE~41 5 � �#�)/!-G�.�w"$���)F$�)/P�$IJ�'"$/m-�",+��j���P�$��/T;D=� -�� 9� -���@�!� )C 8>C ���;C � j O ��A����"W*�*X�$/�*���� �� #�)����5$�'/TOP-����'/

� ��� � ��*8 . ~H0&"6* /S� ��8 ����� � ",��8 j ~H�'I)"6��%7 j����� �E�� ��� � ��35 . ~H0&"6* /S� ��8 �����+8 � "$� j ~��$/S-G�)��I)"6��%S j�)�����#�� "���� ��" �>�

Page 33: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � .�I

5

0

7

4

1

4

7 2 36

3

0

14 52

(1) Four patterns of anti−clockwise case.

(2) Four patterns of clockwise case.

o=��F,+���� � ; I � �����X��",/S-G",+.�1�(0&"6"$-����)/�F�3���"6�'��*�+����2 j��-�� ��� � j O ��nQJ�'�)/.F "W*�* �$/�* ��� �� QJ�'�)/.F1�k5,��/T;

51

0

5 13 7

7 3

6 22 6

4 0

4

o��)F,+��(� � ; / � �����l�'",/S-�",+��j��01"W"�-G����/�Fz3���"6�'��*�+��(�l j�V-G������� � ;

� ���� � � ���

� -����l/��k]6-n3��V]W��IM�)��3�� ].��IE~41 5 � �#�)/!-G�.�w"$���)F$�)/P�$IJ�'"$/m-�",+��j���P�$��/T;D=� -�� 9� -���@�!� GC 8>C ���;C � � O.-G����/

� �(�'01"v5$�l3��V]W�'I��21E�$/�*L~41 5 . �kO� -����l/��k]6-n3��V]W��IM�)��3�� ].��IE~41 5 � �#�)/!-G�.�w"$���)F$�)/P�$IJ�'"$/m-�",+��j���P�$��/T;

C -:���_3J",���(�)Q�I��a-��P��-_-����t�y-��$�y-G�)/.FZ3��V]W��I�"$8\-����t/��k ������$�)/ ���_/�"�-_-G�.�t�G�$01�t���_-G�P�d-:"$8\-����",�(�)F,��/P�$I.�����$�)/&Q4�����$+��(�R-����_�y-��$�y-G�)/.Fa3�� ]W�'Ip"$8@-����_"$���)F$�)/P�$IW���P�$��/70&� `KQJ�n3���"6�'��������*!QP�$�(�'*

Page 34: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � . /

",/X�$QJ"v5$�b������-��'�(�h�.;E�����'�(��8H",�(�$OJ��-j���n/.�'�'�������$�(`�-G"&���'*.��-G����01�)/��l�y-��$�y-G�)/.F&3�� ]W�'IN"$8=-����w/��� �'"$/m-�",+��l���P�$��/ �$�'��",��*���/�F!-G"2-G���z8H",I�I)" j�)/.F7�'�(��-��'����",/T;t<>�1�$���(+�0&�z-��P��-[-G�.�1"$���)F$�)/ �)�l�d--G�.�w+.3�34���yc I)��8 -j��",��/.�'�j"$8A-G���l�)0&�$F,��;D=� -�� 9� -���@�!� �{_�(��+�01�

��� ���:0&��/�� ��� �� ��� ������ ��� � ����� ��� ��� � �� � ����� �O

j������� ��� �=�)�j-G��� ����"W"$��*���/P��-G�w"$8\3.�V]W�'I 1Y j������� �P�$�n-G���a0&��/��)0t+.0 �2�'"6",��*.�)/P��-��a��/X-����/��k �'"$/m-�",+��j���P�$��/TO

��� �!� ��� ��� ��� ������ ��� � �/� ~ � ; � � j������� ����� � ��� �+����� � ��� � � ��� �)�N-G�.� �l�'"6",��*���/P��-��Y�(��-D"�8P-G���Y�'",�(���'�(34"$/�*��)/.F:0&��/��)0b+�0�7��"W"$��*���/P��-G��;\�����=" ��"W",�(*��)/���-G�[�(��-n�'",�(������3J",/�*���/�F1-�"z-G���l01�)/���0t+�0 �Z�)�

"�� ����"�� � �#"�� $�����'"�� � �/� ~ � ; I �

������/�-����=" �$/�* �Z��"W",�(*��)/���-G����"$8�-����l�(-G�$�(-��)/�FK3�� ].��IT�)/!-����l/��� ��",/S-G",+.�n�����$�)/��$�(�� ���A� � ���nO

� "��,� � 0&��/���"����-�#"�� $�����'"�� � �m;{R8 -��'�_-����t/��k ��y-��$�y-G��/�F73�� ]W�'I=���:*��k-G�'�(0&��/��'*@OT�$I�I�3�� ]W�'I)�R"$8u-G���b/��� �'",/S-�",+��:���P���)/ /����'*-G"XQ4�&����",��*�������* QP�$����*�",/L-����7/.�� �(-G�$�(-��)/�F�3��V]W��IB;2Ce/L-G����01�b"$8#-G���7�$Q4" 5$�!�$I)F$",���V-G��0�O� �'"$/m-�",+��z���P���)/����$/�QJ�!��01"W"�-G����* �(��5$�'�G��I�-G�)01�'�b+�/S-G�)I�C ��� C�� . 8H",�z��I)I#3.�V]W�'I��t�)/�-�����'"$/m-�",+������P���)/T; � +.3�34"$���:-G����-�-G�.�[*��)�(�'��-��)",/!�����$�)/!��"W*��[�(��-j"$8N-����:xP/P�$I4������+�IV-j3���"6*�+����'*QS`Z-G�.�w�(0&"6"$-����)/�FK��I)F,",�(��-���0 �)�

��� � � �!� � � ���-��� � � ������ � � � �&�-����� � � � � � � �� ��� � � � � � � ~ � ; /,�

-G�.�'/� � � ��� � � � � � �� ���8 � � � � � � � ~ � ; ; �

�����l��01"6"$-G����*2�'",/S-G"$+��j���P�$�)/��P�$��-����[8H",I)I�"v j��/�Ft3��(",3J�'�(-��)��� �

Page 35: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � .�;

� �V-G��*��V�@�����'/.�'�l�'"6*�� C � � � �;C � . ~71 � : � . �-����� 1 �����������kO� -����l�(-����(-G��/�Fz*������'�k-G��",/2���P�$�)/2��"W*��� � � � � �'"6*�� � O

� -����lIh�$�y-�*��)�(�'�k-G�)"$/������$�)/2�'"6*��� � � � � � ���� �'"6*�� � ;

oP",��-�����Q��)/��$�(`a�)0&�$F,���=�)/Ko��)F,��; � ; j ~ . c j �^O�-�����3���"6�'�����(�'*1���'�(+�I�-��D0&�$*���QS`b-�������01"6"$-G�Wc�)/.F �$I�F,",���V-G��0 �$���&����" j/��)/Lo=�)F$�'; � ; ; ~ . c j �k;!<>�7�'�$/������7-G����-b-����7/�"$�)�(` 3�� ]W�'I)�a"$8�-����

**

***

*********

** *

** ***

* *****

* *

*** *** *

** *

****** ** *

* * *** **

* **

*** **** * *

***** * * *

** ***

*** ** * *

*** * * ** *

** ************* * *

* * * *

* * * *** * *

****** ** **** * ******* *

** ** * *

* * * ** * *

****** ** * * * **

* *** ** * *

* *** * * * * *

**** *** * * * *

* * ** * * *

****** * * ****** * *

* *** * * *

* *** * * * * *

* * * *

* ** * * *

* * * * *** * * *

* * * *

* * * * * *

* * ** * * * *

* * ** *

* *************** * * * *

* * * * * *

* * *** *

* ***** *** * ** * *

* * * * * *

* * ** *

* *** ***** * * * *

* * * * * *

* * * *

* * * * ** *

* * * * * *

* * * *

* * * * * *

* * * * *** *

* * * *

* ** * ** *

* * * **** *

* * * *

* * * **

* * * ** * *

* * * ******* *

* * * **

* * * * * *

* * **** * *

* * ***** * *

* * * * * *

** ** * *

* * * *

* * * * * *

* * * *

* *** * *

* * * * * *

* * * *

*** * * *

* * * * * *

* ** * *

** * * **

* * * * * *

** * * *

** * * *

* * * * * *

* * * *

* * * *

* * * * * *

** * * *

* * * *

* * * * * *

* * **** * *

** ** * *

* * * * * *

** * **************** ****** * *

* * * *

* * * * * *

*** ******* * * *

* * * *

* * * * * *

** ******** *

** * * *

* * * * * *

* *

* * * *

* * * * * *

* ***** ****** *

* * * *

* * * * * *

* **** ***** **** *** * *

* * * *

* * * * ******

* *** *** * *** * *

* * * *

* * * *

* *** *** * **

****** * * * *

* * * *

*** ************

* **** * * * ** *

* * * *

* *** * * * * * *

* * * *

* * * * * * * *

* * * *

* * * * * * * *

* * * **

* * * * * * * *

* ** *** *

* * ***** * * * * *

* ****** *

* ** * * * * *

* *

* * * * * *

** ***

** * * * ** *

****** ***

* ** * *** *

****

* * * * *** * * * * ** * * * * * * *** ** * * ************** * ** ** * ** ** ** ** *******

(1) (2) (3)

o=��F,+���� � ; ; � ���.�:�'",/S-�",+����Y"$8N��01"6"$-G�18H",I)I�"v j��/�Fl"$8M�P��/�*. j���V-�-��'/Z��",/�/�����-G��*!*��)F$��-G��O :�. O � j�$/�* � /W;�'"$/m-�",+��:��� 5$�tQJ�'�'/|�(�'01"v5$�'*T;[{RI)�("�OJ-����t�(0&"6"$-G�.�)/�F&07�$%��'�_-����tI��)/��'�$��������-��)",/23��("W���'*�+��(�3J",���(�)Q�I��$O. j�������� j��I)I4Q4�l*������'+.������*���/2-����l/��k]6-n������-��)",/T;

� ��� � � ��� �� � � � � ������� � � � � � � � � � =� � � � �

������� ��F� ��� �� � �F� ��� �{ 8H",I�I)" #��* ���P�$��/ Q��$����* ",/U-G�.�|�$I)F,"$����-���0 �)/S-G�("W*.+��'��* ��/ -G��� �$QJ" 5,�|������-G��",/U���$/UQJ�3��("W���'���(�'* �)/ -G����01�!"$8l8H",I)I�" j�)/�F>3���"6�'��*�+���� j������� �'�$/U����0&" 5,� �(",01� ��3�+��(�)",+.��3J",��/m-F,�(",+�3��w�)/>�������$�)/T;7�����'�(�Z3P��-(-G�'�(/L01"W*.�'I)�[ j�V-G� ��3�+��(�)",+.�a3J",�)/S-wF,�(",+�3| j���)�������$�w-e Y"�'"$/m5$�k]�",�a��",/��'� 5$�!34"$�)/S-G�a�)/>-����7*.�)������-��)",/>"$8n�X�(34���'�h��IY���P���)/���"W*��7�$/�*�-����701"W*.��xP��*

Page 36: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � �(:

������+�IV-G�1�$�(�!*��'01",/��y-G�G�d-G�'* �)/ o=��F�; � ; .�: ; Ce/ -����)�zxPF,+.���$OF1l����3��������'/S-��&-G�.�<1�-G� 34"$�)/S-K"$8

(10) The concave model in direction of code 7.

(9) The convex model in direction of code 7.

direction of code 1.(16) The concave model in(15) The convex model in

direction of code 1.(14) The concave model in direction of code 3.

(13) The convex model in direction of code 3.

(3) The convex model in direction of code 4. direction of code 0.

(2) The concave model in direction of code 0.(1) The convex model in

direction of code 4.(4) The concave model in

direction of code 6.(5) The convex model in (6) The concave model in

direction of code 6. direction of code 2.(7) The convex model in (8) The concave model in

direction of code 2.

i

i

i+

i

i+

i

i

i+i+

iiii

4 4

4

44

i+ 4

4

i+ 4

i+ 4

i+ 4

i

i+ 4

4i+

i

i

i

i

i+

i+

i+

i+

4

4

4

4

i i

i+

(12) The concave model in direction of code 5.

(11) The convex model in direction of code 5.

i+

o��)F,+��(� � ; .�: � �����l3P��-(-G����/�0&"6*��'I���"$8���3�+.���)"$+��j34",��/S-jF,��",+.3L~ -e #"&34"$�)/S-G�G�k;

�����P���)/TO\� ���)�(�'I)�1�)�a����3��������'/S-��'* �$�z��3J",�)/S-b"$8�-G���73����k5W��",+��t�����$�)/ ��/�*����'������I)�7*."$-t�������3���������/m-��'*7�$�u�[0&"6*���x��'*t�(�'��+.I�-u3J",�)/S-�;=o=�)F$�'; � ; .�: ~ . c � �A*���0&"$/��(-��G��-���-G�P��-\-����'�(�j�$����-e Y"�'"$/m5$�k] �$/�* �'"$/�����5,�K�(3�+�����",+��R34",��/S-G�:��/X-G�.�t*��)�(�'�k-G�)"$/ "$8u�'"6*�� : ���'�(34����-���5,��I�`$;[Ce/ -G��������������'��OP-e #"1�'�(��-G�����)�t*��'�(�'����Q4��*XQJ�'I�" �$�(�[+�����*T;D=� -�� 9� -���@�!� *C 8�~ ��� � : ����~ �� �� � . ����~ ��� ��� � : ����~ ������ � I ����~ ��� �=� � : �_O�-����'/

Page 37: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � �7.

~ . � � � � � �� �� � : � " � � ���� �� � " � �� $� � � � � �� �� � � � �� E�~ � � ��� � � ��� � � : � "�� � ����� � � " � ����� ��� � � ��� � � � � ���35 . �~ j � � � � � ��� � � : � " � � ����� � � " � ����� � � � � ��� � � � � ���35 . �D=� -�� 9� -���@�!� �C 8�~ ��� � : ����~ �� �� � I ����~ ��� ��� � : ����~ ������ � . ����~ ��� �=� � : �_O�-����'/~ . � ��� � � �� �� � : � "�� � ���� �� � " � �� $� ��� � � �� �� � � � �� E�~ � � � � � � ��� � � : � " � � ����� � � " � ����� � � � � ��� � � � � ��� 8 . �~ j � ��� � � ��� � � : � "�� � ����� � � " � ����� ��� � � ��� � � � � ��� 8 . ;

� �)01�)I)�$�b-�"�r#���V-G�'�(�h� � ; . �$/�* � ; � O� Y� �'�$/ �)/S-���"6*�+��'� r#���V-G�'�(�h� � ; j -G" � ; /LQ��$����* ",/o=��F,�'; � ; . : ~ j c /S�k;

o=�)F$�'; � ; .�: ~ ; c .�: �!*.�'01",/��(-��G��-�� -��P��-�-G�������L�$���|-e #" �'",/S5,�^] ��/�* ��",/�����5$����3�+.���)"$+��3J",�)/S-G�[��/ -G���K*������'�k-G��",/ "$8Y�'"6*�� I �(�'��3J�'�k-G�V5,�'IV`,;KCe/|-G�������1���$�(�'�'ON-e Y"��'�(��-��'���)�Z*��'�(�'�(�)QJ�'*QJ�'I)" �$���l+��(�'*T;D=� -�� 9� -���@�!� �C 8�~ ��� � I ����~ �� �� � : ����~ ��� ��� � I ����~ ������ � � ����~ ��� �=� � I �_O�-����'/~ . � ��� � � �� �� � I � "�� � ���� �� � " � �� $� ��� � � �� �� � � � �� E�~ � � � � � � ��� � � I � " � � ����� � � " � ����� � � � � ��� � � � � ���35 . �~ j �n����0&" 5$� 1L5 j -G� 3J",�)/S-R"$8\-G���b��01"W"$-����'*����P�$�)/|��/�* ����",��*.�'�:3J",�)/S-��_"$8\-����t��01"6"$-G����*���P�$��/T;D=� -�� 9� -���@�!� *8C 8�~ ��� � I ����~ �� �� � � ����~ ��� ��� � I ����~ ������ � : ����~ ��� �=� � I �_O�-����'/~ . � ��� � � �� �� � I O "�� � � �� �� � " � �� kO ��� � ���� ���� � ���� E�~ � � � � � � ��� � � I � " � � ����� � � " � ���E5 . � � � � � ��� � � � � ���D�~ j �A����0&" 5$�#-G��� 1-5 j -G�t3J",��/m-="$8P-G�.����01"W"�-G����*z���P�$�)/t�$/�*z����",��*.�'�D3J",�)/S-��="$8P-�������01"6"$-G����*���P�$��/T;� ��0&��Ih�$�b-�"�r#���V-G�����h� � ; ; �$/�* � ; . : O� #�����$/ ��/S-G��"6*�+���� r#�(��-G�����)� � ; .J. -�" � ; . � Q��$����* ",/o=��F,�'; � ; . : ~ .J. c . � �^;

���$�(�'*U",/ -���� 3��(",34���(-e` "$8l��01"W"�-G����* �'",/S-�",+��Z���P���)/TO�-G�.� ",/�IV` �(�'0&�$�)/.�)/�F -��$�(% ���-G"2�(�'I)����-l-G�.�Kx����(-w3J",�)/S-l��/�* -����KIh�$�y-[3J",�)/S-l"$8E-G���K���P���)/|QP�$�(�'* ",/ -����K3P��-(-G�'�(/|0&"6*��'I"$8bo=�)F.; � ; .�: ~����k; Ce/ -����)�2�'�$����O[��-2�)�!/.�'�'�������$�(` -G"�����*���-��'�(0&��/��|�(-����(-G��/�F�3��V]W��Iw"�8a-����/��k �'",/S-G"$+��7���P���)/ Q��$����* ",/ r#�(��-G������",/ � ; I ;U����� �$Q4" 5$��3��("W���'���(�)/�FL�)�KxP/��)�(���'* +�/S-G�)I

Page 38: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � �,�

-G�.�'���a�$�(�a/�"1��3.+�����",+��n34",��/S-RF$��",+�3.�RI��)%$�[-���",���w���."v j/��)/Xo=�)F�; � ; .�: �)/!-����b/��k �'"$/m-�",+���;oP",�_-����z�)0&�$F,���:"$8Yo=�)F$�'; � ; ; ~ . c j �wOT-G�.�z3���"6�'��������*L�(�'��+.I�-G�l�����z���."v j/ �)/|o��)F,��; � ; .J. ~ . c j �������3J�'�k-G��5$�'IV`,;&op"$�[�k].�$013�I)��ONo=�)F�; � ; .(. ~ j �_*.�'01",/��(-��G��-��z-G�P��-[-����K��3�+.���)"$+��l34",��/S-lF,��",+.3��~H-e Y"!3J",�)/S-G�G�R"$8Eo=��F�; � ; ; ~ j �j�P��5,�KQ4���'/ �(�'01"v5$�'* ~��(�'�t-����z+�3�3J�'��ceI)�k8 -:3P���(-["$8\-����z*���F,��-��k;<>�X�'�$/ �(�'�X-��P��-1-G����/�",���(`�3�� ]W�'I)�1"$8R-G�����'",/S-�",+��7��� 5$��QJ�'��/ ����0&" 5,��* QP�$�(�'* ",/ -����

**

***

*********

** *

** ***

* *****

* *

*** *** *

** *

****** ** *

* * *** *

* **

*** **** * *

***** * * *

** ***

*** ** * *

*** * * ** *

***************** * *

* * * *

* * * *** * *

****** **** * ******* *

** ** * *

* * * ** * *

****** ** * * * *

* *** ** * *

* *** * * * * *

**** *** * * * *

* * ** * * *

****** * * ****** * *

* *** * * *

* *** * * * * *

* * * *

* ** * * *

* * * * *** * * *

* * * *

* * * * * *

* * ** * * * *

* * ** *

* *************** * * * *

* * * * * *

* * *** *

* ***** *** * * * *

* * * * * *

* * ** *

* *** ***** * * * *

* * * * * *

* * * *

* * * * * *

* * * * * *

* * * *

* * * * * *

* * * * *** *

* * * *

* * * ** *

* * * **** *

* * * *

* * * **

* * * ** * *

* * * ******* *

* * * **

* * * * * *

* * **** * *

* * ***** * *

* * * * * *

* * * *

* * * *

* * * * * *

* * * *

* *** * *

* * * * * *

* * * *

*** * * *

* * * * * *

* * * *

** * * *

* * * * * *

** * * *

** * * *

* * * * * *

* * * *

* * * *

* * * * * *

** * * *

* * * *

* * * * * *

* * **** * *

* ** * *

* * * * * *

** * **************** ****** * *

* * * *

* * * * * *

*** ******* * * *

* * * *

* * * * * *

** ******** *

** * * *

* * * * * *

* *

* * * *

* * * * * *

* ***** ****** *

* * * *

* * * * * *

* **** ***** **** *** * *

* * * *

* * * * ******

* *** *** * *** * *

* * * *

* * * *

* *** *** * **

****** * * * *

* * * *

*** ************

* **** * * * ** *

* * * *

* *** * * * * * *

* * * *

* * * * * * * *

* * * *

* * * * * * * *

* * * **

* * * * * * * *

* ** *** *

* * ***** * * * * *

* ****** *

* ** * * * * *

* *

* * * * * *

** ***

* * * * ** *

****** ***

* ** * *** *

****

* * * * *** * * * * * * * * * * * *** ** * * ************** * ** ** * ** ** ** ** *******

(2)(1) (3)

o=��F,+���� � ; .J. � �����&�'",/S-G"$+����a"$8���01"6"$-G�|8H",I)I�" j�)/�F!"$8��P�$/�*. j�(��-(-G�'/>�'",/./��'�k-G�'* *.�)F,�V-G� :�. O� j �$/�* � /KQP�$�(�'*�",/2-G���l3P��-(-G����/20&"6*���I)��"$8���3�+.���)"$+��j34",��/S-�F,��"$+�3�~ -e #"13J",�)/S-G�G�k;

01"W*���I)�1"$8[-G�.����3.+�����",+��Z3J",�)/S-��'; � �)01�)Ih����I�`$OE-�����3���-�-��'��/ 01"6*��'I��1 j�V-G� �(3�+�����",+��Z3J",��/m-F,�(",+�3! j���)�����P�$�j01",���:-��P�$/ � 34",��/S-G�j�$/�*�01"W*��V8 `6�)/�Ft�(�'�(+�I�-��n�'�$/X�$I)�("zQ4�l�'"$/��(-���+��k-G�'*@;

� ��� ��� � ��� � � � � � �E� �� � � �

f��$/S`w01��-G�."W*��A"$8P3.��"6�'�'�(����/�F:�$/.*b�����'",F$/���-��)",/w"$8P*�"6�'+.0&��/m-=�$/�*��lC � �)0&�$F,�E�$�(�YQP�����'*b",/-G�.�w�(%$��I)��-�",/TOP j���������)�j",QW-��$��/��'*2QS`��K-����)/./��)/�F1�$I�F,",�(��-G�.0 � iMr / � � ; �l��/��'���$I)IV`,O��(%$�'I���-�",/��"$8@Q��)/P���(`K�)0&�$F,���E�$���n/�"$-#��01"W"$-��&QJ�'�'�$+��(�R-G�.�'���_�$���R��",01�n��3�+��(�)",+.�Y3J",�)/S-��'Om j���)���Z0&�$%����-1*�� �1�'+�IV-1-�"L�^]W-��G�$�k-7�(%$��I)��-�",/ 8H�'��-G+��(�'��; ���.�'���k8H",����O���-1�)�1+��(��8H+�Ij-G">���'01" 5,����3�+.���)"$+��3J",�)/S-G�RQS` ��01"6"$-G����/�F1��%$��I)�k-G",/���;a{RI)�("�O4-����t�'"$/�/��'�k-G��",/ "$8u��%��'I���-G"$/ ����",+.I)* QJ�t���k-��$��/��'*T;{_/K�^]���0&3�I����)0&�$F,��"�8T�:-G�.�)/�/���*&Q.��",%��'/1*��)F,�V-\�)�=����" j/7��/1o=�)F�; � ; .v� ;=���.�n"$���)F$�)/P�$I6�)0&�$F,��$/�*l�V-G�M��01"6"$-G����*l�'",/S-G"$+����A�$�(�\����" j/b��/lo=�)F$�'; � ; .v� ~ . c � �J������3J�'�k-G��5$�'IV`,O,��/�*[-G���u��%��'I���-G"$/a������."v j/!��/7o��)F�; � ; .v� ~ j �k;=�����_�(%$�'I���-�",/!���$/18H+��(-����'�YQ4�R��01"W"�-G����*7QP�$�(�'*Z"$/Z��",01�n3P��-�-��'�(/��

Page 39: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � � j

*******

************

****************

************

*****************

*******************

****** ******

********************

** **** *******************

*** **** *** * ** *

*********************

********* ********** ********* *** ** * * *

**********************

* * ** * ******** ***

*********** ***

** * * *

********* ***

******** *** ******* **

* *

********* ****

* *

******* ****

* * * *

******** ****

* * * *

******* *****

******* ****

* *

****** * ***

******* ******

* *

****** ****

****** ******

* * * * * *

****** ******

* *

****** *******

****** ********

* * * *

****** ********

* *

****** *********

****** ******

* **

****** ********

* **

****** *********

* ** * *

****** *********

***** ******

* ** * *

****** ********

**** *******

* **

****** ********

** ** * *

***** ******

******* ********

* *

****** ******

* *

****************

****** *******

* * * ** * *

***************

***************

* ** * ** * ***

***************

**************

*** * *

*************

**********

*

***********

j

*********

* *

*******

**********

********

* *

**********

*********

***********

j **

***********

** *

***********

** * ** *

***********

***********

e* * *

**********

*

************ *************

e

***** ***

*

***** *****

*** ***

*** ***

***

*** *****

****

e

***** *****

**** *****

*

****** ******

e *

**** ***

* * * *

******* *****

***** *****

* * * *

****** *****

* *

****** *****

* *

****** ******

* *

****** *****

* * * *

***** *****

****** *******

***** ******

****** ********

* * * *

****** *********

* *

****** *******

* *

****** *******

* * *******************

* *

* * ** *

****************

******************

**************

****************

******** ********

************

**************

************

**********

(1) The original sample

(4) The smoothed skeleton.

image.

(2) The smoothed

image.

(3) The thinned result.

o=�)F,+.��� � ; .v� � ������/�/���/�FK�$/�*���01"W"�-G����*��(%$��I)��-�",/T;

�$�z�(��" j/ ��/ o��)F�; � ; . j ~ . �kO\ j���'�(��� : |����3��������'/S-��&QP����%6F$��",+�/.* 3�� ]W�'IBO � . ���'3.���'�(�'/S-G�7���%��'I���-G"$/ 3��V]W��IR��/�* ��] L�y-��$/.*��&8H",� �(*�"$/ � -&������� >34"$�)/S-�; Ce/ -G�����1 #��`,Oj��",01���(�'",�(/��'� 3J",�)/S-G�\"�84-����j��%$��I)�k-G",/��Y�$�(�n�(�'01" 5,�'*@;DCe/&"$��*����u-�"l����-G�$�)/z-����j�'",/S-G��/m+���-e`z"�84-����j��%$��I)�k-G",/���O��8m-����u3��V]W�'I��M"$86-G���u��%��'I���-G"$/aQJ�'I�",/�F�-G"j",/��u"$86-G�.�\3P��-�-��'�(/�����/lo=�)F.; � ; . j ~ � �kO -G�.��`l�$�(�u�G��5,��*T;���$�(�'*�",/2",+��j�$I�F,",�(��-G�.0XOS-G�.�w�(%$��I)��-�",/L~ �$���(��" j/��)/2o��)F�; � ; .v� ~ j ���E������01"W"�-G����*TOP�$/�*!-����xP/P��I=��%��'I���-G"$/>���:����" j/ �)/ o��)F�; � ; .v� ~ � �k;[{_I���"�O4-G�����(��/�*� ��$/�* ���(+./���-��)",/� 734",��/S-G�:"$8u-����

(i−1,j+1)

(i−1,j−1) (i+1,j−1)

(i+1,j+1)(i,j+1)

(i,j−1)

(i+1,j)(i−1,j) (i,j)

(i−1,j+1)

(i−1,j−1) (i+1,j−1)

(i+1,j+1)(i,j+1)

(i,j−1)

(i+1,j)(i−1,j) (i,j)

(i−1,j+1)

(i−1,j−1) (i+1,j−1)

(i+1,j+1)(i,j+1)

(i,j−1)

(i+1,j)(i−1,j) (i,j)

(i−1,j+1)

(i−1,j−1) (i+1,j−1)

(i+1,j+1)(i,j+1)

(i,j−1)

(i+1,j)(i−1,j) (i,j)

x x

1

x 1

x 1 x

1

x x 1 x

1

xxx x 1

x1 x

0

1 x

0

1

x0

1x 1

x

x

0

x

(i−1,j+1)

(i−1,j−1) (i+1,j−1)

(i+1,j+1)(i,j+1)

(i,j−1)

(i+1,j)(i−1,j) (i,j)

(i−1,j+1)

(i−1,j−1) (i+1,j−1)

(i+1,j+1)(i,j+1)

(i,j−1)

(i+1,j)(i−1,j) (i,j)

(i−1,j+1)

(i−1,j−1) (i+1,j−1)

(i+1,j+1)(i,j+1)

(i,j−1)

(i+1,j)(i−1,j) (i,j)

(i−1,j+1)

(i−1,j−1) (i+1,j−1)

(i+1,j+1)(i,j+1)

(i,j−1)

(i+1,j)(i−1,j) (i,j)

0 0 0

1 0 1

0 1 0

0 1 0

1 0 1

0 1 0

1 0 0

0 1 0

10

0 1 00000 0 1

0

(i−1,j+1)

(i−1,j−1) (i+1,j−1)

(i+1,j+1)(i,j+1)

(i,j−1)

(i+1,j)(i−1,j) (i,j)

(i−1,j+1)

(i−1,j−1) (i+1,j−1)

(i+1,j+1)(i,j+1)

(i,j−1)

(i+1,j)(i−1,j) (i,j)

(i−1,j+1)

(i−1,j−1) (i+1,j−1)

(i+1,j+1)(i,j+1)

(i,j−1)

(i+1,j)(i−1,j) (i,j)

(i−1,j+1)

(i−1,j−1) (i+1,j−1)

(i+1,j+1)(i,j+1)

(i,j−1)

(i+1,j)(i−1,j) (i,j)

x x

1

x 1 x

x 1 x

1

x x 1 x

1

xxx x 1

x1 x

1

1 x

1

1

x1

1x 1

x

x

1

(1) The models for determining and deleting corner points.

(2) The models for saving corner points.

�!#"@$�&0'�(D)A+ ¡ -��oB�'�n�47H0H0'1&06�2p:<;='1k#>�Nj:@&�H�B�'Y>02p:*:@H�B�!A6�"F>0�7'1kA'3H�:@6u)

>02p:*:@H�B�'3;�>0�@'3k#'�H�:%6�>.8]476�C�'T'�s*H�&04@83H0'1;�U >0B�:lRT65!A6p �!#"�)M(*),+K(�Uj¥DW0W�{%RTB='1&0'TH�B='?8�B�4@&�4@8�H�'3&���'��

Page 40: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � � �

����3���������/m-��D-G�����(�'/.*� :3J",�)/S-�"$8�-G�.�#��%��'I���-G"$/TOS�$/�*b���P�$�G����-G��� ��� R����3��������'/S-��u-���� � �(+�/���-��)",/ 3J",�)/S-["$8E-G�.�1�(%$��I)��-�",/���;1C 8E Y�1�'�$I)��+�Ih�d-G�b-����K*����4�'�(�'/����1��"W*.�z"$8Y-e Y"�/��'��F,�mQ4",�(�)/�F!3.�V]W�'I��QJ��-e Y�'�'/|",/.� �(� Z34"$�)/S-:��/�* ��-��R/����)F,�mQJ",����/�F � � 73J",�)/S-:"�8\��01"W"�-G����* ��%��'I)�k-G",/@O@-G����/ C ��� C� m+P��I)� : "$� . ;YC 8D-����'�(�l�)�j/�" ���(+�/��k-G�)"$/� &3J",��/m-j"$/�-����a�(0&"6"$-����'*���%��'I)�k-G",/@O C ���#C6Q4�k-e #���'/-e Y" �(� !3J",�)/S-��_"$8E��%��'I���-G"$/ � m+P�$I�� : ",� . ;_�����'�(��8H",�(�$OT-G�.��` �'�$/ QJ�tI)��/����$�(�)���'*TO4�$/�* -�����(-���+��k-G+����$I#3J",��/m-��b�'�$/ Q4�&�k]6-G���$��-��'*�QP�$�(�'* ",/�-����Z��I)F,",�(��-���0 *��'�(�'�(�)QJ�'* �)/ r#�P�$3.-��'� � O�$/�*�-G�.�'/ Y���'�$/ *.��-G����-1-G����01",��3��.",I)",F$�)����IY���P��/�F,��"�8_-G�.�X�(0&"6"$-G�.�'* ��%$��I)�k-G",/T; �����F,��",0&�k-G�(�)����I�I�"W�'��-G��",/ �$/�*|*���������-G��",/ ���P�$/.F,�K"$8Y-������(��/�*� 234"$�)/S-G��ON�$/�* -G���K�y-G��+.��-G+.���K"$8-G�.�[��01"W"$-����'*!�(%$��I)��-�",/��n�$�(�:+����k8H+�IT-G"z*.��-G����01�)/��_��3�+��(�)",+.�����'F$0&��/m-��n�$/�*!Q��(",%$��/X3J",�)/S-��"$84Q���"$%$�'/7�P�$/�*. j�(��-(-G�'/1*���F,��-��'O, j�������1 j��I)I�QJ�R*.�'��������Q4��*7�)/&r#�P��3.-G����� � O I ;D{RI)��".O6�(%$��I)��-�",/�$/�*L��%$��I)�k-G",/���01"6"$-G����/�F��'�$/�QJ�Z+��(�'*��)/L-����Z3��("W���'�(���)/.F "$8j"$-G�.�'�b*."W��+�0&��/S-K�$/�* �[C ��)0&�$F,���';�oP",�j�^]���0&3�I��$OP-G�.�b",�(�)F,��/P�$ITQ���/P�$�y`!�)0&�$F,�l"$8D-e`63��."W",/X�)�n����" j/ ��/ o=��F�; � ; . � ~ . �kO * *

**** ****

*^*********

*************** *************** ***************

****

******** * **

***** ** **** **

* **** $S ** *****

* ** ***** * ** ***** *********************

**** **

********* **********

** * * *

* * * * * T

* * * * * * * * ********** ***********

* *

*** * **** **

* * * *

* * *** * * *

* *** * * * *** * * ********** **********

* *

** ** *******

***** * **** *

****** O * * t

** * * * ** * * * ********* **********

**** *

** ******

** * * *

* *$* * ] * *

* ** * * * * ** * * * ********** ***********

* *

** ******

** * * *

* *O **vo f * **

* * **** * ** * * **** * ** **** **** *************

* *

** * *** ******

* * * *

F ** **** * T

* * **** * * * **** * **** ******************

* *

*** * **************** *

** **** * j**

[ ** * j** *

* * ** * * * * * ***** ********************

* ***

*** ** ****************** **

** ***** ** * **** *

* * * * **** * *

* * * * * * * * ***** *********************

* **** *

*** *******************

* ** * * * *

** * * * * *

* * * * * * * * **** **********************

* * *

** *********************

* * * * * *

*** F * * *

* * * * * * * * *** ***********************

* * *

*** *********** **********

* * * * * *

**( [ * F^* * *

* * * *** * * * * *** * *** ************************

* * *

*** * ********* **********

* * * * * *

*** * * * T * *

* * * * * * * * * * * * *** *********** **********

* * *

** ******** ********** *

* * * * * *

** * * * [ ) * *

* * * * * * * * * * * * **** *********** **********

* * *

*** * ******* ********** *

* * * e * *

*e * * * s * * * **^

* * * * * * *** * * * * * * *** ***** *********** ********** ***

* * *

** * ****** ********** ****

* * * *

s ) * * *vo * t* * T

* * * *** ** * * * * * *** ** * * ***** ************************** *****

* *

*** ********************** *****

* * * *

v*o * * * *m *

*** * ** * *** * ** * *** **********************************

* *

********************************

* * * *

* * * *

* * * * **********************************

* *

** * *****************************

* * * *

* * * *

* * * * **********************************

* *

** **************************

*** * *** *

* *** * *

* * * * **********************************

*** *

***** **************************

**** * * **** j e

* **** j e *

* * * * **********************************

**** * *

**** ****************************

************* **** ********

* **** ******** )

* * * * **********************************

**** ********

******************************

* *

* * * * *********************************

****** * *** ************

* *

* * * * *******************************

***************************

s *

* * * * ******************************

***************** ********

** o

** * ** * ****************************

* ********** **** **

* ***

* ** *** * *** *************************

**** **

**** *************

**** **** ******* **** ************* *********************

**v*

**** **** ****

(1)

(5)

(2) (3) (4)

(6) (7) (8)

o=��F,+���� � ; . � � ���.� 3�����3���"6�'�����(�)/�F�O��(0&"6"$-����)/�F.O#��%��'I���-G"$/U�$/�* �(0&"6"$-G�.�)/�F ��%��'I)�k-G",/ "�8l�-e`63���"6",/�",Q �(�'�k-n�)0&�$F,�_8H�(",0 �[C � ��07��F,�$; j���������)�n�k]6-��G�$�k-G�'*X8H��",0 �[C � ��",I)"$�n��07��F,�1~��(�'�to��)F�;'/W; � ~ � ���^;�{R8 -��'�n��",01�w3�����3���"6�'��������/�F��+.���>���:*��)I)��-G��/�F�OP��",/S-G",+��:8H"$I)I)" j��/�F�Op�����'",/��y-G�(+���-��)/�F�O4xPI)I��)/�F&�$/�* �(0&"6"$-G��8H",I)I�" j�)/�F�OP-���������'",/.�(-G�(+���-��'*|-e`63���"6",/|�)0&�$F,�w�)�:�(��" j/ ��/|o=�)F$�'; � ; . � ~ � c j �k;[���.�txPI)I��'* ��07�$F$�b�)�R����" j/�)/2o��)F�; � ; . � ~ � �^;\C -G�j��%��'I���-G"$/X�'�$/XQJ�l",Q.-G�$�)/���*2�)/2o=��F�; � ; . � ~ � �k; �#�$����*X",/�",+��j��I)F,",�(��-���0"$8M�(0&"6"$-����)/�Fl�(%$�'I���-�",/ ~��(�'�R-����_3���-�-��'��/.�#�)/7o=�)F.; � ; . j �kOm��-��Y�(0&"6"$-����)/�Fw��%��'I���-G"$/Z�)�E����" j/�)/�o=�)F.; � ; . � ~ � �^;[oP+��(-����'�(0&",�(�$Op-G��� �(�'/�* 2�$/�* ���(+./���-��)",/� 734",��/S-G�:�����a8H"$+�/�*TO@ j�.�)���|�$�(����."v j/X�)/2o=��F,�'; � ; . � ~ I c /S�k;

Page 41: Processing and recognition of document and GIS images

������� ��� �� � �� � � � � � � � � ��� � � � � �

� ��� � �� �>�D� ������� ",01�\� �1���)�'/S-��$I�F,",���V-G��01�J"$8.�(0&"6"$-��l8H"$I)I)" j��/�F��$�(�u*���5$�'I)"$34��*aQP�����'*w",/w��01"W"�-G����/�F��(-���+��^c-G+.���w3P��-�-��'�(/��';j�� Y"7-e`634���_"$8\3���-�-��'��/.�:�$�(�a��",/��(-���+��k-G��* QP�$�(�'* ",/�-G���a�(-���+��k-G+��(�'�:"$8=*���8hc8H�'�(�'/����t���P�$��/���"W*����'; �R����/�F&-����'�(�z�$I�F,",���V-G��01�'OP�(",01�b��3.+�����",+��_3J",��/m-��R"$�R�(3�+�����",+��:3J",��/m-F,�(",+�32~ -e #"[3J",�)/S-����A"�8p�'",/S-G"$+����u�$�(�#�(�'01"v5$�'*t8H�(",0 -������y-��$�y-G�)/.F_3J",�)/S-=-�"_-G�.��Ih�$�y-D3J",�)/S-�"$8�'"$/m-�",+��(�';�oP",��-G�.�a�(%$�'I���-�",/��_"�8D�)0&�$F,���'O.-����w�'",�(���'�(34"$/�*��)/.F7��01"6"$-G���(-���+��k-G+����$IN3P��-�-��'�(/���$�(�a*����������)QJ�'*@; ���$����* ",/�-G�������b�(0&"6"$-��X3P�d-�-G����/���OJ-����b�(3�+��(�)",+��n3J",�)/S-G�j"$8D���$��� �(%$��I)��-�",/����F,01�'/S-z�$�(�&�(�'01" 5,�'*@;X{n8 -G�'�a��01"W"�-G�>8H"$I)I)" j��/�F!"$8���",/S-G",+��(�'OD-����&*.���4�'����/��'�7�'"6*��'�aQ4�^c-e Y�'�'/Z-����n/��'��F,�mQ4",�(�)/�Fw3J",�)/S-G�E"$8M��",/S-G",+.���������nI)�'�(�Y-��P�$/ � ;\oP",�E-����n��%$��I)�k-G",/��#"$8M�)0&�$F,���'O-G�.�R*��V�@������/��'�R�'"6*��'�EQ4�k-e #���'/Z-����R/.�'�)F$�6QJ",�(�)/�Fw34"$�)/S-G�u"$8M�'�$���7�(%$��I)��-�",/Z�(�'F,01�'/S-������R�$I)�("I)�����[-G���$/ � ;7oP",�[�'�$���L�(%$�'I���-�",/L�(�'F,01�'/S-�ON-G�.�'���1�$�(�z-G���(�'�1���$�(�'� � ~ �S�R-����1��%$��I)�k-G",/>���'Fdc01�'/S-:���RQJ��-e Y�'��/ /.�'�)F$�6QJ",�(�)/�F �(�'/.*� !�$/�* ���(+�/��k-G�)"$/� 73J",�)/S-���\~HQp�j-����b�(%$��I)��-�",/ ����F,01�'/S-�)�\QJ��-e Y�'��/Z-e #"a/��'��F,�mQ4"$���)/.F ���(+�/��k-G�)"$/� a3J",��/m-��\"$8T�(%$��I)��-�",/����M~����\-����j��%��'I)�k-G",/&����F,0&��/S-#���QJ��-e Y�'�'/�-e #" �(��/�*� K3J",�)/S-G��O���8M-����'�(�w�$���:"$/�I�`&-e #" �(��/�*� K34"$�)/S-G����/Z-G���[�(%$�'I���-�",/T;uCe/!-G����� #� `$O=-G�.�&�(�'��+.I�-G�a"$8��(0&"6"$-��>8H",I�I)" j�)/�F!"�8��'",/S-�",+����a07��%$�K-G���1I)��/����$�(�)�'��-G��",/ "$8���",/S-G",+��(�3J",���(�)Q�I��$;7{RI)�("�OA-����7�(0&"6"$-����)/�F2"$8#��%��'I)�k-G",/L"$8���07�$F$�10&�$%��'�l-G���1I)/��'�$��������-��)",/|"$8#��%��'I)�^c-G"$/X3J",���(�)Q�I��$;u����������8H"$���$Op�(0&"6"$-G�!8H",I�I)" j�)/.Fz"$8=��",/S-G",+.���R�$/�*2-G���w��01"W"�-G����/�Fz"$8D�(%$��I)��-�",/" 5,�����'"$0&�t-���� m+��'�y-G�)"$/ j���)���|0&�$%$�KoP�����'0&�$/ ��"W*����[-G"!*������'�(�)QJ�z�'",/S-�",+��[�$/.* �(%$��I)��-�",/*�� �&��+�I�-�Q4�����$+��(�a"�8=�(3�+�����",+��j3J",�)/S-G��"�8D�'"$/m-�",+��(�R��/�*X�(%$��I)��-�",/T;

Page 42: Processing and recognition of document and GIS images

� � ��� ����

� � ��������������� � ��������� � ��� � ��������� �

�!������� "

#%$'& (*),+.-�/%021234+.56/7)8:9<;>=@?BADCFEHGJILK6CNMJMJ;O9HAP?B9HQ<K6IB=@EHRTSUC6GVABGU?BEHWX;>K6MNYZ;OSV;OM[IB\]SJC69<GJCN^LRX;>GJCNQ2SUI,_a`>`�GJCNAD;>ID9XM[IB\b?B9;>=@?BADCbIDcLdeC6KfSVgihj?lkTmonqprYsgutwvyx ;Dz p{?B9XQ�gi|}v ;Dz pr~��TCfkDCNGU?B`{=@CfSUWHILQHM�Wa?lkBC�c{C6C69@QHCNkBC6`OIDEsCNQ@;O9SUWXCwEa?�MeSbSJI�MeID`OkBCwSUWXC�EHGeIDcH`>CN=�guh�?lkXmDnqp�Y�git�vyx ;Dz prYsgu|bv ;Bz p�Ysgu�TWa?Dm : p�Y�gihs�5@�� ; ?qp�Ysgux�C6GU� z prYgi�.�V�.� ;D� p[?�9HQg���Ram ; p�~����LEH;OKl?B`�_H`>`>;O9HA ?�`>ADIDGe;OSJWH=@M@?BGeC�SUWHC���MJC6CNQH��?B9HQ��eCfkDC69L�:ILQHQH�?B`OADIDGJ;�SUWH=7Mbguh�?'kTmon�p�Y{gi|}v ;Dz prY�gu�TWa?Dm : p�?B9HQ�g���Ram ; p�~���WHCwGeC6AD;OID9HM.CN9HK6`OIDMJCNQ@co��MeRHK W@Me;>=7EH`>CK6IB9¡SJIDRHGeMP¢£CB~uAH~<GJCNKNSU?B9HAD`OC¤?B9HQ¥E{ID`O�LADIB9�¦y?�GJC¤GeC6`§?qSU;OkBC6`���C6?BMe��SUI2c{C¨_a`O`>C6Q�~2��WHC,GJCNAD;>ID9XMC69XK6`>IBMJC6Q�co�©=7IDGeCbK6IB=@EH`OCfª�K6ID9oSJIDRHGJM«?�GJC}QH;�¬7K6RH`�SjSUIVc{Cb_a`O`>CNQ­~��wM®gu�j�V�.� ;o� pX?�9HQ�g���Ram ; pE{ID;>9oSUCNQ�IBRXSlYH_a`O`>;O9HA¯GJCNMJRH`�Sw;OM®?B=©cH;OADRHIDRHM}\°IBG®MeID=7CyKNID=7EH`>;OKl?�SJC6Q%K6ID9oSJIDRHG4GJCNAD;>ID9XM6~±�²WXC69³ C�QH;OQ¨MJIB=@C®GJCNMJCl?�GJK W%ID9¨EXGJILK6C6MeMJ;O9HA¯?B9HQ@GJCNK6IDAD9X;OSU;OID97IB\ZQHILK6RH=7C69oS}?B9HQ,´V8��@;O=¨?BABC6M6Y ³ C\°IDRH9XQPSJWa?�S®MJID=7C�K6ID9oSJIDRHG4GJCNAD;>ID9XM®K6?B9H9HI�Swc{C�_a`>`OC6Q%K6IDGeGJCNKNSU`��,co�,SUWHCNMJCF=@CfSUWHILQHM6Y���MJC6CNQH�?B9HQµ�eCfkDC69L�:ILQHQH��?B`>ADIBGJ;OSJWH=7M6~���WX;>M�Kl?B9¶c{C7MeC6CN9·;>9<SUWXC�\°IB`>`>I ³ ;O9HA¤CfªX?B=7EH`OC6M6~¯�²WHCN9 ³ CRHMeC�SUWHIBMJCwSJGU?BQX;OSU;OID9a?B`H_H`>`>;O9HAy?B`>ABIDGJ;�SUWH=7M�MJRHK WP?BM�SUWHC¤�eMJCNC6QH��?�9HQ¥�eCfkDC69L�:ILQHQH�¯?B`OADIDGe;OSUWX=@MSUIV_a`O`aGJCNAD;>ID9XM�;>97�j;>ABM6~ z ~�¸¡¢¹¸�¦�?B9HQ z ~ºnH¢�¸'¦fYDSUWXC6GJC®?BGeC4MJID=7C4EHGJIDcX`>C6=7M6~�8»\�SJWHCw`O;>9H¼FcsCfS ³ CNC69S ³ I7IBRXSUCNG�K6ID9oSUIBRHGJM4IB\�?B9,;O=¨?BABC�;>M4?©`O;>9HC�YTSJWHCVEa?BG�S�IB\½SUWHCVIDRTSUC6G�KNID9oSUIDRXG�Kl?B9%c{CV=@;OMJMJCNQIDRXSwIB\�_a`>`O;>9HA�co�%SUWHC��eMJCNC6QH�¤?B`>ADIBGJ;OSJWH=P~b�aIDG4;>9XMeS ?�9HK6C�Ys;�\jSUWXC��eMeC6CNQH�¤;>M®ID9%SUWHCF`>Cf\]SwMe;>QHCNM¢£IBG±SUWXC[GJ;OADWoS}MJ;OQHC'¦¾YH;OS±Kl?�9,9HIBS�Ea?�MJM}\°GJIB=¿E{ID;O9¡Sb�µSUI©|!¢£IDGb\°GeID=�EsIB;>9oS�|ÀSJI©�V¦�SJI¯C69oSUCNG

nBÁ

Page 43: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, nD�

SUWXC�?B9HIBSJWHC6G�Ea?�GeS�IB\*SJWHC�IDRXSUCNG}K6IB9¡SJIDRHGF¢£MeC6C��j;OADM6~ z ~�¸¡¢�¸�¦±?B9HQ z ~ nH¢¹¸�¦f~��TRHEHE{IDMJCVSJWa?�S}SJWHC�eMeC6C6QX�¶;OM©K WHIDMeC69 ?BM©SUWXC¤SUIDET�»`>Cf\]S©E{ID;>9oS©I�\wKNID9oSUIDRXGJM6~���WHC%;>9HKNIDGJGeC6KfS©_a`>`O;>9HA�GJCNMJRH`�SUM�?BGeCMJWXI ³ 9�;>9¥��;>ADMN~ z ~�¸¡¢rnD¦�?B9HQ z ~ºnH¢�nD¦�co��RHMJ;O9HA�SUWXC��eMJCNC6QH��?B`>ABIDGJ;�SUWH=P~���WHC �eCfkDC69L�:ILQHQH�_a`O`>;>9XA�?B`OADIDGJ;�SUWH= K6?B9H9HIBS�EXGJILK6C6MeM ³ CN`>`b\°IDG�CfªTEsCNKNSJC6Q _H`>`>CNQ�GJCNAD;>ID9XM©;>9¥�j;OADM6~ z ~�¸¡¢�¸�¦©?�9HQz ~ºnH¢�¸'¦FQHRHC,SUI<MeID=@C,MeEsCNK6;>?B`�`>;O9HC6M©MeRHK W�?�M7`O;>9HCNM%¢/.�¸0.�nD¦�;O9 ��;>ADMN~ z ~�¸¡¢�¸'¦©?B9HQ z ~ nH¢¹¸�¦f~��WHCNGJCN\°IBGJCBYa9XI¯K6IDGeGJC6KfS�_a`>`O;>9HAFGJCNMJRH`�SUM�Kl?�9Pc{CVIDcXSU?B;>9XC6Q,;>9@SUWHCNMJC�K6ID9oSJIDRHGJMN~«��WHC�;>=7EHGJI'kDCNQC6QXADC¤_a`>`O;>9HA�=@CfSUWHILQ gutwvyx ;Dz p�K6?B9¥ID9H`���_a`O`±SJWHC%K6ID9oSUIBRHGJM¯IB\wMeSU?B9HQa?�GJQ�?B`>EXWa?�9¡RH=@CNGJ;OKK Wa?BGJ?BKNSJC6G4;>=@?BADCNM4?B9HQP;OS�;OM49HIBS4CN¬7KN;>C69oS®\°IDG}SUWXCyKNID=7EH`>;OKl?�SJC6Q,K6IB9¡SJIDRHG®GJCNAD;>ID9XM6~���9XIBSUWHCNG_a`O`>;>9XA�=7CNSUWXITQ%RHMeC6M4EsIB`O�LADID9HM4?�M�K6ID9oSUIBRHG4`>;>9XC[;>9X\°IBGJ=@?�SU;OID92gux�C6GU� z p*?�9HQ�gu�.�V�j� ;o� prYXcXRXS\£?BRH`�SUM�?BEHE{Cl?BG�?�S[`O;>9HCFK6ID9qdeRX9HKNSJ;>ID9�E{ID;O9¡SJM�;O9�SUWHC�IDcLdeC6KfS7git�vyx ;Dz pr~V8:9�SUWX;>M�K WH?BEXSUCNG6Y ³ CQHCfkDC6`OIDE�?�9HC ³ _a`O`>;>9XA�=7CNSJWHITQ�Y�EHGJIqdeCNKNS¯_a`O`>;O9HAHY�SJI�_a`O`}?B9o� GeC6AD;OID9HMN~¶�w`>`±?Bc{I�kBC,GJCNAD;>ID9XMKl?�9 csC�_H`>`>CNQ�co��RHMe;>9HA·IDRHG,?B`OADIDGe;OSUWX=�Y ³ WH;>K W K6?B9H9HIBS%c{C�_a`O`>CNQÀco��IBSJWHC6G¤?B`>ADIBGJ;OSJWH=7M6~�j;OGJMeSJ`O�BYbWHI ³ SUI�QHCNSJC6KNS¤MeSUGeRHKNSJRHGU?�`�E{ID;>9oSUM7;>M7QHCNMJK6Ge;>c{C6Q­~ �TC6KNID9HQH`��DY�WHI ³ SUI�QHCNSJC6GJ=7;>9XC

****** *** ****** *** * * * ********** ************ *********** ******* * ****************** ************ *********** ******* * * *** ** ********** *** ******************************* ******* * * *** ** * ****** *********** ****** ** ***** ***************************** ****** *********** ****** ** * * * * ********************* ** * * * * * * ******************** * * * ** * * ******************** * ** * * ** ****** * *********************** * * * ** * ** * * ********* ******** * ** * **** * * * * ******* ******** * **** * ******** * * ** * ****** ******* * ******** * *** * * * * ****** ****** * *** * * * * * * ***** ***** * * * * * * * * ***** ****** * * * * * * *** * ***** ********* * * * ** * * * * ****** *********** * ** * *** * ******** * ************************* * *** * ** * * ************************ * ** * ** * * *********************** * ** ** * * * ********************** ** * ** ** ** *** * ********************* ** ** ***** * *** **** * * ********** ****** ***** * *** * *** * * *** ****** *** * *** * * * ****** *** * * * * * ****** * * ** * * * ****** ** * * * * * ****** * * * * * * ****** * * * * * * ****** * * ** * * * * ****** ** * * * ** ** * * * ****** * ** ** * * ** *** * * * ******* * ** *** * * * **** * * * ******* * * **** * * *** * * * ****** * *** * * * * * ****** * * * * * * ****** * * * * * * ****** * * * * * * ******* * * ** ** * * ****** ** ** **** **** * * ****** **** **** ******** * * ****** ******** * * ***** * * **** *** ***

(2)

C1 C2

(1)

ABAB

�j;OADRHGeC z ~�¸21�3jªH?�=@EH`OC¯¸FI�\j;O9HK6IDGeGJCNKNS�_a`O`>;>9XAH~_a`O`>;>9XA,MJC6KfSU;OID9HM�cH?BMJCNQ�ID9�SJWHC¨M�SUGJRXKNSURXGU?B`�EsIB;>9oSUMy;>My;>9oSUGeITQXRHK6CNQ­Y.?B9XQ·SUWHC�_a`O`>;>9XAPGeRH`>CNMF;O9Cl?�K WP_a`O`>;O9HA©GJCNAD;>IB9�?�GJCVMeSJRHQH;OC6Q­~��j;O9a?B`>`��DYT?¯K6ID9HKN`>RHMe;>ID9P;>M�AB;OkDCN9­~

#%$54 6¤+�-«1234+.12-87$9;:µ/75l)¤+8<>=@?w+�?V3�+�56/7)�TRHEXEsIDMeCBA�;>M®?7cX;>9a?BG��,;>=@?BADC�YDC ;OM4?B9�IBcLdeC6KfS ³ ;�SUWPEH;�ªTC6`Zk�?B`ORHC¯¸DYFEC ;OM4SJWHCyca?BK ¼¡ADGJIBRH9HQ³ ;OSJW¤EH; ªXCN`{k�?B`ORHC : ?B9HQGCIHw;>M±SJWHC[MeCNS�IB\*EX;�ªTC6`OMbIB\*KNID9oSUIDRHGKJ¨;>97SUWHC[;O=¨?�ADCB~���WHCV�aGJCNC6=@?B9K6ILQHC@¢/.bILQHC : �K.bILQHC��D¦};>M4MJWHI ³ 9�;O9���;>AH~�nL~O¸¡¢¹¸�¦f~�8»\8LNM�O :QP LNM P ��R©;OM4SJWHCy9HCfªLSwK6ID9oSUIBRHG

Page 44: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, nBm

*** ***

** ** *******

* ** *********

********* ** * ** ********* *********** **

** ** * * ** *** ** ** ************ *******

*** ** * *** *** * *** ** ************** *** *

** ** * * * ** ** ** ************** * **

** ***** * ** * ** ******************* ** *

** * * * * ** ******************* * *

*** ** * * ** *** ******************* * **

*** * * * * *** ***************** * *

** * * * * ** ***************** * *

* *********** * **************************** *

* * * * ***************** * *

* * * * ***************** * *

*** * * ** ***************** * **

* *** * * *************** * *

* * ** * ************ ** *

** * * ** *********** * **

* ** *** * ********* *** *

** ** ** *** ******* *******

*** ** *** **

C1

C2

A B A B

(1) (2)

�j;OADRHGeC z ~ºn 1�3jªH?�=@EH`OCyn�I�\j;O9HK6IDGeGJCNKNS�_a`O`>;>9XAH~EH; ªXCN`�Y­SJWHC69¶SUWHC�;>9XQHCfª<9¡RH=�csCNG � ;OM�SJWHC�QH;>GeC6KfSU;>IB9¶K WH?B;>9<K6ILQHC7IB\�SUWHC�EH; ªXCN`��Z~7�aIDGVEH;�ªTCN`����A�Y ³ C�Kl?B`O`���� � ¢ L�� L��5L�� L���L��5L��5L�� L��f¦©SUWHC�mq�:9XC6;>ABWLc{IDGeWHITILQ¥co�LSJC�IB\�� ?BM7MJWHI ³ 9�;O9�j;OAH~snT~O¸o¢�nD¦yg�������� ;J: pr~���IBG�EH; ªXCN` ����A¯Y�;�\��2;>M�?¨K6IB9¡SJIDRHG[EX;�ªTC6`rY{SJWHC692ID9XC©9HC6;OADW¡csIBGJ;>9XAEH; ªXCN`±;O9·tw|bE =©RXMeS©c{C@SJWHC¨9XCfªLS©KNID9oSUIDRHGFEH;�ªTCN`±;O9�SUWXC¨MJCN^¡RHC69HKNCB~28»\ ECµ;OM©mq�»K6ID9X9HC6KfSUC6Q�YSUWXC69 c{IBSUW C ?B9HQ CIH¨?BGeC"!��»K6ID9X9HC6KfSUC6Q�~�8»\ ECµ;OM#!q�:K6IB9H9HC6KfSUCNQ­YjSUWXC69 c{IBSUW C ?B9HQ CIH@?BGeCmq�»K6ID9H9XC6KNSJC6Q­~.�wC6GeCBY ³ C®?BMeMJRH=7C�SUWa?qS CIH�;>M«mq�»K6ID9H9XC6KNSJC6Q­YL?B9XQ7SJWHC�ca?BMe;>K4K6ID9oSJIDRHG.\°ID`O`>I ³ ;>9HAGJRX`>C�;OM¤SUWa?�S C�;>M,¼�C6EXSPID9²SUWHC2`OCN\]S%IB\�SJWHC<K6ID9oSUIBRHGJMN~���IBG,K6ID9okDCN9H;>CN9HK6C¶IB\FQHC6MeK6Ge;>cH;O9HASUWXC¯GJC6^¡RH;OGJCNQ¶M�SUGeRHKNSJRHGU?B`jEsID;O9oSUM6YsSUWHC¯QH;OGJCNKNSU;OID9�IB\«SJWHC¯K Wa?B;O92K6ILQHC¯IB\�;>9oSUCNGJ9a?�`jK6IB9¡SJIDRHGV;OMSUGJ?B9HM�\°IDGJ=7C6Q¨SJI©¼BCNC6E C ID9¤SUWXC[GJ;OADWoSbIB\ZSJWHC[;O9¡SJC6Ge9a?B`{K6ID9oSUIBRHG}IB\½?B9,IBcLdeC6KfSl~���WHCVM�S ?BG�SU;>9XAE{ID;>9oS�IB\.?¯K6ID9oSUIBRHG4;>M}SUWXCyRXEHEsCNG��»`>CN\]S4KNIDGJ9XC6G4IB\½SUWHC�K6IB9¡SJIDRHGN~$&%(')%+* ,�-/.�02143�576 � -98 � 1:0;.�<=1>.�0>?A@B57-/C+D�1 � -/DE-�.�1:6F0G<�-�D�1:-�.�0 �|}?BMeC6Q ID9�SJWHC�?BcsI'kBC�ca?BMe;>K%K6IB9¡SJIDRHG�\°ID`>`OI ³ ;>9HA�GeRH`>CNM6Y ³ CPKl?B9 QHCNSJC6GJ=7;>9XC%\°IBRHG¯S:�TE{C6M@IB\MeSJGJRHKfSURHGJ?B`.E{ID;>9oSJM[ID92IDRXSJC6GVKNID9oSUIDRHGeMVca?BMeC6Q¶ID9�SUWHC¯EH?�SJSJC6GJ9<=7ITQXC6`>MwMJWHI ³ 9¶;>9<�j;OADM6~ z ~ z?B9HQ z ~H!X~IKJ:LNMPORQTSVUWOXSFQXY>Z�[]\ ^`_PObadc]eVfgU4\P_ hPikj2[]\ ^l_POB^`_nm#\�oFiqpFr��WHCNMJC©M�SUGJRXKNSURXGU?B`½EsIB;>9oSUM®ID9�SJWHCyIDRXSUCNG�KNID9oSUIDRHGw?BGeCFSUWXCFKNID9okDCfª�EsIB;>9oSUM®;>9PK6ILQHC7!XY ³ WX;>K W?BGeCyQXCNSUCNGJ=7;>9HCNQ�ca?�MJC6Q�ID9�?�`>`­E{IDMJMe;>cH`OC�Ea?�SJSJC6Ge9�=7ITQHCN`>M4;>9P�j;OADM6~ z ~ z ¢¹¸N�¹ÁD¦f~���WHCF_aGeMeSwKl?BMeCIB\*E{ID;>9oSJM¯� c �¯;>M±ca?BMeC6Q,ID9¤SJWHC[Ea?�SeSUCNGJ9,=7ITQHCN`>M�IB\��j;>ABM6~ z ~ z ¢�¸DYs!¡¦¾~.8:9¤SUWH;OMbK6?BMJC�YXSUWHCVE{ID;O9¡S� c ��Kl?B9Pc{CyQXC6MJKNGJ;OcsCNQ�?BM�\°ID`O`>I ³ M 1IKJ>r`J:L ��WHC}M�S ?BG�SU;O9HA�E{ID;>9oSj;>M*SUWHC};�SUWFEsID;O9oS.?B9XQ¯;OSUM½K Wa?B;O9©K6ILQHC};OM�KNITQXC[¸DYD?�9HQ�SUWXC}QH;>GeC6KfSU;>IB9K Wa?B;O9%K6ILQHC�IB\�SJWHC@¢ � t ¸'¦¹SUW%E{ID;>9oS4K6?B9%ID9H`O�¨csC�KNITQHC : Y>!XYHIDG � ~

Page 45: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, n ;

IKJ>r��PL ��GeID=�SJWHCF¢ �Xt ¸�¦:SUW7EsID;O9oSlYDSUWXC6GJC4=@?l�©c{C��PE{ID;O9¡SJM ³ WHIDMeC®K WH?B;>9�K6ILQHCNM±?�GJC4QH;>GeC6KfSU;>IB9K Wa?B;O92K6ILQHC : ~y��WHC¯QH;OGJCNKNSU;OID9�K Wa?�;>92K6ILQHC©I�\�SJWHCP¢ ��t � t ¸�¦:SUW2E{ID;>9oS[;OM[QH;OGJC6KfSU;OID9�K Wa?B;O9K6ILQHC !�¢£9;� : Y�¸D~�~O~º¦f~IKJ>r��PL ��WHC}SUCNGJ=7;>9a?B`LE{ID;>9oS�;OMjSUWHC��DSJW7E{ID;O9¡S6YD;OSJM.K6ILQHC�IB\�SJWHCy¢����P¸�¦¹SJW�EsID;O9oS�;>M.QXCNSUCNGJ=7;>9HCNQco��SJWHC©9¡RH=©c{C6G�IB\«EsIB;>9oSUM�¢ JH¦ ³ WXIDMJC¯KNITQHCNMV?BGeC©K6ILQHC !¤cH?BMJCNQ¶IB9�SUWHC�K6ID9oSUIBRHG�\°ID`O`>I ³ ;>9HAGJRX`>C6MN~¤8»\y¢ J � : ¦fY*SUWHC7K6ILQHC7IB\}SJWHC7SJC6Ge=@;O9a?B`�E{ID;>9oSy;>M�K6ILQHC � ~¤8»\y¢ J �©¸�¦�SUWHC@K6ILQHC7IB\bSJWHCSUCNGJ=7;>9a?�`aEsID;O9oS};>M�K6ILQHC � IDG}ÁX~j8»\±¢/Jµ¸�¦�SUWHC[KNITQXC�IB\ZSJWHCwSJC6GJ=7;>9H?B`�EsID;O9oS};>M�K6ILQHC � YXÁ�IBG�T~� SUWHCNGwS ³ I¤Kl?�MJC6M�Kl?B9�Me;>=7;>`>?BGJ`��¨c{CFQXC6MJKNGJ;OcsCNQ2ca?BMJCNQ�ID92��;>ADMN~ z ~ z ¢�nTY � ¦4?B9HQ¥¢ z YºÁD¦4GeC6MJE{C6K¾�SU;�kDCN`O�D~���WHC�KNID9okDC¾ª¤E{ID;>9oS«;O9@QH;OGJCNKNSU;OID97K Wa?B;>97K6ILQHC !FIB97SJWHCwIBRXSUCNG±KNID9oSUIDRHG�;>M«GeC6EHGeC6MJCN9oSUC6Qco�,K Wa?BGJ?BKNSJC6G¨� c �H~I��PLNMPORQTSVUWOXSFQXY>Z�[]\ ^`_POba� e fVO��FiqU4\ _ U4YkhPi[]\P^`_PO ^`_2O��Fi m#\�oFiqpFr��WH;>M}M�SUGeRHKNSJRHGU?B`�EsID;O9oS};>M�SUWHC�K6ID9HK6?lkDC�EsIB;>9oS}IB\ZSJWHCVQH;OGJC6KfSU;OID9¨K Wa?�;>9,K6ILQHC�!¯IB9¨SUWHCVIBRXSUCNG

Code 4

i+1

i

0

4

5 6 72

5 6 7

17

27

3

7i+k+1

i+k

i+n+1

i+n1

0

4

0

4

i

iiij j j

jj

(2)

35 6 7

ij

(3)(1)

The model of point "m"

ij

7

0

5

3

4

The models of point "^"

(5)(4) (6) (7)

��;>ADRHGeC z ~ z 1«hj?�SeSUCNGJ9P=@ILQHC6`OM�IB\�MeSUGeRHKNSJRHGU?�`ZEsID;O9oSUM�IB\�SUWHC�IDRXSJC6G�KNID9oSUIDRHG4;O90.bILQHC !H~K6IB9¡SJIDRHGN~¨8»Sy;>M�GJCNEHGJCNMJCN9¡SJC6Q co�<K Wa?�GU?BKfSUC6G��e=7�H~@|}?BMJCNQ·ID9<SUWXC7KNID9oSUIDRXGy\°ID`O`>I ³ ;>9XA,GJRH`OC6M6YSUWXC6GJC�;OM�ID9H`O�¨ID9HC�Ea?�SeSUCNGJ9P=@ILQHC6`s\°IDG�MeSJGJRHKfSURHGJ?B`ZEsIB;>9oS@�e=7�¯MJWHI ³ 9�;O9P�j;>AH~ z ~ z ¢��D¦¾~I��PLNMPORQTSVUWOXSFQXY>Z�[]\ ^`_PObaWhFe f]U4\ _Ph ikj2[]\ ^`_PO ^l_ O�� i m#\�o i��Fr��WHCNMJC%MeSJGJRHKfSURHGJ?B`�EsIB;>9oSUM¯ID9 SJWHC%IDRXSJC6G¯K6IB9¡SJIDRHG�?BGeC,QHCNSJC6Ge=@;O9HC6Q¥ca?BMeC6Q�ID9�?B`>`�E{IDMJMe;>cH`OCEa?�SeSUCNGJ9P=@ILQHC6`OM}MJWXI ³ 9�;>9P�j;OADM6~ z ~H!a¢�¸N�:Áo¦f~.8»S®;OM�GJC6EXGJC6MeC69oSUCNQ�co�%K Wa?BGJ?BKNSJC6G@��kL�H~I p�L MPORQTSVUWORS QXY>Z9[]\P^`_PO a��:e fVO��FiqU4\ _ U4Ydh iq[]\ ^`_PO ^l_ m7\�o i��Fr��WHCV\°IDRHG�SUW%S:�LEsCyIB\�MeSUGeRHKNSJRHGU?�`½E{ID;O9¡S};>M�SUWHC�KNID9HKl?lkBC�E{ID;>9oS4IB\�QH;>GeC6KfSU;>IB9,K Wa?B;>9PK6ILQHC : ID9SUWXCwIDRTSUC6G±K6ID9oSJIDRHG6~j8»S};>M«GeC6EHGeC6MJCN9oSUC6Q%co�7K Wa?BGJ?BKNSJC6G¯�����H~�|}?�MJC6Q¨ID9@SJWHC�KNID9oSUIDRHG«\°ID`O`>I ³ ;>9HAGJRX`>C6MNYXSUWXC6GJCy;>M�IB9H`O�¨ID9HC�Ea?�SeSUC6Ge9�=7ILQHC6`{\°IDG�MeSJGJRHKfSURHGeCFE{ID;>9oS@���q�7MeWHI ³ 9�;O9���;>AH~ z ~H!a¢��D¦¾~

Page 46: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, zJ:

Code 0

(2)

5 1236 123

7123

i ii i

iii

5 67

333

j j j

jjj

(3)

(7)

The model of point "$"

i j

1 75

0

(1)

(4) (5) (6)

The models of point "v"

��;>ADRHGeC z ~s! 1«hj?�SeSUCNGJ9P=@ILQHC6`OM�IB\�MeSUGeRHKNSJRHGU?�`ZEsID;O9oSUM�IB\�SUWHC�IDRXSJC6G�KNID9oSUIDRHG4;O90.bILQHC : ~$&%(')%(' ,�-/.�02143�576 � -98 � 1:0;.�<=1>.�0>?A@B57-/C+D�1 � -/D C+D�1:6 0;D�?A@B<�-�D�1:-�.�0 ��aIDRHG[S:�LE{C6MyIB\bM�SUGeRHKNSJRHGU?B`�E{ID;O9¡SJMVID9¶;>9oSUCNGJ9a?B`jK6ID9oSUIBRHGJMy?BGeC7cH?BMJCNQ�ID9<SUWXC7cH?BMJ;OK¯K6ID9oSUIBRHG\°ID`O`>I ³ ;>9HA7GJRX`>C6M[?B9HQ�SUWXC¯Ea?�SJSJC6Ge92=@ILQHC6`OM�MeWHI ³ 9¶;O92�j;OADM6~ z ~ � ?B9HQ z ~ ÁX~V��WHC¯KNID9okDCfª�?�9HQ

Code 0

(2) (3)

(4) (5)

ji

0

6

1 6

ji

0

0

i j2 2 7

1 7

0

ji

The model of point "$"

(1)

0

1

i j

7

5

The models of point "v"

��;>ADRHGeC z ~ � 1«hj?�SeSUCNGJ9P=@ILQHC6`OM�IB\�MeSUGeRHKNSJRHGU?�`ZEsID;O9oSUM�IB\�;>9oSUCNGJ9a?�`ZK6ID9oSUIBRHG4;>9,K6ILQHC : ~K6IB9HKl?lkDC�EsIB;>9oSUMP;>9�QH;>GeC6KfSU;>IB9 K Wa?�;>9�K6ILQHC : ID9 SJWHC¶;>9oSUCNGJ9a?B`�KNID9oSUIDRHG�?BGeC�GeC6EHGeC6MJCN9oSUC6Qco�¥K Wa?BGJ?BKNSJC6GJM·��kL� ?�9HQ �����HY ³ WH;>K WÀ?BGJC%QHCfSUC6Ge=@;O9HC6Q�ca?BMeC6Q ID9�SJWHCPEa?�SJSJC6Ge9 =7ITQXC6`>M¯;O9�j;OADM6~ z ~ � ¢�n�� � ?B9HQ¥¸�¦wGeC6MeEsCNKNSU;�kDCN`O�D~���WHC�K6ID9okDC¾ª�?B9HQ2KNID9HKl?lkBC@E{ID;>9oSJM[;>92QH;OGJCNKNSU;OID92K Wa?B;O9K6ILQHC�!�ID9¨SJWHC�;O9oSUC6Ge9a?B`{K6ID9oSJIDRHG}?�GJC�GeC6EHGeC6MeC69oSUCNQPco�@K Wa?BGJ?BKNSJC6GJM¯� c �©?B9HQ��e=@�XY ³ WX;>K W%?BGeCQHCfSUC6Ge=@;O9HC6Q%ca?�MJC6Q�ID9,SUWHC�Ea?qSJSUCNGJ9P=@ILQHCN`>M};O9���;>ADMN~ z ~ Áa¢�n�� � ?B9HQ¶¸�¦f~8:9¨;O=¨?�ADC4?B9a?B`��LMJ;>M�IB\�cH;>9a?�Ge��;>=@?BADCNM«?B9HQ@K6ID=7EHRXSJC6G�ADGU?BEXWH;>KNM6Y¡SUWHC®EHGJIBEsCNGeSU;OC6M�IB\ZKNID9oSUIDRHGeM¢£c{C6;O9HA�IDRXSJC6G*K6IB9¡SJIDRHG*IDGZ;O9¡SJC6Ge9a?B`DKNID9oSUIDRHGU¦fY�?B9HQ�SUWHC�QX;>GJCNKNSJ;>ID9�K Wa?B;O9�K6ILQHC6M*IB\TK6ID9oSJIDRHGJM�?BGeCAD;�kDC69�~���WHC6GeCN\°IDGeCBYXSJWHC[MeSJGJRHKfSURHGJ?B`�E{ID;O9¡SJMbIB\ZSJWHC6MeCVAD;OkBC69,KNID9oSUIDRHGeM}Kl?�9,csC[QXCNSUCNKNSJC6Q%ca?BMeC6Q

Page 47: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, z ¸

Code 4

(2)

(4) (5)

i6

4

j ij

3

4

62

5 53

j iij

44

2

(3)

(1)

The models of point "^" The model of point "m"

ij

4

35

�j;OADRHGJC z ~ºÁ 1«hj?�SeSUC6Ge9�=7ITQXC6`>MbIB\jM�SUGeRHKNSJRHGU?B`ZE{ID;O9¡SJM4IB\j;O9oSUC6Ge9a?B`­KNID9oSUIDRXG®;O9 .bITQHC !H~ID9©SJWHC4?Bc{I�kBC4Ea?�SJSJC6Ge97=7ILQHC6`OM6~���IBG.CfªX?B=7EH`>C�YBSUWXC6GJC4;OM.ID9HC�IDRTSUC6G�KNID9oSUIDRXG®¢£GJCNEHGJCNMJCN9¡SJC6Q@c¡�� ¸�¦fYB?B9HQ©SJWHC6GeC�;>MjIB9HC};>9oSJC6GJ9H?B`TKNID9oSUIDRXG4¢£GeC6EHGeC6MJCN9oSUC6Q7co�©8 ¸�¦*;>9¯��;>AH~ z ~º�T~j��WXC6;>GjMeSUGeRHKNSJRHGU?�`E{ID;>9oSUM½Kl?�9�c{CbCfªLSJGU?BKfSUC6Q¯cH?BMJCNQ©ID9FSJWHC}?�csI'kDC±=@ILQHCN`>M½IB\HM�SUGJRXKNSURXGU?B`TEsID;O9oSUM6Y�?B9HQ©?BGJC�MJWHI ³ 9;>9��j;OAH~ z ~º�T~}��WHCNGJC¯?�GJC�S ³ I@EsID;O9oSUM¨� c �HY�ID9HCyEsID;O9oS¤��=@�HYHS ³ I¤E{ID;>9oSJM®��kT�¨?B9HQ�ID9HC�E{ID;O9¡S������;>9¤c{IBSUW¨IDRXSUCNG}K6IB9¡SJIDRHGy¢ � ¸'¦±?B9HQ,;O9oSUC6Ge9a?B`{K6ID9oSJIDRHGy¢£8 ¸'¦�;>9¤�j;>AH~ z ~º�F8:9%�j;OAH~ z ~ºmFSJWHC6GeC?BGeC¯ID9HC�IDRXSJC6GVK6IB9¡SJIDRHGy?B9HQ<\°IDRHGV;O9oSUC6Ge9a?B`.KNID9oSUIDRXGJM6Y�?B9HQ2SJWHC6GeC@?�GJC�ID9HC¯E{ID;>9oS�� c �HYZIB9HCE{ID;>9oS7���q�@?�9HQ,S ³ I7EsIB;>9oSUM7��kL��;>9¤SJWHC�IDRXSJC6G�K6IB9¡SJIDRHGF¢ � ¸�¦±?B9HQ%SUWHCNGJCy?BGJCVIB9HCVEsIB;>9oS@� c �?B9HQ�ID9XC®E{ID;O9¡SF�¹kT��;O97C6?BK W¨I�\sSJWHC�\°IDRHG�;>9oSJC6GJ9H?B`HK6IB9¡SJIDRHGeM[¢°8 ¸DYo8�nTY¡8 z ?�9HQ�8(!¡¦.GJC6MeEsCNKNSJ;OkDCN`O�B~

#%$ # ��� ? : -�/��!?V3�+�56/7) ��5 9 9l5l)�� �@9��/7-«5N+���8:9�SUWH;OM�MeC6KfSU;>IB9­YoSUWHC®EHGJI�deC6KNSJ;>ID9�_a`O`>;>9XAV?B`>ABIDGJ;�SUWH=;>M«QHCNMJK6Ge;>c{C6Q­~«��;>GJM�SU`��DY ³ CwQXCNSUCNGJ=7;>9HC�SJWHC_a`O`>;>9XA¤MJCNKNSU;OID9HMyIB\}GeC6AD;OID9<K6ID9oSJIDRHGJMN~¨��WHC�_a`O`>;>9XA,MJC6KfSU;OID9�KNID9HMe;>MeSJMFI�\bSUWXC7KNID9oSUIDRXGFE{ID;>9oSJMc{CNS ³ C6C69PS ³ I@MJE{C6KN;§?B`­9XC6;>ABWLc{IDGe;>9HA¯M�SUGJRXKNSURXGU?B`*E{ID;>9oSUMN~$&% $&%+* , C+D� C D���� @+@ C D�� � 6F<=1 C -/D �� _a`O`>;>9XA©MJCNKNSU;OID9P;>M�QHCfSUC6KfSUCNQ�ca?BMeC6Q�ID9,SUWHCV\°ID`O`>I ³ ;>9HA�K6ID9oSUIBRHG4EHGJIDE{C6G�SU;OC6M 1IKJ:L 8»S�;OM4K6`>C6?BG}SUWH?�SwSJWHC�9¡RH=©c{C6G®IB\.E{ID;>9oSJM¨� c �@?B9HQ������7;>M4C6^¡Ra?�`*SJI7SJWa?�S®IB\jEsID;O9oSUM@�e=7�?B9HQ ��kL��;>9�Cl?BK W�KNID9oSUIDRXG6~P��WHC6GeCN\°IDGeCBYjSJWHC¨SUI�S ?B`«9¡RH=©c{C6GFIB\�MeSJGJRHKfSURHGJ?B`�EsID;O9oSUM�;OMFCfkDCN9­~

Page 48: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, z n

�ZCNS4;�S4csC���~I��PL 8:9%Cl?�K W�KNID9oSUIDRHGNYXSUWXC[_aGJM�S4MeSUGeRHKNSJRHGU?�`ZEsID;O9oS�;>M}M�SUGeRHKNSJRHGU?B`�EsID;O9oS7� c �7?B9HQ¤SUWXCVMJC6KNID9HQE{ID;>9oS�IB\�SUWHC�IDGeQHC6G�;OM�EsIB;>9oS@��kL�@IBG7�e=@�X~I��PL �aIDG�Cl?�K W,MeSUGeRHKNSJRHGU?�`�E{ID;>9oS©� c �©IDG������HYL;OSJM±\°ID`O`>I ³ CNQ¨M�SUGJRXKNSURXGU?B`{EsIB;>9oSUMb?BGJCwMeSUGeRHKNSJRHGU?�`E{ID;>9oSUM7�¹kT��IDG@�e=7�¯;>9P?¯MJCNGJ;OC6M4IB\�MeSUGeRHKNSJRHGU?�`½E{ID;O9¡SJM�IB\j?�KNID9oSUIDRXG6~I+p�L ��WHC�_a`>`O;>9HA�MJC6KfSU;OID9%K6ID9HMe;>M�SUM4IB\�K6ID9oSUIBRHG4EsID;O9oSUM�c{CNS ³ C6C69�S ³ I79HC6;OADW¡csIBGJ;>9XA¯MeSUGeRHKNSJRHGU?�`E{ID;>9oSUM�;O9%?7MeC6Ge;>C6M4IB\�MeSJGJRHKfSURHGJ?B`ZE{ID;>9oSUM�I�\.?¯K6IB9¡SJIDRHGN~�8:9,SJWHCV_a`>`O;>9HA©MeC6KfSU;>IB9­YHSUWHC�M�S ?BG�SU;>9XAE{ID;>9oS�;OM�MeSUGeRHKNSJRHGU?�`ZEsID;O9oS7� c �@IBG������H~�8»S4;OM�K6`OCl?BG}SJWa?�S�SUWXCy9¡RH=�csCNG�IB\�SJWHCV_a`>`O;>9HA�MJC6KfSU;OID9IB\j?¯GJC6AB;>ID9%K6IB9¡SJIDRHG4;>M����DnT~I��PL ��WHC�_a`>`O;>9HA,MeC6KNSJ;>ID9XMFIB\}?PKNID9oSUIDRXGF?�GJC�QHCNSJC6Ge=@;O9HC6Q�;>92SUWHC7QH;OGJC6KfSU;OID9<IB\bSJWHC�K6ID9oSUIBRHG\°ID`O`>I ³ ;>9HAX~��IBGwC¾ªH?�=@EH`OCBY{SUWHC©9¡RH=�csCNG[IB\«E{ID;>9oSUM¤� c �%?B9HQ²�����¤IB\�SJWHC©IDRXSJC6GwK6ID9oSUIBRHG[;>9��j;>AH~ z ~º�@;OM

****

*** ************* *

* ********** ***** *

* ****************** ************* *

* ******************* *

* *** ** *

** * ************* **************** * *

* * ****** ***** * *

* * ****** * **

* * * *

** * * *

* * * * *

* * *** **** * *

* * *** ** * *

* * *** *** * **

* * ***** ***** ** *

* * * ***** *** *

* * **** *** *** *

* * ****** ****** **

* **** **** *

* **** **** *

****** ******

m1

^2

v2

$3

v3

^

v

4

4

v

^

v

m

^

5

$5

6

6

7

7

O1I2

I1

��;>ADRHGeC z ~º� 1�3jªH?�=@EH`OC¯¸�IB\jM�SUGeRHKNSJRHGU?B`*E{ID;>9oSJM4?B9HQ%_a`>`O;>9HAFMJC6KfSU;OID9HM6~C6^¡Ra?�`±SUI z ¢°S ³ I<EsID;O9oSUM2� c ��?B9HQ�ID9HC¨EsID;O9oS2���q�¡¦fY�?�9HQ SUWHC¨9LRX=©csCNG©IB\�SJWHC¤E{ID;>9oSUM���kL�?B9HQ �e=@�P;>9·�j;>AX~ z ~ �P;>MyC6^¡Ra?B`�SUI z ¢°S ³ I���kL��E{ID;>9oSJM©?B9HQ·ID9HC���=@�PEsIB;>9oS¾¦¾~P��WXC¤MJCNGJ;>CNMIB\�SJWHC,MeSJGJRHKfSURHGJ?B`bE{ID;>9oSJM©IB\4SUWH;OM�IDRTSUC6G�K6ID9oSUIBRHG¯;>M 1 � c �� ��=@�� � c �� ��kL��� � ���� ��kL��;O9¨SUWXC�QH;OGJC6KfSU;OID9¨IB\�SUWHC[IBRXSUCNGbK6IB9¡SJIDRHG�\°ID`>`OI ³ ;O9HAH~½��WHC6GeCN\°IDGeCBYXSJWHGJCNC�_a`O`>;>9XAyMeC6KfSU;>IB9HMIB\ZSJWHC[IDRXSJC6G}KNID9oSUIDRXG}Kl?B9,c{Cw\°IBRH9HQ,ca?BMeC6Q%ID9¨SJWHCV?Bc{I'kDCVQHCf_a9H;�SU;>IB9¨IB\ZSJWHC�_a`O`>;>9XAFMeC6KNSJ;>ID9�~

Page 49: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, zDz

��WHGeC6C�_a`O`>;O9HA@MeC6KfSU;>IB9HM[?BGeC<� c � � �e=7�HY±� c � � ��kL�,?�9HQ²����� � ��kL�¨GJCNMJE{C6KfSU;OkBC6`��D~V8:9�SJWHC_aGeMeS©_a`O`>;O9HA�MeC6KfSU;>IB9 IB\�SUWXC¤IDRXSJC6G©KNID9oSUIDRHGNY.SUWHC¨MeS ?�GeSU;O9HA�E{ID;>9oS�;>M�M�SUGeRHKNSJRHGU?B`±EsIB;>9oS<� c �HY?B9HQ�SUWHC7SUC6Ge=@;O9a?B`�E{ID;>9oSF;>MyMeSJGJRHKfSURHGJ?B`bE{ID;>9oS��e=7�H~%��`OMJIHY�;>9 ��;>AH~ z ~º�TYjSJWHC¨MeC6Ge;>C6MFIB\}SJWHCMeSJGJRHKfSURHGJ?B`jE{ID;O9¡SJM[IB\�SJWHC©;>9oSJC6GJ9H?B`jKNID9oSUIDRHG�;>M 1¨� c � � �e=7� � � c � � �¹kT� � � �@� � ��kL�;>9¥SUWXC�QH;OGJCNKNSU;OID9¥IB\�SJWHCP;>9oSUCNGJ9a?B`4KNID9oSUIDRHG�\°ID`O`>I ³ ;>9HAX~���WXC6GJCf\°IDGJC�Y}SUWHGeC6C%_a`>`O;>9HA2MeC6KfSU;>IB9HMIB\ySUWHC¶;>9oSJC6GJ9H?B`VK6ID9oSJIDRHG%Kl?B9 csC2\°IDRX9HQ cH?BMJCNQµID9²SUWHC�?Bc{I'kDC¶QHCN_a9X;OSU;OID9²IB\�SJWHC2_a`>`O;>9HAMJCNKNSJ;>ID9­~4��WHGeC6Cy_a`>`O;>9HA�MJCNKNSJ;>ID9HM�?BGJC�� c � � �e=7�HY�� c � �À�BkL�¤?B9HQ ����� � ��kL�2¢£KN`>ILK ¼ ³ ;>MJCl¦GJCNMJE{C6KfSU;OkBC6`��D~¥8:9À��;>AH~ z ~ºmTY«SJWHC6GeCP?BGJC,S ³ I¶_a`O`>;O9HA�MJCNKNSJ;>ID9HMNY©� c � � ��kL�¶?B9HQ¥� ��� � ��kL�HY;>9�ID9HC¯IDRXSJC6GVKNID9oSUIDRHG7¢ � ¸�¦fYZ?�9HQ�SUWHCNGJC�;>M�ID9HC�_a`O`>;O9HA¨MeC6KNSJ;>ID9�Y®� c � � �¹kT�XY­;>9�C6?BK W¶;>9oSUCNGK6IB9¡SJIDRHGF¢£8 ¸BYH8�nTYa8 z ?B9HQP8(!¡¦bGJCNMJE{C6KfSU;OkBC6`��%ca?BMJCNQ�ID9%IDRXG4?B`>ADIBGJ;OSJWH=P~

*

**** ****

*** ***

**** * ****

*** ** ** ***

*** ** ** ***

**** * * ****

*** ** ** ***

**** ** ** ****

*** ** ** ***

*** * * ***

**** ** ** ****

* ** ** *

* * ** ** * *

* ** * * ** *

* ** ** ** ** *

* * ** ** * *

* ** ** ** ** *

* ** * * ** *

* ** ** ** ** *

* * ** ** * *

* * * * *

* ** ** ** ** **

* **** * * **** *

* * ** ** * *

* ** ** ** ** *

* ** ** ** ** *

* * * * * *

* **** **** **

* * * *

* * * *

* ** ** *

* ** ** *

* ** ** *

* * * *

* ** ** *

* ** ** *

* * *

* **** *

* * *** *

* * **** **

**** * *** *

*** * *** *

*** * **** *

**** * *** *

*** * **** **

********************** *

^1

v 1

$2

v 2

^3

v3 ^ 6

^

v

v

v

^4

4

5

5

6

O1I1

I2 I3

I4

��������� ��������������������! #"�$&%'���()%*��'�#�+�, ���-.%*$/�#-0213������-�4$*5(6%'�� �-$5�

Page 50: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, z !

$&% $&%(' � 0>-�� 6F<=1 C -/D � @+@ C D��

h�GJIqdeCNKNSJ;>ID9¥_a`>`O;>9HA2;OM�EHGJILK6CNC6QH;O9HA�\°GeID= `>Cf\]S�SUI¶GJ;>ABW¡S7;O9�SJWHC�MJ?B=7CPGeI ³ ~ �ZCNS7SUWHC%_a`>`O;>9HAMJCNKNSJ;>ID9%;>9XK6`>RXQHC �<EsID;O9oSUM�GJCNEHGJCNMJCN9¡SJC6Q2?�M4\°IB`>`>I ³ M 1

� H � O��;������������ M�� ����������>� R ¢ z ~O¸'¦� H ��O�� �����d�������� M�������������>�NR ¢ z ~ nB¦

³ WHCNGJC�� H®?B9XQ��DH4?BGJC�SJWHC��¤?B9HQ��©K6ILIDGJQX;>9a?�SJC�MJCfSUM�IB\�SJWHC-J¡SUW7EsID;O9oS«;>9¯SUWHC4_a`O`>;>9XAVMJC6KfSU;OID9GJCNMJE{C6KfSU;OkBC6`��D~�8»Sy;>MVK6`OCl?BGVSJWa?�SVSUWXC�_HGJMeSyE{ID;>9oS�IB\�SUWXC�_H`>`>;O9HA,MJCNKNSJ;>ID9<;>M�M�SUGJRXKNSURXGU?B`�E{ID;>9oSJM� c �©IDG©�����¯?�9HQ¤;OSJM���?B9HQ��@KNITIDGeQH;>9H?�SUCNM}?BGeC �;�®?B9HQ!� �lYH?�9HQ¨SUWXC[`§?BM�S}E{ID;>9oS±IB\ZSUWXC�_a`>`O;>9HAMJCNKNSJ;>ID9 ;>M�MeSJGJRHKfSURHGJ?B`wE{ID;O9¡SJM ��=@�<IDG·��kL� ?B9XQÀ;OSJM"��?B9HQ#��KNITIBGJQH;O9a?�SUCNM7?BGJC$�����>�7?�9HQ�����>��GeC6MJE{C6KfSU;�kDC6`��D~®��`O`½E{ID;O9¡SJMw;O9�?@_H`>`>;O9HA�MJCNKNSU;OID9�?�GJC�M�S ?BG�SU;O9HA¨EHGeIqdeC6KfSU;OID9�_a`O`>;O9HA�EsID;O9oSUM6~% QT\�U4i o SFQTi'&N\)(�[ QX\+* i UWOR^`\ _-, ZlZ`^`_/. \)( O � i \PS�ORidQ U4\ _PO�\PSFQ�&10h�GJIqdeCNKNSJ;>ID9�_a`O`>;O9HA¨IB\�IDRTSUC6GVKNID9oSUIDRXGV;>M[EHGeITKNC6CNQH;>9HA%;O9�SUWHC©_a`O`>;O9HA¨MeC6KNSJ;>ID9XM[\°IDRH9HQ<;>92C6?BK WIDRXSJC6G�KNID9oSUIDRHGN~I32RL h�GJIqdeCNKNSJ;>ID9,_a`O`>;>9XA©IB\*SUWHC[_HGJMeS®E{ID;>9oSy¢4�;�����W�U¦b;>9¤_a`O`>;O9HA©MJCNKNSJ;>ID9HM�I�\�SJWHCVIDRXSJC6G�K6IB9¡SJIDRHGN~��WHC,_aGeMeS�E{ID;>9oSP¢4�;�'Y5� �¾¦�;>9�C6?BK W¥_a`>`O;>9HA�MJC6KfSU;OID9¥;>M©M�SUGJRXKNSURXGU?B`�E{ID;>9oS¶� c �<IDG2�����H~���WHC_a`O`>;>9XA©;>M}SJWHC�WHIDGJ;�66ID9oSU?B`­EHGeIqdeC6KfSU;>IB9%\°GeID=�SJWHC�`>Cf\]S�SUI¯SUWHC�Ge;>ADWoSl~7 S Z`i J�0 8»\jSUWXCy_aGeMeS®E{ID;>9oS®;>9P?¯_a`>`O;>9HA©MeC6KfSU;>IB9�;>M4?�E{ID;>9oS@� c �HYa9HI7WHIDGe;86NID9oS ?B`ZEHGeIqdeC6KfSU;OID9E{ID;>9oS�;OM®=@?BQHC�~7 S Z`i �90 8»\«SUWHCF_aGJM�SVEsIB;>9oS�;O92?@_a`O`>;O9HA@MeC6KfSU;>IB92;>M[?@EsID;O9oS%�����XY{SJWHC6GeC�?BGJCySUWHGeC6C¯Kl?�MJC6M[?BM\°ID`O`>I ³ ;>9HAQ1IKJ:L 8»\jSJWHC�EsIB;>9oS@������ID9H`��¤c{C6`OID9HADM}SJI7IB9HC�K6ID9oSUIBRHG6YHSJWHC69 1IKJ>r`J:L � 9HC�WHIBGJ;86NID9oS ?B`sEHGJI�deC6KNSJ;>ID9%_a`O`>;>9XA©EsIB;>9oSF¢:�;� t ¸DY�� �¾¦b;>M�=@?BQHC�~IKJ>r��PL .bWXC6K ¼¥;O\4_a`O`>;>9XA�EsIB;>9oS�¢:�;� t ¸DY5�W�¾¦©;O9¡SJC6GeMJC6KfSUM ³ ;OSJW ?�9¡�¥E{ID;O9¡S�I�\�IBSJWHC6G�KNID9oSUIDRHGeM;>92SJWHC�IDcLdeC6KfS�;O=¨?�ADCB~¯8»\b;OS�;>MVSJGJRHC�Y½M�SUIDE¶_a`>`O;>9HAX~ � SUWHCNG ³ ;>MeCBY½=¨?�¼BC¯SUWHC�9HC¾ªLS�WHIBGJ;86NID9oS ?B`EHGeIqdeC6KfSU;>IB9%_H`>`>;O9HA©E{ID;>9oSF¢4�;� t nLY;�W�¾¦¾~IKJ>r��PL �T;O=@;O`§?BG}SJI%�LSUCNE�¢�¸D~ºnD¦¾YsSUWXC�_a`>`O;>9HA7EHGeITKNC6C6QXM[MJRHKNK6CNMJMJ;�kDCN`O�2RH9oSJ;>`½9HI,9HC ³ EHGeIqdeC6KfSU;OID9_a`O`>;>9XA©EsIB;>9oS�;>M�=@?BQHC�~I��PL 8»\�SJWHCwE{ID;O9¡SJ� ���Vc{C6`OID9HADM�SUIy=7IDGJC}SJWa?B9¨IB9HC4K6ID9oSUIBRHGb?�9HQ@9XCfªLSbM�S ?BG�SU;O9HA�EHGJIqdeCNKNS�_a`>`O;>9HAE{ID;>9oSy¢4������ �e¦b;O9,SUWHCV_a`O`>;>9XA©MJCNKNSU;OID9PID9H`O�¨csCN`>ID9XADM}SUI�ID9HC�KNID9oSUIDRHGNYHSUWHCN9 1

Page 51: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, zo�

I���r`J:L � 9HC�WHIBGJ;86NID9oS ?B`sEHGJI�deC6KNSJ;>ID9%_a`O`>;>9XA©EsIB;>9oSF¢:�;� t ¸1���W�¾¦b;OM4=¨?BQXCB~I���r��PL ��WXCyEXGJILK6C6QXRHGJCy;>M}SJWHC�MU?B=7C�?BM®?Bc{I�kBCF�LSUCNEHM©¢¹¸D~ºnD¦}?B9HQ·¢�¸D~ z ¦¾~I��PL 8»\�SJWHC�E{ID;>9oSF������c{C6`OID9HADM.SJIy=7IDGeCbSUWa?�9@ID9XC�K6ID9oSUIBRHG�?B9HQ79HCfªLS�MeSU?BGeSJ;>9HAVEHGeIqdeC6KfSbE{ID;O9¡S¢:������ ��¦�;>9·SJWHC¨_a`O`>;O9HA%MJC6KfSU;OID9�csCN`>ID9XADMFSJI�=@IBGJC�SUWa?B9�IB9HC¨KNID9oSUIDRHGNY.SUWHCN9�9HI�WHIBGJ;86NID9oS ?B`EHGeIqdeC6KfSU;>IB9%_H`>`>;O9HA©E{ID;>9oSF¢4�;� t ¸ ���W�U¦};>M�=@?BQHCB~I32�2RL h�GJI�deC6KNSJ;>ID9�_H`>`>;O9HA7IB\�=@;OQHQH`>CyE{ID;>9oSUM©¢:�DH���� H6¦©¢/Jb��nTYj~O~�~§¢ �{�¹nD¦J¦4;>9�_a`O`>;O9HA¨MeC6KNSJ;>ID9XM[IB\IDRXSJC6G�KNID9oSUIDRHGeM6~7 S Z`i �90 �LSU?BGeSJ;>9HA2EXGJIqdeCNKNSU;OID9 _a`O`>;>9XA�E{ID;>9oSUM,¢:�DH1��� H6¦,¢/J ��nLY®~�~�~§¢ �{��nB¦J¦�?BGeC¨SUWXC,=@;OQHQH`>CE{ID;>9oSUM�;O97?�_a`O`>;O9HA[MJCNKNSJ;>ID9­~.��IBG�Cl?BK W@EsID;O9oSw¢:�DH1��� H6¦jIB\�SJWHC6MeCwE{ID;>9oSJM6YDSUWXC6GJCw?BGeC4SJWHGJCNC4Kl?BMeC6MIB\�EHGJI�deC6KNSJ;>ID9,_a`O`>;O9HA¯?BM�\°ID`O`>I ³ ;>9HAQ1IKJ:L 8»\jSJWH;>M�E{ID;O9¡SF¢4�DHBY�� Hl¦bID9X`O�¤c{C6`OID9HADM}SJI@IB9HCVK6ID9oSJIDRHG6YaSJWHC69 1IKJ>r`J:L � 9HC�WHIBGJ;86NID9oS ?B`sEHGJI�deC6KNSJ;>ID9%_a`O`>;>9XA©EsIB;>9oSF¢:�DH t ¸BY;� H6¦};>M�=@?BQHCB~IKJ>r��PL .bWHC6K ¼¥;O\4_a`O`>;O9HA�E{ID;>9oS�¢4�DH t ¸DY � Hl¦�;>9oSUCNGJMJCNKNSJM ³ ;�SUW�?B9o��E{ID;>9oS�IB\®IBSJWHC6G�KNID9oSUIDRHGeM;>92SJWHC�IDcLdeC6KfS�;O=¨?�ADCB~¯8»\b;OS�;>MVSJGJRHC�Y½M�SUIDE¶_a`>`O;>9HAX~ � SUWHCNG ³ ;>MeCBY½=¨?�¼BC¯SUWHC�9HC¾ªLS�WHIBGJ;86NID9oS ?B`EHGeIqdeC6KfSU;>IB9%_H`>`>;O9HA©E{ID;>9oSF¢4�DH t nTY;� Hl¦¾~IKJ>r��PL �T;O=@;O`§?BG}SJI%�LSUCNE�¢�¸D~ºnD¦¾YsSUWXC�_a`>`O;>9HA7EHGeITKNC6C6QXM[MJRHKNK6CNMJMJ;�kDCN`O�2RH9oSJ;>`½9HI,9HC ³ EHGeIqdeC6KfSU;OID9_a`O`>;>9XA©EsIB;>9oS�;>M�=@?BQHC�~I��PL 8»\*SUWX;>M}E{ID;>9oSV¢:�DHBY � H6¦±c{C6`>IB9HADMbSJI¯=@IDGeCwSJWa?B9,ID9HC�K6ID9oSUIBRHG4?B9HQ,9HC¾ªLS4MeS ?�GeSU;O9HA©EHGeIqdeC6KfS_a`O`>;>9XA©EsIB;>9oSy¢:�DH t ¸DY�� H t ¸�¦b;>9,SUWXC�_H`>`>;O9HA©MeC6KNSJ;>ID9PID9H`��¤c{C6`OID9HADM}SJI7IB9HC�K6ID9oSUIBRHG6YHSJWHC69 1I���r`J:L � 9HC�WHIBGJ;86NID9oS ?B`sEHGJI�deC6KNSJ;>ID9%_a`O`>;>9XA©EsIB;>9oSF¢:�DH t ¸BY;� H6¦};>M�=@?BQHCB~I���r��PL ��WXCyEXGJILK6C6QXRHGJCy;>M}SJWHC�MU?B=7C�?BM®?Bc{I�kBCF�LSUCNEHM©¢¹¸D~ºnD¦}?B9HQ·¢�¸D~ z ¦¾~I��PL 8»\bSJWH;>M�E{ID;>9oS�c{C6`>IB9HADMVSUIP=@IBGJC¯SUWa?�9�ID9XC7KNID9oSUIDRXG�?B9XQ�9HC¾ªLS�M�S ?BG�SU;>9XA�EHGeIqdeC6KfS�E{ID;O9¡S¢:�DH t ¸DY9� H t ¸�¦w;O9�SUWHC©_a`O`>;O9HA@MeC6KfSU;>IB9¶c{C6`OID9HADMwSUI,=7IDGJC�SJWa?B92ID9XC¯K6ID9oSUIBRHG6Y­SJWHC69<9HI,WHIBGJ;��66IB9¡SU?B`ZEHGeIqdeC6KfSU;>IB9%_H`>`>;O9HA©E{ID;>9oSF¢4�DH t ¸DY;� Hl¦};>M�=@?BQHC�~I32�2�2RL h�GJIqdeCNKNSJ;>ID92_a`O`>;>9XA¤IB\«SUWHC¯`>?BMeS�E{ID;O9¡S�¢:����� ¸DY9���q�U¸�¦w;O9�_a`>`O;>9HA¤MeC6KfSU;>IB9HMVIB\±IDRXSUCNGVK6ID9L�SUIBRHGJMN~��WHCV`>?BMeSbEsID;O9oSy¢:����� ¸DY ���'� ¸'¦±;>9¤C6?BK W%_a`>`O;>9HAyMJCNKNSU;OID9%;>M±MeSUGeRHKNSJRHGU?�`­EsIB;>9oS7�e=7�©IDG��¹kT�X~���WHC_a`O`>;>9XA©EHGJILK6CNQHRHGeCyI�\�SJWHC�`§?BM�S4EsID;O9oS4Kl?B9PcsCVQXC6MJKNGJ;OcsCNQ�?BM�\°ID`O`>I ³ M 17 S Z`i p 0 8»\«SUWHC�`§?BM�S�E{ID;>9oS¯¢:����� ¸DY ����� ¸�¦�;>M�?¤EsID;O9oS,��kL�HY�9HI¤WHIDGe;86NID9oS ?B`½EHGJI�deC6KNSJ;>ID92E{ID;O9¡S;>M�=@?BQHC�~7 S Z`i �90 8»\�SUWHC@`§?BM�SFE{ID;O9¡S¤¢:����� ¸BY ���'�U¸�¦�;O9·?%_a`>`O;>9HA%MeC6KNSJ;>ID9·;>MF?�E{ID;>9oS��e=7�HY½SJWHC6GeC,?BGeC

Page 52: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, z Á

SUWXGJC6C�K6?BMJCNM�?BM�\°ID`O`>I ³ ;>9XA 1IKJ:L 8»\jSJWHC�EsIB;>9oS@�e=7�¯ID9H`O�¨csCN`>ID9XADM}SUI�ID9HC�KNID9oSUIDRHGNYHSUWHCN9 1IKJ>r`J:L � 9HC�WHIBGJ;86NID9oS ?B`sEHGJI�deC6KNSJ;>ID9%_a`O`>;>9XA©EsIB;>9oSF¢:����� ¸ t ¸DY ����� ¸�¦b;OM�=¨?�QHCB~IKJ>r��PL .bWHCNK ¼¨;�\�_a`O`>;>9XAVEsID;O9oSV¢4���q�U¸ t ¸DY ���'� ¸�¦�;>9oSJC6GJMeC6KfSUM ³ ;�SUW¨?B9o�@E{ID;O9¡S±IB\�IBSUWHCNGbKNID9oSUIDRHGeM;>92SJWHC�IDcLdeC6KfS�;O=¨?�ADCB~¯8»\b;OS�;>MVSJGJRHC�Y½M�SUIDE¶_a`>`O;>9HAX~ � SUWHCNG ³ ;>MeCBY½=¨?�¼BC¯SUWHC�9HC¾ªLS�WHIBGJ;86NID9oS ?B`EHGeIqdeC6KfSU;>IB9%_H`>`>;O9HA©E{ID;>9oSF¢4���q�U¸ t nTY;���'�U¸�¦f~IKJ>r��PL �T;O=@;O`§?BG}SJI%�LSUCNE�¢�¸D~ºnD¦¾YsSUWXC�_a`>`O;>9HA7EHGeITKNC6C6QXM[MJRHKNK6CNMJMJ;�kDCN`O�2RH9oSJ;>`½9HI,9HC ³ EHGeIqdeC6KfSU;OID9_a`O`>;>9XA©EsIB;>9oS�;>M�=@?BQHC�~I��PL 8»\­SUWXCwE{ID;>9oS��e=7��csCN`>ID9HABM«SJIF=7IDGeC4SJWa?B9@ID9HC4K6ID9oSJIDRHG6Y¡SUWXC69¨9XI�WHIDGe;86NID9oS ?B`aEHGeIqdeC6KfSU;OID9_a`O`>;>9XA©EsIB;>9oSy¢:���q� ¸ t ¸DY ����� ¸�¦b;OM�=¨?�QHCB~|}?�MJC6Q<ID9�SJWHC¯?Bc{I'kDC©_a`O`>;O9HA¤?B`OADIDGe;OSUWX=�Y ³ C¯Kl?B9�_a`O`.?B9o��GJCNAD;>ID92I�\«IDRXSUCNG[K6IB9¡SJIDRHGeM6~F��IBG

**** **** ****

**** **** ****

*** **************** *** **************** *** ****************

*** **************** *** **************** *** ****************

* ********** ********************* * ********** ********************* * ********** *********************

* ********** ********************* * ********** ********************* * ********** *********************

** ****************** ********************************* ***************************** ********************************* ***************************** *********************************

***************************** ********************************* ***************************** ********************************* ***************************** *********************************

* *************************************************** ******************************************************************************* *******************************************************************************

******************************************************************************* ******************************************************************************* *******************************************************************************

* *** ** * *************** ** * *************** ** *

*************** ** * *************** ***************** ******************************************************************************

** ** ************* **************** * * ************ ************* **************** * * ************ ************* **************** * *

************ ************* **************** * * ************ ************* **************** ************** ************ ********************************************** **************

** * ****** ***** * * *********** ****** ***** * * *********** ****** ***** * *

*********** ****** ***** * * *********** ****** ***** ************* *********** ***************** *************

* * ****** * ** *********** ****** * ** *********** ****** * **

*********** ****** * ** *********** ****** ************** *********** ****** **************

* * * * *********** * * *********** * *

*********** * * *********** ************* *********** *************

** * * * *********** * * *********** * *

*********** * * *********** ************* *********** *************

* * * * * ********** * * * ********** * * *

********** * * * ********** * ************ ********** * ************

* * *** **** * * ********* *** **** * * ********* ******** * *

********* ******** * * ********* ******** ************* ********* ******** *************

* * *** ** * * ******** *** ** * * ******** *** ** * *

******** ************* * * ******** ************* ************* ******** ************* *************

* * *** *** ** ** ********* *** *** ** ** ********* *** *** ** **

********* ******************* ** ** ********* ******************* ************* ********* ******************* *************

* * ***** ***** ** ** ******** ***** ***** ** ** ******** ***** ***** ** **

******** ***************************** ** ** ******** ***************************** ************* ******** ***************************** *************

* * * ***** *** * ******** * ***** *** * ******** * ******************** *

******** ********************************* * ******** ********************************************* ******** *********************************************

* ****** *** *** * ************* *** *** * ************* *** **************************

************************** ************************** ************************** ************************** ************************** **************************

* * ****** ****** ** ********************** ****** ** ********************** ***********************

********************** *********************** ********************** *********************** ********************** ***********************

* **** **** * **************** **** * **************** ***************

**************** *************** **************** *************** **************** ***************

* **** **** * *********** **** * *********** ***********

*********** *********** *********** *********** *********** ***********

****** ****** ****** ****** ****** ******

****** ****** ****** ****** ****** ******

(1) (2) (3)

(4) (5) (6)

�j;OADRHGJC z ~ � 1�3jªX?B=7EH`>C¯¸�IB\�EHGeIqdeC6KfSU;>IB9P_a`O`>;O9HAH~�j;OAH~ z ~ mXYoSUWXC4_H`>`>;O9HA[EHGeITKNC6MeM±;OM�MeWHI ³ 9¨;O9@��;>AH~ z ~O¸��T~.�aIDG.SUWXC4_HGJMeS�_a`O`>;>9XA[MJCNKNSU;OID9·� c � � ��kL�IB\�SJWHC©IDRXSJC6G[KNID9oSUIDRXG6Y�SJWHC�_a`O`>;>9XA@GeC6MJRX`OS[;OM�MeWHI ³ 9¶;O92�j;OAH~ z ~O¸��a¢�¸�¦¾~ ��IBGwSUWXC�_aGJM�SVE{ID;>9oSlY� c �HY¡;>9¯SJWHC®_HGJMeS«_a`O`>;O9HAVMJCNKNSU;OID979HIFEXGJIqdeCNKNSU;OID9�_a`>`O;>9HAVE{ID;>9oS«;OM�=@?BQHC�cH?BMJCNQ¨ID9@?Bc{I�kBC��4RH`OC¸D~��aIDG.SJWHC®=@;OQHQH`>C�E{ID;O9¡SJM�SUWHC4_aGJM�S±_H`>`>;O9HAVMJCNKNSJ;>ID9­YoSJWHCwEXGJIqdeCNKNSU;OID9@_H`>`>;O9HA[E{ID;>9oSJMb?BGeC4=¨?BQXCca?BMeC6Q¶ID9¶?Bc{I�kBC��®RX`>C z ~���IBG�SUWHC�`>?BMeSVE{ID;O9¡S6Y�SUWXC7E{ID;O9¡S%��kL�P;O9�SUWHC¯_aGeMeSV_a`O`>;O9HA¨MeC6KNSJ;>ID9�Y9HI�EHGeIqdeC6KfSU;>IB9�E{ID;>9oS�;OM�=¨?�QHCVca?BMeC6Q�IB9�?�csI'kDC��4RH`>C !H~% QT\�U4i o SFQTi'&N\)(�[ QX\+* i UWOR^`\ _-, Zl^`_ . \)(�O�� i^l_ ORidQ _FY>Z/U4\P_ OR\ S Q�&10

Page 53: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, z �

* * * * *

********* ********* ********* ********* *********

*************** *************** *************** *************** ***************

*********************** *********************** *********************** *********************** ***********************

************** ************** ************** ************** ************** ************** ************** ** *** ************** ** ***

*************** *************** *************** *************** *************** *************** *************** ** *** *************** ** ***

***************** ***************** ***************** ***************** ***************** ***************** ***************** * **** ***************** * ****

******************* ******************* ******************* ******************* ******************* ******************* ******************* ** *** ******************* ** ***

********************* ********************* ********************* ********************* ********************* ********************* ********************* ** **** ********************* ** ****

********************** ********************** ********************** ********************** ********************** ********************** ********************** ** *** ********************** ** ***

*********************** *********************** *********************** *********************** *********************** *********************** *********************** * *** *********************** * ***

************************** ************************** ************************** ************************** ************************** ************************** ************************** ** **** ************************** ** ****

************************* ************************* ************************* ************************* ************************* * **** * ************************* * * ** * ************************* * * ** *

*********************** ** ** *********************** *********************** ** ** *********************** *********************** ** ** * * *********************** ** ** * * *********************** ** ** * *

********************** * * ********************** ********************** * * ********************** ********************** * * ** * ********************** * * ** * ********************** * * ** *

******************** ** ** ******************** ******************** ** ** ******************** ******************** ** ** ** * ******************** ** ** ** * ******************** ** ** ** *

****************** ** ** ****************** ****************** ** ** ****************** ****************** ** ** * * ****************** ** ** * * ****************** ** ** * *

***************** ** ** ***************** ***************** ** ** ***************** ***************** ** ** ** * ***************** ** ** ** * ***************** ** ** ** *

*************** * * ************** *************** * * ************** *************** * * ** * *************** * * ** * *************** * * ** *

************* ** ** ************ ************* ** ** ************ ************* ** ** ** * ************* ** ** ** * ************* ** ** ** *

*********** ** ** ********** *********** ** ** ********** *********** ***** * * *********** ***** * * *********** ***** * *

*********** * ********** *********** * ********** *********** ** * * *********** ** * * *********** * * *

************* ** ** ************ ************* ** ** ************ ************* ** ** ** ** ************* ** ** ** ** ************* ** ** ** **

***************** * * ************** ***************** * * ************** ***************** * * **** * ***************** * * **** * ***************** * * **** *

****************** ** ** *************** ****************** ** ** *************** ****************** ** ** * * ****************** ** ** * * ****************** ** ** * *

******************** ** ** ***************** ******************** ** ** ***************** ******************** ** ** ** * ******************** ** ** ** * ******************** ** ** ** *

********************** ** ** ******************* ********************** ** ** ******************* ********************** ** ** ** * ********************** ** ** ** * ********************** ** ** ** *

*********************** * * ******************** *********************** * * ******************** *********************** * * * * *********************** * * * * *********************** * * * *

*************************** ************************ *************************** ************************ *************************** **** ** *************************** **** ** *************************** **** **

*************************** ********************** *************************** * * *************************** * * *************************** * * *************************** * *

**************************** *********************** **************************** * * **************************** * * **************************** * * **************************** * *

****************************** ************************* ****************************** * * ****************************** ** * ****************************** ** * ****************************** ** *

******************************** *************************** ******************************** * * ******************************** ** * ******************************** ** * ******************************** ** *

********************************** ***************************** ********************************** ** * ********************************** ** * ********************************** ** * ********************************** ** *

*********************************** ****************************** *********************************** * * *********************************** * * *********************************** * * *********************************** * *

************************************* ******************************* ************************************* ** * ************************************* ** * ************************************* ** * ************************************* ** *

*************************************** ********************************* *************************************** ** * **************************************** * * **************************************** * * *************************************** ** *

************************************************************************* **************************************** * ************************************************************************* ************************************************************************* **************************************** *

************************************************************************* ************************************************************************* ************************************************************************* ************************************************************************* ******************************************** *

**************************************** ***************************** **************************************** ***************************** **************************************** ***************************** **************************************** ***************************** **************************************** *** *

**************************************** ************************** **************************************** ************************** **************************************** ************************** **************************************** ************************** **************************************** **** **

*************************************** ******************** *************************************** ******************** *************************************** ******************** *************************************** ******************** *************************************** *** *

*********************************** ***************** *********************************** ***************** *********************************** ***************** *********************************** ***************** *********************************** *** *

******************************** ************** ******************************** ************** ******************************** ************** ******************************** ************** ******************************** **** *

***************************** ********** ***************************** ********** ***************************** ********** ***************************** ********** ***************************** *** *

************************* ******* ************************* ******* ************************* ******* ************************* ******* ************************* *******

********************** * ********************** * ********************** * ********************** * ********************** *

(5)(3)(2)(1) (4)

�j;>ABRHGJC z ~O¸�� 1�3.ªX?B=7EH`OCyn�IB\�EHGeIqdeC6KfSU;>IB9%_H`>`>;O9HAH~ *** *** *** ***

** ** ******* ******* *******

* ** ********* ********* *********

********* ** * ** ********* *********** ** ********* *********** ** ********* *********** **

** ** * * ** *** ** ** ************ ******* ** ** ************ ******* ** ** ************ *******

*** ** * *** *** * *** ** ************** *** * *** ** ************** ********** *** ** ************** *** *

** ** * * * ** ** ** ************** * ** ** ** ************** ************ ** ** ************** * **

** ***** * ** * ** ******************* ** * ** ******************* ************** ** ******************* ** *

** * * * * ** ******************* * * ** ******************* ************** ** ******************* * *

*** ** * * ** *** ******************* * ** *** ******************* **************** *** ******************* * **

*** * * * * *** ***************** * * *** ***************** **************** *** ***************** * *

** * * * * ** ***************** * * ** ***************** **************** ** ***************** * *

* *********** * **************************** * ******************************************** **************************** *

* * * * ***************** * * ***************** **************** ***************** ****************

* * * * ***************** * * ***************** **************** ***************** ****************

*** * * ** ***************** * ** ***************** **************** ***************** ****************

* *** * * *************** * * *************** ************** *************** **************

* * ** * ************ ** * ************ ************** ************ **************

** * * ** *********** * ** *********** ************ *********** ************

* ** *** * ********* *** * ********* ********** ********* **********

** ** ** *** ******* ******* ******* ******* ******* *******

*** ** *** ** *** ** *** **

(1) (2) (3) (4)

�j;>ABRHGJC z ~O¸D¸ 1�3.ªX?B=7EH`OC z IB\�EHGeIqdeC6KfSU;>IB9%_H`>`>;O9HAH~��WHCVEHGeIqdeC6KfSU;OID9¨_a`O`>;>9XA�IB\*;O9¡SJC6Ge9a?B`�KNID9oSUIDRXG};>M±EHGJILK6CNC6QH;O9HA¯;>9¨SJWHC[_a`O`>;>9XAFMeC6KNSJ;>ID9XMb\°IDRH9HQ,;O9Cl?�K W�;O9¡SJC6Ge9a?B`ZK6IB9¡SJIDRHGN~b�L;>=7;>`§?�G�SJI�SJWHCy?Bc{I�kBC�EHGJIqdeCNKNS®_a`>`O;>9HA�GJRH`OC6M�IB\�IDRXSJC6G4K6ID9oSJIDRHGJMNY{?B`>`GJRX`>C6M�I�\jEHGeIqdeC6KfSU;OID9P_H`>`>;O9HA©IB\�;>9oSJC6GJ9H?B`­K6IB9¡SJIDRHG4Kl?�9�c{CV\°IDRH9HQ­~I32RL h�GJIqdeCNKNSU;OID9%_a`>`O;>9HA©I�\�SJWHCV_aGJM�SwE{ID;O9¡SF¢4�;����� �¾¦b;>9,_a`O`>;>9XA©MJCNKNSU;OID9HM4IB\j;>9oSUCNGJ9a?B`�K6ID9oSUIBRHGJMN~��WHC}_aGeMeS«E{ID;>9oS®¢§ª �XYD� �o¦j;>9¯C6?BK W7_H`>`>;O9HA�MeC6KfSU;>IB97I�\�?�9¯;>9oSUCNGJ9a?B`XK6ID9oSUIBRHG�;>M.M�SUGeRHKNSJRHGU?B`aE{ID;O9¡S� c �©IDG©�����H~j��WHC�_a`O`>;>9XAy;OM±SJWHC[WHIDGe;86NID9oS ?B`�EHGeIqdeC6KfSU;>IB9¨\°GJID= SJWHC[`>Cf\]S±SJI�SUWXC[GJ;OADWoSlYT?B9HQ¨SJWHC_a`O`>;>9XA©EHGJILK6CNQHRHGeCyK6?B9PcsC�QHCNMJK6Ge;>c{C6Q�?BM�\°ID`>`OI ³ M 17 S Z`i � 0 8»\�SJWHCV_aGJM�S®EsID;O9oS4;>M4?¯EsIB;>9oS@�����HYX9HI@WXIDGJ;�66ID9oS ?�`�EHGeIqdeC6KfSU;>IB9�E{ID;>9oS4;OM�=¨?BQXCB~7 S Z`i�� 0 8»\­SJWHC4_aGJM�SbE{ID;>9oS�;>9@?y_H`>`>;O9HAVMJCNKNSJ;>ID9@;>MF� c �HY¡SUWHCNGJCw?BGJC4SUWHGeC6C®Kl?BMeC6Mb?BM�\°IB`>`>I ³ ;O9HA 1IKJ:L 8»\jSJWHC�EsIB;>9oS@� c ��ID9H`O�¨csCN`>ID9XADM}SUI7ID9HCVKNID9oSUIDRHGNYHSUWHCN9 1IKJ>r`J:L � 9HC�WHIBGJ;86NID9oS ?B`sEHGJI�deC6KNSJ;>ID9%_a`O`>;>9XA©EsIB;>9oSF¢:�;� t ¸1���W�¾¦b;OM4=¨?BQXCB~IKJ>r��PL .bWHC6K ¼�;O\�_a`O`>;O9HA�E{ID;O9¡S¤¢:�;� t ¸ ���W�¾¦�;>9oSUCNGJMJCNKNSJM ³ ;OSUW ?B9o�·E{ID;>9oS�IB\4IBSUWXC6G©KNID9oSUIDRHGeM;>92SJWHC�IDcLdeC6KfS�;O=¨?�ADCB~¯8»\b;OS�;>MVSJGJRHC�Y½M�SUIDE¶_a`>`O;>9HAX~ � SUWHCNG ³ ;>MeCBY½=¨?�¼BC¯SUWHC�9HC¾ªLS�WHIBGJ;86NID9oS ?B`EHGeIqdeC6KfSU;>IB9%_H`>`>;O9HA©E{ID;>9oSF¢4�;� t n ���W�U¦f~

Page 54: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, z m

IKJ>r��PL �T;O=@;O`§?BG}SJI%�LSUCNE�¢�¸D~ºnD¦¾YsSUWXC�_a`>`O;>9HA7EHGeITKNC6C6QXM[MJRHKNK6CNMJMJ;�kDCN`O�2RH9oSJ;>`½9HI,9HC ³ EHGeIqdeC6KfSU;OID9_a`O`>;>9XA©EsIB;>9oS�;>M�=@?BQHC�~I��PL 8»\aSJWHC}E{ID;>9oS[� c �[c{C6`>IB9HADM�SJI�=7IDGJC�SUWa?�9©ID9HC±K6ID9oSUIBRHG�?B9HQ�9HCfªLS�M�S ?BG�SU;>9XA�EHGeIqdeC6KfS._a`>`O;>9HAE{ID;>9oSy¢4������ �e¦b;O9,SUWHCV_a`O`>;>9XA©MJCNKNSU;OID9PID9H`O�¨csCN`>ID9XADM}SUI�ID9HC�KNID9oSUIDRHGNYHSUWHCN9 1I���r`J:L � 9HC�WHIBGJ;86NID9oS ?B`sEHGJI�deC6KNSJ;>ID9%_a`O`>;>9XA©EsIB;>9oSF¢:�;� t ¸1���W�¾¦b;OM4=¨?BQXCB~I���r��PL ��WXCyEXGJILK6C6QXRHGJCy;>M}SJWHC�MU?B=7C�?BM®?Bc{I�kBCF�LSUCNEHM©¢¹¸D~ºnD¦}?B9HQ·¢�¸D~ z ¦¾~I��PL 8»\�SUWXC�EsID;O9oS�� c �Vc{C6`>IB9HADMjSJIV=@IDGeC±SJWa?B9�ID9HC}KNID9oSUIDRXG«?B9HQ¯9HC¾ªTS«M�S ?BG�SU;O9HAVEHGJI�deC6KNS«E{ID;O9¡S¢:������ ��¦�;>9·SJWHC¨_a`O`>;O9HA%MJC6KfSU;OID9�csCN`>ID9XADMFSJI�=@IBGJC�SUWa?B9�IB9HC¨KNID9oSUIDRHGNY.SUWHCN9�9HI�WHIBGJ;86NID9oS ?B`EHGeIqdeC6KfSU;>IB9%_H`>`>;O9HA©E{ID;>9oSF¢4�;� t ¸ ���W�U¦};>M�=@?BQHCB~I32�2RL h�GJI�deC6KNSJ;>ID9�_a`>`O;>9HA7IB\�SUWXC©=@;OQHQH`OCyE{ID;O9¡SJM¯¢4�DH1��� Hl¦F¢£¼�¿nLY�9T�¹nD¦®;O9�_a`O`>;>9XA@MeC6KNSJ;>ID9XM[IB\;>9oSJC6G�K6IB9¡SJIDRHGeM6~7 S Z`i��90 ��WXC¤MeSU?BGeSJ;>9HAPEHGJI�deC6KNSJ;>ID9�_a`>`O;>9HA%E{ID;>9oSUM¨¢:�DH���� H6¦¨¢°¼ � nTY.9T�¹nD¦y?�GJC�SUWHC@=@;OQHQH`>CE{ID;>9oSUM�;O97?�_a`O`>;O9HA[MJCNKNSJ;>ID9­~.��IBG�Cl?BK W@EsID;O9oSw¢:�DH1��� H6¦jIB\�SJWHC6MeCwE{ID;>9oSJM6YDSUWXC6GJCw?BGeC4SJWHGJCNC4Kl?BMeC6MIB\�EHGJI�deC6KNSJ;>ID9,_a`O`>;O9HA¯?BM�\°ID`O`>I ³ ;>9HAQ1 IKJ:L 8»\jSJWH;>M�E{ID;O9¡S4IB9H`O�¨csCN`>ID9HABM}SUI�ID9HC�K6IB9¡SJIDRHGNYHSUWHCN9 1IKJ>r`J:L � 9HC�WHIBGJ;86NID9oS ?B`sEHGJI�deC6KNSJ;>ID9%_a`O`>;>9XA©EsIB;>9oSF¢:�DH t ¸ ��� HN¦};>M�=@?BQHC�~IKJ>r��PL .bWHCNK ¼·;O\b_a`>`O;>9HAPEsIB;>9oS,¢4�DH t ¸ ��� H6¦y;>9oSJC6GJMeC6KfSUM ³ ;�SUW�?B9o��EsIB;>9oS�I�\4IBSUWHCNG�KNID9oSUIDRHGeM;>92SJWHC�IDcLdeC6KfS�;O=¨?�ADCB~¯8»\b;OS�;>MVSJGJRHC�Y½M�SUIDE¶_a`>`O;>9HAX~ � SUWHCNG ³ ;>MeCBY½=¨?�¼BC¯SUWHC�9HC¾ªLS�WHIBGJ;86NID9oS ?B`EHGeIqdeC6KfSU;>IB9%_H`>`>;O9HA©E{ID;>9oSF¢4�DH t n ��� Hl¦¾~IKJ>r��PL �T;O=@;O`§?BG}SJI%�LSUCNE�¢�¸D~ºnD¦¾YsSUWXC�_a`>`O;>9HA7EHGeITKNC6C6QXM[MJRHKNK6CNMJMJ;�kDCN`O�2RH9oSJ;>`½9HI,9HC ³ EHGeIqdeC6KfSU;OID9_a`O`>;>9XA©EsIB;>9oS�;>M�=@?BQHC�~I��PL 8»\�SUWH;OMVEsID;O9oSVcsCN`>ID9XADM�SUI%=7IDGJCFSUWa?B9<ID9XC7KNID9oSUIDRXG�?B9HQ<9HCfªLSyMeSU?BGeSJ;>9HA,EXGJIqdeCNKNS�_a`>`O;>9HAE{ID;>9oSy¢4�DH t ¸ ��� H t ¸'¦�;O9¤SUWHC�_a`O`>;>9XA�MJCNKNSJ;>ID9PID9H`��¤c{C6`>IB9HADM}SUI7ID9HCVKNID9oSUIDRXG6YHSUWXC69 1I���r`J:L � 9HC�WHIBGJ;86NID9oS ?B`sEHGJI�deC6KNSJ;>ID9%_a`O`>;>9XA©EsIB;>9oSF¢:�DH t ¸ ��� HN¦};>M�=@?BQHC�~I���r��PL ��WXCyEXGJILK6C6QXRHGJCy;>M}SJWHC�MU?B=7C�?BM®?Bc{I�kBCF�LSUCNEHM©¢¹¸D~ºnD¦}?B9HQ·¢�¸D~ z ¦¾~I��PL 8»\bSJWH;>M�E{ID;>9oS�c{C6`>IB9HADMVSUIP=@IBGJC¯SUWa?�9�ID9XC7KNID9oSUIDRXG�?B9XQ�9HC¾ªLS�M�S ?BG�SU;>9XA�EHGeIqdeC6KfS�E{ID;O9¡S¢:�DH t ¸1��� H t ¸�¦b;>9¤SJWHC[_a`>`O;>9HAFMJCNKNSU;OID9%csCN`>ID9XADMbSUI�=7IDGJCwSUWa?B9%ID9XCVK6ID9oSUIBRHG6YXSJWHC69%9HI�WHIBGJ;��66IB9¡SU?B`ZEHGeIqdeC6KfSU;>IB9%_H`>`>;O9HA©E{ID;>9oSF¢4�DH t ¸ ��� Hl¦b;OM�=¨?�QHCB~I32�2�2RL h�GJIqdeCNKNSU;OID9%_a`>`O;>9HA¯IB\½SUWXCy`>?BMeS®E{ID;>9oSF¢4��� � ¸ ����� � ¸�¦b;>9,_a`O`>;O9HA¯MJCNKNSU;OID9HM4IB\j;>9oSUCNGJ9a?B`K6IB9¡SJIDRHGeM6~��WHCF`§?BM�S�E{ID;>9oS�¢:��� �²¸ ����� �²¸�¦4;O9�C6?BK W�_a`O`>;>9XA7MeC6KfSU;>IB9�;>M®MeSJGJRHKfSURHGJ?B`jE{ID;O9¡S¨�e=7�7IDG,��kL�H~��WHCV_a`O`>;>9XA©EHGJILK6CNQHRHGeCFIB\½SUWXCy`>?BMeS4E{ID;O9¡S}Kl?B9PcsC�QHCNMJKNGJ;>c{C6Q�?BM�\°ID`O`>I ³ M 1

Page 55: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, z �

7 S Z`i��90 8»\½SUWHCV`>?BMeS}EsID;O9oSy¢]ªT9T�U¸DYX�L9T� ¸'¦b;>M}E{ID;>9oS7��=@�HYT9HI�WHIDGe;866IB9¡SU?B`�EXGJIqdeCNKNSU;OID9,E{ID;>9oS�;OM=@?BQHCB~7 S Z`i J � 0 8»\�SUWXC�`§?�MeS[E{ID;O9¡S©¢:��� �²¸ ����� �²¸�¦®;O9�?@_a`O`>;O9HA@MeC6KfSU;>IB9�;>MwEsID;O9oS,��kL�¨SJWHC6GeC¯?BGeCSUWXGJC6C�K6?BMJCNM�?BM�\°ID`O`>I ³ ;>9XA 1IKJ:L 8»\.E{ID;O9¡S@�¹kT��ID9X`O�¤c{C6`OID9HADM}SJI@IB9HCVK6ID9oSJIDRHG6YaSJWHC69 1IKJ>r`J:L � 9HC�WHIBGJ;86NID9oS ?B`sEHGJI�deC6KNSJ;>ID9%_a`O`>;>9XA©EsIB;>9oSF¢:�����>� t ¸ �������>��¦};OM�=¨?BQXCB~IKJ>r��PL .bWHCNK ¼�;�\±_H`>`>;O9HA%EsIB;>9oS¨¢:�����>� t ¸ ����� � ¸'¦V;O9oSUC6GeMJCNKNSUM ³ ;OSUW�?B9o�<E{ID;>9oSyIB\�KNID9oSUIDRHGeM;>92SJWHC�IDcLdeC6KfS�;O=¨?�ADCB~¯8»\b;OS�;>MVSJGJRHC�Y½M�SUIDE¶_a`>`O;>9HAX~ � SUWHCNG ³ ;>MeCBY½=¨?�¼BC¯SUWHC�9HC¾ªLS�WHIBGJ;86NID9oS ?B`EHGeIqdeC6KfSU;>IB9%_H`>`>;O9HA©E{ID;>9oSF¢4�����>� t n �������>��¦f~IKJ>r��PL �T;O=@;O`§?BG}SJI%�LSUCNE�¢�¸D~ºnD¦¾YsSUWXC�_a`>`O;>9HA7EHGeITKNC6C6QXM[MJRHKNK6CNMJMJ;�kDCN`O�2RH9oSJ;>`½9HI,9HC ³ EHGeIqdeC6KfSU;OID9_a`O`>;>9XA©EsIB;>9oS�;>M�=@?BQHC�~I��PL 8»\[E{ID;>9oS·��kL�¶csCN`>ID9HABM�SJI�=7IDGeC%SJWa?B9�ID9HCPK6ID9oSJIDRHG6Y�SUWHCN9À9HI¶WHIDGe;86NID9oS ?B`�EHGeIqdeC6KfSU;OID9_a`O`>;>9XA©EsIB;>9oSy¢:�����>� t ¸ �������>��¦};OM�=¨?BQXCB~�aIDG¯SUWHC�;>9oSUCNGJ9a?�`wKNID9oSUIDRHG@;>9 �j;>ABM6~ z ~º�TYbSUWXC6GJC�?BGJCPSUWHGeC6CP_a`>`O;>9HA<MJCNKNSJ;>ID9HM 1�� c � � �e=7�HY� c � � ��kL�¨?B9XQ����q� � ��kL��¢£KN`>ILK ¼ ³ ;OMJCl¦�GeC6MeEsCNKNSU;�kDCN`O�D~}�wC6GeCBYaSUWXCy_a`O`>;O9HA¯IDGJQXC6G�S ?B¼�C6M�?B9oSU;��K6`OITK ¼ ³ ;OMJCBYB?B9HQ�_a`>`O;>9HA�IBGJQHCNG�;OM����®� � ��kL�HY­� c � � ��kL��?�9HQ2� c � � �e=7�HY ³ WH;>K W�?BGJC�GJCNAD;>ID9XM� � � YoÁq�:Áy?�9HQ@������;O9@��;>AH~ z ~ �L~j��WHC4K6IBGJGJCNMJE{ID9HQH;O9HA�_a`>`O;>9HAwGJC6MeRH`OSJM�?BGJC�MeWHI ³ 9¨;>9���;>ADMN~ z ~ � ¢`!��Áo¦¾~ �aIDG¯?B`O`±_a`O`>;O9HA�MeC6KNSJ;>ID9XM¯IB\�;O9oSUC6Ge9a?B`±K6ID9oSUIBRHGJM�;>9¥��;>ADMN~ z ~º�2?B9HQ z ~ mXY�SUWHC,EHGeIqdeC6KfSU;OID9_a`O`>;>9XA¤Kl?B9�csC�EHGeITKNC6CNQHC6Q cH?BMJCNQ·ID9<SUWHC�GeC6`§?qSUC6Q<_a`O`>;>9XA,GJRH`OC6M�IB\};O9oSUC6Ge9a?B`�KNID9oSUIDRHGeM6~@��WHC_a`O`>;>9XA©GJCNMJRH`�S4IB\jC6?BK W�M�SUCNE�;OM�MJWHI ³ 9�;O9P�j;>ADMN~ z ~ � ?B9HQ z ~O¸��X~8»Sw;>M49HC6KNC6MeMU?BG���SJI@E{ID;>9oS®IDRXS®SUWH?�SwSJWHC�_a`>`O;>9HA¯IB\jCl?BK W�EsID;O9oSw;O9�?�`>`­_a`O`>;>9XA¯GJC6AB;>ID9HM4;OM®;O9HQHC¾�E{C69HQHCN9oSl~���WHC6GeCN\°IDGeCBYHSUWXC�_H`>`>;O9HA©K6?B9�EXGJILK6C6CNQ�Ea?�GU?B`O`>C6`O`O�B~

#%$�� ��/7)23�9l1 <.56/7)�9HC ³ ?B9HQ�CN¬7K6;OC69oS[_a`O`>;O9HA7?B`>ADIBGJ;OSJWH=�;OMwQXCNkDCN`>IDE{C6Q�~V�LSJGJRHKfSURHGJ?B`�E{ID;O9¡SJMwI�\�Cl?BK W�K6ID9oSUIBRHG?BGeC,QHCNSJC6KNSJC6Q­Y�_a`>`O;>9HA�MJC6KfSU;OID9HM�?BGeC,QHCNSJC6GJ=7;>9XC6Q­Y±?B9HQ�SUWXCPGeRH`>CNM¯IB\®EHGJI�deC6KNSJ;>ID9�_a`O`>;O9HA2?BGeCQHCNMJK6Ge;>c{C6Q­~���WHC,=7CNSUWXITQ�K6?B9¥csC¤RXMJC6Q¥SUI�_H`>`}?�`>`«S:�TE{C6M�IB\®KNID9oSUIDRHG¯KNIDGJGeC6KfSU`O�B~���WXC,Cfª¡�;>M�SU;O9HA�=7CNSUWXITQHM¯MeRHK W�?�M©SUWHC �eMeC6C6QX��?�`>ADIDGe;OSJWH= ?B9HQ �eCNkBC69T�»ITQHQX��?�`>ADIDGe;OSJWH= Kl?B9H9XIBS¯_a`>`MJIB=@CPS:�TE{C6M¨IB\�K6ID9oSJIDRHG6Y ³ WH;OK W²?BGJC�MJWHI ³ 9 ;O9 �j;>ABM6~ z ~�¸¡¢�¸�¦¾Y z ~ nH¢¹¸�¦�?B9HQ z ~º�T~µ|bRXS,IDRXG=7CNSUWXITQ�Kl?B9�QXI¤;OSwK6IDGeGJCNKNSU`��D~®��WHC�_a`O`>;O9HA@EXGJILK6C6MeMV?B9HQ�GJC6MeRH`OS�co��IBRHG�=7CNSJWHITQ�?BGJCFMJWHI ³ 9

Page 56: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, ! �

;>9<��;>ADMN~ z ~�¸��XY z ~�¸�n¤?B9HQ z ~�¸D¸P¢£IB9H`O��Ea?BG�SVIB\«_a`>`O;>9HA@EHGJILK6CNMJMeC6MF?B9HQ2GJCNMJRH`�SUMVc{C6;O9HA,MJWHI ³ 9�¦¾~� RHG4?B`OADIDGJ;�SUWH=�;OM�CN¬7K6;OC69oS[?�9HQ%K6IDGeGJC6KfS®csCNKl?BRHMeCySJWHC�MeSJGJRHKfSURHGJ?B`ZEsIB;>9oSUM®?BGeCVRHMJCNQ�?B9HQ,SJWHC=7IDGJEHWXID`>IDAB;>Kl?�`T\°Cl?qSURHGeCwIB\­MeSUGeRHKNSJRHGU?�`sE{ID;>9oSJM�;OM±KNID9HMe;>QHCNGJC6Q¨;>9�SUWHC®_a`>`O;>9HAVEHGeITKNC6QHRXGJC6MN~ � RXG?B`OADIDGJ;�SUWH= Wa?�M¯csCNC69�RHMJCNQ \°IDG¯EHGeITKNC6MeMJ;>9XA�?�9HQ GeC6KNIDAD9H;�SU;>IB9 IB\wQHITKNRH=7C69oS�¢£Wa?B9XQ ³ GJ;�SJSUCN9QH;OAD;OSJM ¦b?B9XQ�´V8��,;>=@?BADC6MV¢£IDcLdeCNKNS®;>=@?BADCNM ¦¾~

Page 57: Processing and recognition of document and GIS images

����������� �������������������������� �!�"� �$#%���&�����'�(�')*���#+�����-, !H¸

****** ***

****** ***

****** *** ****** ***

****** ***

****** *** ****** ***

****** ***

****** ***

****** *** ****** ***

* * *

******* *

******* * ******* *

******* *

******* * ******* *

******* *

******* *

********** **********

************ *********** ******* *

************ *********** ******************

************ *********** ****************** ************ *********** ******************

************ *********** ******************

************ *********** ****************** ************ *********** ******************

************ *********** ******************

************ *********** ******************

************ *********** ****************** ************ *********** ******************

******* * * *** ** ********** ***

******* * * ***********************************************************

******* * * *** ** ******************************* ******* * * *** ********************************************

******* * * ***********************************************************

******* * * *********************************************************** ******* * * ***********************************************************

******* * * ***********************************************************

******* * * ***********************************************************

******* * * *********************************************************** ******* * * ***********************************************************

* ****** *********** ****** ** *****

* ****** *********** ****** ** *****

* ****** *********** ****** ** ***** * ****** *********** ****** ** *****

* ****** *********** ****** ** *****

* ****** ********************************** ** ***** * **** ************************************ ****************************

* **** ************************************ ** *****

* **** ************************************ ****************************

* ****** ********************************** **************************** * **** ************************************ ****************************

** * * * *

** * * * *

** * * * * ** * * * *

** * * * *

** ***************** * * * ** ***************** *********************

* ** ***************** * *

* ** ***************** *********************

** ***************** ********************* * ** ***************** *********************

* * * *

* * * *

* * * * * * * *

* * * *

***************** * * ***************** ********************

***************** * *

***************** ********************

***************** ******************** ***************** ********************

* ** * *

* ** * *

* ** * * * ** * *

* ** * *

******************** * * ******************** ********************

******************** * *

******************** ********************

******************** ******************** ******************** ********************

* * ** ****** *

* * ** ****** *

* * ** ****** * * * ** ****** *

* * ** ****** *

********************* ** ****** * ********************* *************** *

********************* ** ****** *

********************* *************** *

********************* *************** * ********************* ***********************

* ** * ** * *

* ** * ** * *

* ** * ** * * * ** * ** * *

* ** * ** * *

*********************** * ** * * *********************** ********* * *

*********************** * ** * *

*********************** ********* * *

*********************** ********* * * *********************** ********* ********

* **** * * * *

* **** * * * *

* **** * * * * * **** * * * *

* **** * * * *

*********************** * * * * *********************** ******* * *

*********************** * * * *

*********************** ******* * *

*********************** ******* * * *********************** ******* ********

* ******** * * ** *

* ******** * * ** *

* ******** * * ** * * ******** * * ** *

* ******** * * ** *

******************* * * ** * ******************* ****** ** *

******************* * * ** *

******************* ****** ** *

******************* ****** ** * ******************* ****** *******

* *** * * * *

* *** * * * *

* *** * * * * * *** * * * *

* *** * * * *

*********** * * * * *********** ****** * *

*********** * * * *

*********** ****** * *

*********** ****** * * *********** ****** ******

* * * * * *

* * * * * *

* * * * * * * * * * * *

* * * * * *

******** * * * * ******** ***** * *

******** * * * *

******** ***** * *

******** ***** * * ******** ***** *****

* * * * * *

* * * * * *

* * * * * * * * * * * *

* * * * * *

******** * * * * ******** ***** * *

******** * * * *

******** ***** * *

******** ***** * * ******** ***** ******

* * * * *** *

* * * * *** *

* * * * *** * * * * * *** *

* * * * *** *

********* * * *** * ********* ***** *** *

********* * * *** *

********* ***** *** *

********* ***** *** * ********* ***** *********

* ** * * * *

* ** * * * *

* ** * * * * * ** * * * *

* ** * * * *

*********** * * * * *********** ****** * *

*********** * * * *

*********** ****** * *

*********** ****** * * *********** ****** ***********

* *** * ******** *

* *** * ******** *

* *** * ******** * * *** * ******** *

* *** * ******** *

************** * ******** * ************** ************** *

************** * ******** *

************** ************** *

************** ************** * ************** *************************

* ** * *

* ** * *

* ** * * * ** * *

* ** * *

**************** * * **************** ************************

**************** * *

**************** ************************

**************** ************************ **************** ************************

* ** * *

* ** * *

* ** * * * ** * *

* ** * *

****************** * * ****************** ***********************

****************** * *

****************** ***********************

****************** *********************** ****************** ***********************

** * * *

** * * *

** * * * ** * * *

** * * *

******************* * * ******************* **********************

******************* * *

******************* **********************

******************* ********************** ******************* **********************

** ** ** *** *

** ** ** *** *

** ** ** *** * ** ** ** *** *

** ** ** *** *

******************* ** *** * ******************* *************** *

******************* ** *** *

******************* *********************

******************* ********************* ******************* *********************

***** * *** **** * *

***** * *** **** * *

***** * *** **** * * ***** * *** **** * *

***** * *** **** * *

****************** *** **** * * ****************** ********** * *

****************** *** **** * *

****************** ********** ******

****************** ********** ****** ****************** ********** ******

*** * *** * *

*** * *** * *

*** * *** * * *** * *** * *

*** * *** * *

************* *** * * ************* *** * *

************* *** * *

************* *** ******

************* *** ****** ************* *** ******

*** * * *

*** * * *

*** * * * *** * * *

*** * * *

*********** * * *********** * *

*********** * *

*********** ******

*********** ****** *********** ******

* * * *

* * * *

* * * * * * * *

* * * *

********* * * ********* * *

********* * *

********* ******

********* ****** ********* ******

** * * *

** * * *

** * * * ** * * *

** * * *

******** * * ******** * *

******** * *

******** ******

******** ****** ******** ******

* * * *

* * * *

* * * * * * * *

* * * *

****** * * ****** * *

****** * *

****** ******

****** ****** ****** ******

* * * *

* * * *

* * * * * * * *

* * * *

****** * * ****** * *

****** * *

****** ******

****** ****** ****** ******

* * * *

* * * *

* * * * * * * *

* * * *

****** * * ****** * *

****** * *

****** ******

****** ****** ****** ******

** * * * *

** * * * *

** * * * * ** * * * *

** * * * *

** ****** * * ** ****** * *

** ****** * *

** ****** ******

** ****** ****** ** ****** ******

* ** ** * * *

* ** ** * * *

* ** ** * * * * ** ** * * *

* ** ** * * *

**** ******** * * **** ******** * *

* ** ******** * *

**** ******** ******

**** ******** ****** **** ******** ******

* ** *** * * *

* ** *** * * *

* ** *** * * * * ** *** * * *

* ** *** * * *

******* *********** * * ******* *********** * *

* ** *********** * *

******* *********** *******

******* *********** ******* ******* *********** *******

* * **** * * *

* * **** * * *

* * **** * * * * * **** * * *

* * **** * * *

******** *************** * * ******** *************** * *

* * *************** * *

******** *************** *******

******** *************** ******* ******** *************** *******

* *** * * *

* *** * * *

* *** * * * * *** * * *

* *** * * *

************************** * * ************************** * *

* ****************** * *

************************** ******

************************** ****** ************************** ******

* * * *

* * * *

* * * * * * * *

* * * *

************************** * * ************************** * *

* * * *

************************** ******

************************** ****** ************************** ******

* * * *

* * * *

* * * * * * * *

* * * *

************************* * * ************************* * *

* * * *

************************* ******

************************* ****** ************************* ******

* * * *

* * * *

* * * * * * * *

* * * *

*********************** * * *********************** * *

* * * *

*********************** ******

*********************** ****** *********************** ******

* * * *

* * * *

* * * * * * * *

* * * *

********************** * * ********************** * *

* * * *

********************** *******

********************** ******* ********************** *******

** ** * *

** ** * *

** ** * * ** ** * *

** ** * *

******************** * * ******************** * *

** ** * *

******************** ******

******************** ****** ******************** ******

**** **** * *

**** **** * *

**** **** * * **** **** * *

**** **** * *

**************** * * **************** * *

**** **** * *

**************** ******

**************** ****** **************** ******

******** * *

******** * *

******** * * ******** * *

******** * *

******** * * ******** * *

******** * *

******** ******

******** ****** ******** ******

* *

* *

* * * *

* *

* * * *

* *

*****

***** *****

* *

* *

* * * *

* *

* * * *

* *

****

**** ****

***

***

*** ***

***

*** ***

***

***

*** ***

(1) (2) (3)

(4) (5) (6)

(7) (8) (9)

(10) (11)

�j;>ABRHGJC z ~O¸�n�1�3.ªX?B=7EH`OC !@IB\�EHGeIqdeC6KfSU;>IB9%_H`>`>;O9HAH~

Page 58: Processing and recognition of document and GIS images

� � ��� ���� �

� ��� ��� � � � ��"������j� ������� ��� � ��������� �¥"

��$'& (*),+.-�/%021234+.56/7)��WHC@QHC6MeK6GJ;OEXSU;OID9·I�\�cH;>9H?BGe�<;O=¨?BABC7KNID9oSUIDRXG�EH`>?'�LMF?B9 ;O=@E{IDGeSU?B9oS�GJID`OC7\°IBGySJWHC¨MeWa?BE{C¨QHC¾�MJKNGJ;OEXSU;OID9¯?B9HQ�GeC6K6IBAD9H;OSJ;>ID9�IB\�QXITKNRH=@CN9oS�?B9HQ7´V8��¯;O=¨?�ADC6MN~�8»S«;OM.RHMJCNQ@IB97KNID=7EHRXSUCNGjkL;>Me;>ID9­YEa?�SeSUCNGJ9,GJCNK6IDAB9H;OSJ;>ID9,?�9HQ%?BGeSJ;O_aKN;§?B`{;>9oSJC6`>`O;>ADCN9HK6C�~ �Z;>9XC[MJCNAD=@CN9oSlYHKNRHGek�?�SJRHGJC�?B9XAD`>C[I�\*`>;>9XC6M6YSUWXC©csCN9HQ¶?B9HAD`OC�c{CNS ³ C6CN9·9HCN;>ADW¡c{IDGJ;O9HA¨`O;>9HCNM6YZ?B9XQ2K6ID9okDC¾ªT;OS:�<?B9XQ¶KNID9HK6?'kL;�S:��IB\�SJWHC¯csCN9HQ?B9HAB`>C6M@?BGeC�RHMeCN\°RH`®SUI QHCNMJKNGJ;>c{C�SJWHC�MeWa?BE{C�IB\�cH;O9a?BG��¥;>=@?BADC6MN~ x�?B9o�À=7CNSJWHILQHM¤?B9XQ ?B`��ADIDGe;OSJWH=@M gi�aGJC6ÁX¸6prY gi�.���D�qprY g ���o� !BprY4g ���o� z prY g ���o� � prY gi|}h � ��prY g �T��| �Dz p�Y g x�x � nqprYg��[� � n�p�Y¶g ��. �Dz prY�guv �*h � !BprY¶gu�V?lkX�D�qprY�gu�F��� � �qpZ?B9XQ g �*�4� � n�p ³ CNGJC�QHCfkDC6`OIDE{C6Q,\°IDGbSJWHCQHCNMJK6Ge;>EXSJ;>ID9¶IB\�KNID9oSUIDRXGJMy;>9�SJWHC7Ea?BMeS6~P�TID=7C�QHC6MeK6GJ;OEXSU;OID9 ?�`>ADIDGe;OSJWH=@M�IB\�cH;O9a?BGe��K6ID9oSUIBRHG?BGeCwca?�MJC6Q,IB9,�aGJC6CN=¨?�9¨K6ILQHCNM�gu�aGeClÁX¸6prYsgu�j���D�qprY�g ���o� !BprY�g ���o� z ps?B9HQ<g ���o� � pr~.��9¤;O=@EXGJI'kDC¾�=7C69oSygi|}h � ��p­I�\ZSUWHCNMJC�?B`OADIDGJ;�SUWH=7M�;>M±SJWa?�S�MeID=7C ³ ;>9HQXI ³ M}?BGJC[RXMJC6Q,SJI¯;>9HKNGJCl?�MJC�?BKNK6RHGJ?BKN�B~��WHC�Cf¬7K6;>CN9HKN�ÀIB\VSUWXC6MJC<?�`>ADIDGe;OSJWH=@M�QHCNEsCN9HQHM,ID9À;O\VMeRH;OSU?BcH`>C�K6ID9XMeS ?�9¡S¤Ea?BGU?�=@CfSUC6GeM,?BGeCMJCN`>CNKNSUCNQ·co�2SUWXC@MeWa?BE{C¨?B9XQ·MJ;�66C�IB\bcH;>9a?�Ge�2KNID9oSUIDRHGN~¨��WHC@MJEH`O;OSeSU;>9XA,=@CfSUWHILQ�gu�X�w| �Dz p«;OM?B9�Cf¬7K6;>CN9oSVGJCNK6RHGeMJ;OkBC¯=@CfSUWHILQ�SJI¤`>ILKl?�SJCFKNGJ;�SU;>K6?B`*EsIB;>9oS¯¢�IDG�K6?B`>`OC6Q�EX;�ªTC6`§¦®?B9XQ�SUWHC¯?�9HAD`>Cc{CNS ³ C6C69©S ³ IV9HCN;>ADW¡c{IDGJ;O9HAw`O;>9HC�MJCNAD=7C69oSUMN~.�wI ³ CNkBC6G6YoSJWHC6MeC}K6Ge;OSU;OKl?B`oE{ID;O9¡SJM.?B9XQ¯?B9HAD`OC6M½Kl?B9L�9HIBS®c{CV\°IDGJ= ?�MJCNGJ;OC6M®MJCNS6Y ³ WH;>K W�=¨?B¼�C6M�SUWXCFQHCNMJKNGJ;>ETSU;>IB9�?B9XQ�RH9XQHC6GeMeS ?�9HQH;>9XA¨IB\�MJWa?�EsCyIB\cH;O9a?BGe�@;>=@?BADCNMbQH;�¬7K6RH`�Sl~��TID=7CV?B`OADIDGe;OSUWX=@M�g x�x � nqprY*g��[� � n�p*?B9HQ¶g ��. �Dz p­MeS ?qSUC[SUWH?�S4K6ID9L�SUIBRHGJM«?BGeC}SUGJ?B9HMe\°IBGJ=7C6Q©SUIF´�?BRHMeMJ;§?�9¯MJKl?�`>C�MJEH?BK6C�YT?�9HQ¯SUWHCN9�SJWHC4K6RHG�k�?�SURHGeC�IB\{SUWHC�KNID9oSUIDRHGeM;>M�Cfk�?B`>Ra?qSUC6Q�~j8:9�SUWHCNMJC4=@CfSUWHILQHMNYT?V`OID9HAVK6IB=@EHRTSU;>9XA[SU;>=7C};OM�9HC6CNQHC6Q@;>9¯IDGeQHC6G�SUI�KNID9HMeSJGJRHKfS

!¡n

Page 59: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, ! z

SUWXC�´�?BRHMJMe;§?B9FMJK6?B`>C±MJEa?BKNCB~.�w`>MeIHY�SJWHC}`>;O9HC6M½EHGeITQHRXK6C6Q�c¡�ySUWXCb=7CNSUWXITQ©K6?B9H9HI�Sj\°IDGe=!?�MJCNGJ;>CNMMJCfSl~.��WXC}=@CfSUWHILQHM�IB\�Ea?BG�SU;§?�`TILK6KN`>RHMe;>ID9¤guv �*h � !BpX?B9HQ¯RHMe;>9HAV?�EHEHGJIlªT;>=@?�SJ;>ID9 gu�V?lkX�D�qpT=¨?l�EHGeITQHRXK6C�GJCNQHRH9HQa?�9¡SyE{ID;>9oSJMVIDGV=@;OMJM[MeID=7C¯K6GJ;�SU;OKl?B`�EsID;O9oSUM6~ � SJWHC6Gy?B`OADIDGe;OSUWX=@M®IB\�_a9HQH;O9HAK6Ge;OSJ;>Kl?�`{E{ID;O9¡SJM}ID9,?©cX;>9a?BG��7K6ID9oSUIBRHG4?BGJCwca?BMeC6Q%ID9,K6RXGekDCVc{C69XQ%\°RX9HKNSJ;>ID9<gi� �V� � �qp�¢/.}|}�.¦IDG�?BGeK W¤WHC6;OADWoS«\°RH9HKNSJ;>ID9�g �½��� � nqpj¢°�[���.¦�GeC6MeEsCNKNSU;�kDCN`O�D~«��WHCw?BGeK W¤WHC6;OADWoS«\°RH9HKNSJ;>ID9@ca?BMeC6Q=7CNSUWXITQ2ID9X`O��AB;OkDCNM�?B`>`��[�w� k�?B`ORHC6M�?�`>ID9HA¤?%KNID9oSUIDRXG6Y ³ WH;>K W<;OMV9HIBS�?,ADILITQ2QXC6MJKNGJ;OEXSU;OID9IB\«MeWa?BE{C©C6MeEsCNK6;§?�`>`O� ³ WHCN92SUWHCNGJC¯?BGeC¯?¨`OIBS[IB\«MeEHRHGe;>IDRHM�EsID;O9oSUM�IB9<?¨K6ID9oSJIDRHG6~V��WXC¯K6RHG�kDCc{C69HQ7\°RH9HKNSJ;>ID97ca?BMeC6Q¤=7CNSJWHILQ@AD;�kDCNM±KNGJ;OSJ;>K6?B`HE{ID;>9oSUM«IB\­?FKNID9oSUIDRHGN~��wI ³ CNkBC6G6YTSUWHC®MJCN`>C6KfSU;OID9IB\�SJWHC6MeC¤K6Ge;OSU;OKl?B`«E{ID;>9oSJM�;>MFGJCN`§?�SJC6Q·SJI�SUWHC¨MJC6`OC6KfSU;>IB9 IB\4Ea?BGJ?B=7CNSUCNGJM�?B9HQ·SJWHGJCNMJWHID`OQ�K6ID9L�MeSU?B9oSl~%��`OMJIHY*SUWXC¨;>9oSJC6GJ9H?B`�K6ID9oSJIDRHG�I�\4?�cH;O9a?BG��2;>=@?BADC�Kl?�9·9HIBSFc{C¨EHGeITKNC6MJMeC6Q�ca?�MJC6Q·ID9SUWX;>M4?B`OADIDGJ;�SUWH=P~� 9HC%RHMJCf\°RH`4QHC6MeK6Ge;>EXSJ;>ID9¥IB\wcH;>9H?BGe��;O=¨?�ADC¤K6IB9¡SJIDRHG�MJWXIDRH`>Q�K6IB9¡SU?B;>9�?<MJRH;�S ?BcX`>C,MJCNGJ;OC6M�IB\`>;O9HC6M�¢£KNGJ;�SU;>K6?B`�EsIB;>9oSUMU¦�?B9XQ¨SUWHCN;>G±MJC6Ge;>CNM}IB\ZQHCNMJKNGJ;>ETSU;>IB9¨\°Cl?�SJRHGJCNM6Y ³ WH;>K W%?BGeC�`O;>9HC6?BGJ;�S:�DY¡K6ID9L�kDC¾ªT;OS:��IBG�K6IB9HKl?lkL;OS:��IB\«`>;O9HC6MNY�K6RXGek�?�SURXGJC¯?B9XAD`>C�Y�c{C69HQ<?B9XAD`>C�?B9HQ2K6IB9¡kBCfªT;OS:��IDG[KNID9HKl?lkL;OS:�IB\±csCN9HQ ?�9HAD`>C�~���WHC@=7CNSJWHILQ¶EXGJIDE{IDMJCNQ·;O9<SJWH;>M�K Wa?�EXSUCNGFK6?B9�=@?B¼�C7;�S�EsIBMJMJ;OcH`>C�~7�j;>GeMeSU`��DYSUWXC[`>;O9HCl?BGe;866?�SU;OID9@I�\�Me=@ILIBSJWHC6Q,cH;O9a?BG��¨;O=¨?BABC�K6IB9¡SJIDRHGeM�;>Mb;O9oSUGJILQHRHKNC6Q­YTSUWHCV`O;>9HC6?BGJ;�S:�DYLK6RHG¹�k�?�SURXGJC4?B9HAB`>CBYBK6ID9okDC¾ªT;OS:�7?B9HQ�KNID9HKl?lkL;OS:�©IB\�`O;>9HC6?BGJ;�66CNQ©`>;O9HC6M�?�GJC�QHCNMJK6Ge;>c{C6Q­YoSJWHC4csCN9HQ¨?�9HAD`>Cc{CNS ³ C6C69%9HCN;>ADW¡c{IDGJ;O9HA�`O;>9HC6?BGJ;�66CNQ@`O;>9HCNM±;OMbQHCfSUC6Ge=@;O9HC6Q�YX?B9XQ,K6ID9okDC¾ªT;OS:�¤IBGbK6IB9HKl?lkL;OS:�@IB\­SJWHCc{C69HQP?B9HAB`>C[;OM�QH;>MeK6RHMeMJC6Q�~b�j;O9a?B`O`O�DYoSJWHCVCfªTE{C6GJ;O=@CN9oS ?B`­GeC6MeRH`OSJMw?�9HQP?©QH;>MeK6RHMeMJ;>IB9�?�GJCVAD;�kDC69�~

��$54 ��� ? 965l) ?-7©-«5���7F+.56/7) 7B9��/7-�5f+��� � 0 ?�<.3®-�5���+�56/7) �2?�7

+�12-8?�< 7©)20 � ?�7$<.12-8? /�� 9l5l) ?�7©-«5���?V0 9l5l) ?�<

�ZCNS±SUWHC[M�S ?BG�SU;O9HA©E{ID;>9oS±IB\½?�cH;O9a?BGe�7;O=¨?BABCwc{C�SUWXC[RHEHE{C6G¹�:`>Cf\]SbKNIDGJ9XC6G6~«��WHC�K Wa?B;>9¨K6ILQHC[MJCfSIB\�;OSJM�K6ID9oSUIBRHG�J,;OM�GJCNEHGJCNMJC69oSJC6Q<?BM 1

� H � O � ��� ��� ���� �5M������� � ���>� � ��� R ¢ !H~O¸'¦³ WHCNGJC � Hw;>M±SJWHC[K Wa?�;>9,K6ILQHCwMJCNS4I�\*K6ID9oSUIBRHG�JsYX?B9HQ � ;OM±SJWHC[;>9XQHCfª@IB\ZSJWHC[K6IB9¡SJIDRHG}EX;�ªTC6`OM6~�TID=7C«IDGJ;OAD;>9H?B`BcH;O9a?BG��V;>=@?BADCNM*?BGJC«MJWXI ³ 9�;>9F�j;>ADM�!X~O¸¡¢¹¸�¦fYR!X~O¸¡¢ !¡¦fY�!H~ nX¢�¸�¦¾Y&!H~ z ¢�¸�¦Z?B9HQ !H~s!�¢�¸'¦GJCNMJE{C6KfSU;OkBC6`��D~«��WHC6;OG}K6IB9¡SJIDRHG}\°ID`O`>I ³ ;>9XA�GJCNMJRH`�SUM�?�GJCVMJWXI ³ 9%;O9%�j;>ADM/!H~�¸¡¢�nD¦¾Y:!H~�¸¡¢ � ¦fY !X~ nH¢rnD¦fY

Page 60: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, !4!

******

****** Y***** *****

*****

Y****

****** **

**************

****** * **************

**** *****

**** *****

*** *

*****************

*** Y ******************

*** *

*** Y

*** *

********************

*** * *********************

*** *

*** *

* *

*********************

* *

************************

** *

** *

** ****** *

***********************

** *****Y *

**************************

*** *

*** *

*** ** * *

************** ******

*** ** * *

*****************************

*** * *

*** *

** * * *

************** ******

** * Y *

*********************** ********

*** ****** * *

** ******Y *

* *** ** *

*************** *******

* ** * *

***************** *******

* *** * *

Y *** * *

* * *** * *

************* ******

Y *** * *

************** *******

* ** **** * *

* **** * *

* **** * * **

********* * *******

* ****** * *

****** ** ******

* *** ** * *

* ******* * *

**** * *

**** ******

Y** * *

*** ******

*** * *

Y* Y *

* *

******

* *

******

* *

* *

* *

*****

* *

*****

* *

* *

* *

*****

* *

******

** *

* *

** *

******

* *

******

* **

* *

* *

******

* *

*****

* *

* *

* *

*****

* *

******

** *

* *

* *

*****

* *

******

* *

* *

* *

*****

* *

******

* *

* *

* *

*****

* *

******

* *

* *

* *

*****

* *

******

* *

* *

* *

*****

* *

*****

* *

* * * *

******

* *

******

* **

* * * *

*****

* *

*****

* *

* * * *

*****

* *

******

* * * *

** *

******

* *

******

* ** * * * *

******

* *

******

** *

* *

* *

******

* *

******

* **

* *

* *

*****

* *

*****

* *

* *

* *

*****

* *

*****

* *

Y *

* *

*****

* *

*****

* **

*Y

* *

****

* *

****

* *

* *

****

* *

*****

* ***

* *

****

Y *

***

* *

** *

*****

*Y

****

* **

* *

****

***

* *

* *

***

***

***

* *

****

* *

****

* *

****

***

***

(1)

(2) (3)

(4)

(5) (6) (7)

��;>ADRHGeC !H~�¸21«��?B9XQ ³ GJ;�SJSUCN9%QH;>AD;�S®�¯?B9HQP;OSJM�EHGJILK6CNMJMJ;O9HA7GJC6MeRH`OSJM6~

**** **** Y*Y ****** * ** * * ******** ********* ** * ********* ** * Y******** ********* **************** * * * ****** * * * ****** ********** ******************* * * * *** * Y * *** ********** ********************** * ** * ******* *** * ** * Y****** *** ********* ***** *********** * ** * * ** * * ** * * ** * ******** ***** ********** * * * * * * * * * * * Y ********* ***** ********* ** ** * * ** * ** Y* * Y ** * ******** ***** ******* * * * * * * * * * * * * ********* ***** ***** ** * * * * * * * * * * * ******** ***** **** * ** * * * ** * * * * **Y ******* ****** ** * * * * ** * * * * ******** ****** ****** * * * * ****** * * * * ***Y ******** ****** ********* * ** * * *** * * * * * *** * ******* ****** *********** * * * * *** * * * * * *** Y ******** ****** ************** * * * * **** *** * * * * **** *** ******** ****** ************** * * * * *** ** Y * * * *** ** ******* ****** ************** * * * * ** *** * * * * ** *** ******* ****** ************* * * * * ** ** * * * * ** ** ******** ******************** * * * ** *** * * * Y* *** ******** ***************** * * * * * * * * ******* *** **************** * * *** * *** * * Y** * *** ****** ******* ************** * * ** ** * *** * Y ** *Y * *** ******* *********** ************ * * *** * * ** * * *** * * ** ******* **************** ************** * * **** * **** ** * * **** * ***Y ** **************************** ************** * **** ** * ** * * Y** YY * ** * ********************* ***** ************** * *** * * * * * *** * * * * ******************* ***** *************** * **** * * ** * * **** Y * ** Y **************** *********************** * ** * ** *** * * ** * Y* Y*Y * *************** *************** ****** * ** * * * * * ** * * * * ************* *************** ******* * ** * ** * * * ** * ** * * *********** **************** ******* * ** *** * * * * ** *** * * * ********* ***************** ****** * * ** ** * * * Y ** ** * * ********** ****************** ****** * * *** *** * * * * * *** **Y Y * * ************************* ****** ****** * ****** ** * * * * * Y***** ** * * * * *********************** ***** ****** * * * * * * * * * * * * ********************** ****** ****** * *** * * * * * *** * * * * ******************* ****** ***** * * * * * * * * * * * * ****************** ***** ****** * **** * * * * Y **** * * * * ************* ****** ****** ** *** * * * * ** *** * * Y * ******** ******* ******** ******** * ** ** * *******Y * Y* ** * ******************** * ****** * * *****Y Y ******************* * * * * ***************** ** * * * ************** ****** ** Y***** ** ****** ****** *****Y

(1) (2) (3)

�j;OADRHGeC�!H~ºn 1«��?B9XQ ³ GJ;�SJSUCN9�QX;>AD;�S4ÁDm�?B9HQ%;OSJM�EHGJILK6CNMJMe;>9HA7GJCNMJRH`�SUM6~

Page 61: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, ! �

********

********

********

Y*******

****************

**** ****

**** ****

**** ***Y

********************

*** *

*** *

*** *

*************************

*** *

*** **

*** *

******************************

***** *

***** *

***** *

********************************

* *

* *

* *

**********************************

** *

** *

** *

***********************************

* *

* *

* *

***************************************

* *

** **

* *

***************************************

* *

* *

Y *

***************************************

* *

* *

* *

***************************************

* *

** *

* *

*************************************

* *

* *

* *

**************************************

* *

* *

* Y

*************************************

*** *

*** *

Y** *

********** **********************************

********** ** *

********** ** *

Y********* ** *

****************** ********************************

***** *** * *

***** *** * *

***** *** * *

********************** *******************************

*** * * *

*** * * *

*** * Y *

*************************** *******************************

*** * * *

*** ** * *

*** * * *

****************************** *******************************

*** * * *

*** * * *

*** * * *

********************************** *********************************

* ******* *

* *** *** * * ******Y *

**********************************************************************

** *

** * * ** *

***********************************************************************

* *

* *

* *

*************************************************************************

** *

** *

** *

**************************************************************************

* *

* *

Y *

**************************************************************************

* *

* **

* *

************************************************************************

* *

* *

* *

************************************************************************

* *

* *

* *

************************************************************************

* *

* *

* Y

***********************************************************************

* *

* *

* *

**********************************************************************

** *

** **

Y* *

******************************************************************

*** *

*** *

*** *

***************************************************************

*** *

*** *

*** *

***********************************************************

****** *** *

****** *** **

****** **Y *

******************************* *****************

****** ***** **** **

****** ***** **** **

****** Y**** **** **

******************** ***********

* * ***********

* * ***********

Y * **********Y

*******************

* *

* *

* *

*********************

* *

** *

* Y

******************************

* *********

* *********

* *********

*********************************

* **

* ***

* *Y

*********************************

* *

* *

* *

*********************************

* *

* *

* *

**********************************

* *

* *

* Y

**********************************

* *

* **

* *

********************************

* *

* *

* *

********************************

* *

* *

* *

*******************************

* *

* **

* *

*****************************

* *

* *

* *

****************************

* **

* **

* **

**************************

* *

* *

* *

*************************

* **

* **

* **

***********************

* ***

* ***

* ***

********************

* *

* *

Y *

******************

* **

* **

* **

****************

* *

** *

* *

*************

* ***

* ***

* ***

**********

*********

**********

********Y

(1)

(2)

(3) (4)

�j;OADRHGJC !X~ z 1�|b;O9a?BG��P´�8��,=@?BGJ¼¤;O=¨?�ADC¯¸�?�9HQ;OSJM�EHGJILK6CNMJMe;>9HA7GJCNMJRH`�SUM6~

****************************** ******************************

* * * *

* * * *

* * Y *

********************************** **********************************

* **** **** *

* *** *** *

* Y** Y** *

********************************** **********************************

* * * *

* * * *

* Y * Y

********************************** **********************************

**** * * ****

*** * * ***

Y** * Y Y**

***********************************************************************************

* *********************** *

* *********************** *

Y Y********************** *

***********************************************************************************

* *

* *

* *

***********************************************************************************

* *

* *

* Y

***********************************************************************************

*** ****

** ***

Y* Y**

****************************************************************************

* *

* *

Y *

****************************************************************************

* *

* *

* *

****************************************************************************

* *

* *

* *

**************************************

****************************************************************************

**************************************

* *

************************************

* *

Y**********************************Y

* *

**************************************

****************************************************************************

* *

* *

* *

* *

* *

* *

**************************************

****************************************************************************

* *

* *

* *

* *

* Y

* Y

*********************************************

****************************************************************************

*** ****

**** ***

* ***

*** *

* **Y

Y** *

*********************************************

*********************************************************************

* *

* *

* *

* *

* *

Y *

*********************************************

*********************************************************************

* *

* *

* *

* *

* *

* *

*********************************************

*********************************************************************

* *

**** ****

* *

*** ***

* Y

Y** Y**

*************************************************************

*************************************************************

******** ********

* *

******* *******

* *

******Y ******Y

Y *

*************************************************************

*************************************************************

* *

* *

* *

* *

Y *

* *

*************************************************************

*************************************************************

* *

* *

* *

* *

* Y

* Y

*********************************************************************

*************************************************************

**** ****

******** ********

*** ***

******* *******

**Y **Y

Y****** Y******

*********************************************************************

*********************************************

* *

* *

* *

* *

Y *

* *

*********************************************************************

*********************************************

* *

* *

* *

* *

* *

* Y

*********************************************************************

*********************************************

* *

*** ****

* *

* ***

* Y

* Y**

****************************************************************************

**************************************

**** ***

* *

*** **

* *

**Y *Y

Y *

****************************************************************************

**************************************

* *

* *

* *

* *

Y *

* *

****************************************************************************

**************************************

* *

* *

* *

* *

* *

* Y

****************************************************************************

**************************************

* *

**************************************

* *

************************************

* *

Y***********************************

****************************************************************************

* *

* *

* *

****************************************************************************

* *

* *

* *

****************************************************************************

* *

* *

* Y

***********************************************************************************

*** ****

* ***

* **Y

***********************************************************************************

* *

* *

* *

***********************************************************************************

* *********************** *

* *********************** *

* Y*********************Y Y

********************************** **********************************

**** * * ****

*** * * ***

**Y * * **Y

********************************** **********************************

* * * *

* * * *

Y * * *

********************************** **********************************

* * * *

* * * *

* * Y *

********************************** **********************************

* **** **** *

* *** *** *

* **Y **Y *

****************************** ******************************

* * * *

* * * *

* Y * *

****************************** ******************************

* * * *

* * * *

* * * *

****************************** ******************************

* **** *** *

* *** * *

* **Y * *

************************** ***************************

* * * *

* * * *

* Y * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * * *

************************** ***************************

* * * *

* * * *

* * Y *

****************************** ******************************

* **** *** *

* *** ** *

* Y** Y* *

****************************** ******************************

* * * *

* * * *

* Y * *

****************************** ******************************

* * * *

* * * *

* * * *

(1)

(2)

(3) (4)

�j;OADRHGJC !X~H! 1±|b;O9a?BGe�%´�8��,=¨?�GJ¼¨;O=¨?�ADCyn7?�9HQ;OSJM�EHGJILK6CNMJMe;>9HA7GJCNMJRH`�SUM6~!H~ z ¢�nB¦}?B9HQ !H~s!�¢�nD¦bGeC6MeEsCNKNSU;�kDCN`O�D~«��WHCyQH;���CNGJC69XK6C�K6ILQHC�;>M�QHCf_a9HCNQ�?BM 1

� M=� � M��P��� �5M�� ¢ !H~ nB¦8:9¯SUWHC�Me=@ILIBSJWHC6Q�K6IB9¡SJIDRHGNY�� � M���CN^LRH?B`>M �VIDG}¸4ca?�MJC6Q7ID9¯SUWXC4?B`>ADIBGJ;OSJWH=!QHC6MeK6Ge;>c{C6Q�;>9 .bWa?BEL�SUCNG}nL~���WHC�Me=@ILIBSUW7\°ID`>`OI ³ ;>9HAVGeC6MJRX`OSUM±IB\­\°IDRXGbCfªX?B=7EH`OC6M±?BGJC®MJWHI ³ 9,;O9¤�j;OADMA!H~O¸o¢ z ¦¾Y !X~O¸¡¢£Áo¦fY!H~ºnH¢ z ¦fY !H~ z ¢ z ¦}?�9HQ !X~H!�¢ z ¦±GeC6MJE{C6KfSU;�kDC6`��D~� %(')%+* ��6 @ C+D�6F?]0;C �FC+D�� @ C D�6 ��� ? � 6 -/D C �76 0>6 D�<�6 <�- 6 ���WHC¤Me=@ILIBSJWHC6Q�K6ID9oSUIBRHG�K6?B9�csC@K6ID9okBC6GeSJC6Q�SUI�?�MJCfS¯IB\�`O;>9HCNM6Y ³ WH;>K W KNID9HMe;>MeS©IB\�IDGeQHC6GeC6QEH; ªXCN`>MN~ � RXG4SU?BMJ¼¨WHC6GeCy;OM}SUI@?BEHEHGeIlªX;O=¨?qSUC�SJWHC�K6ID9oSUIBRHGwI�\.?B9%;O=¨?BABC[RHMJ;O9HA�MeSJGU?B;OADWoS4`>;>9XC6M6~��CyK6?B`>`sSUWH;OM�EHGJILK6CNQHRHGJC�`O;>9HC6?BGJ;�6l?�SJ;>ID9@IB\�?¯K6IB9¡SJIDRHGN~� i ,g_ ^ OR^`\ _2\)( Z`^l_FidY QT^��d^`_/. Z`^l_Fi��VY�& i oG\ _Go ^��AidQXi _VU4iU4\�o i'&10�TRHEXEsIDMeCySJWa?�S®?�`>;O9HCl?BGe;86NC6Q,`>;O9HCVK6IB9HMJ;OMeSUM®IB\�MJID=7C�IDGJQXC6GJCNQ�EH; ªTC6`>MNYa?B9HQP;OSJM4K Wa?B;>9PK6ILQHC�MJCfS;>M

��� �H � O ��� �H g ��p � ��� �H g ¸Np����� ��� �H g � p�� ���� ��� �H g ��� �H ��¸6p R � ¢ !H~ z ¦

Page 62: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, !oÁ

³ WHCNGJC J�;>MVGJCNEHGJCNMJCN9¡SJC6Q·?BMVK6ID9oSJIDRHG J�IB\±?B9<;>=@?BADCBY�� �¥?�MV`>;>9XC�� ��I�\±KNID9oSUIDRXG J¶?B9XQ � � �H?BMySUWHC¨SJIBS ?�`±9¡RH=©c{C6G�IB\4EH;�ªTCN`>M ³ WX;>K W¥?BGeC¨K6IB9¡SU?B;>9XC6Q�;>9¶SUWHC¨`>;>9XC�� �j~2��`>;O9HCl?BGe;86NC6Q·`O;>9HCK6IB9HMJ;OMeSUM4IB\�IDGeQHC6GeC6QPEH;�ªTC6`OM ³ WH;>K WPWa?lkDC�SUWHCV\°ID`O`>I ³ ;>9XA�EHGeIDEsCNGeS:� 1;O\

� M��&� ��� �H g � p � ��� �H g �Dp ¢ � � �+� ����§g ��� �H ��¸Np]¦ ��¢��7� �+����§g ��� �H ��¸Np]¦ � ¢ !H~H!o¦SUWXC69

� � M�� � P ¸ ¢��� � mo¦ ¢ � � �+������>g � � �H � ¸6p§¦��¢ � � �+� ����§g � � �H ��¸Np]¦ � ¢ !H~ � ¦��WHCNGJCN\°IBGJCBYT?�`>;>9XCl?BGe;866CNQ¯`>;O9HC�K6ID9oSU?B;>9HM«ID9X`O��S ³ I�CN`>CN=@CN9¡SJM ³ WHIDMJCwK Wa?B;O9@KNITQHCNM«=@CNCNS 3�^LRH?q�SU;OID9 !H~ � Y½?B9HQ�SJWHCN�¶?�GJC�K Wa?B;O9·K6ILQHCNM �XY«¸DYjnTY z Y !HY � Y�ÁPIDGF�,GJCNMJE{C6KNSJ;OkBC6`O�B~¨��C7K6?B`>`.S ³ IC6`OC6=7C69oSUMF?BM�SUWHC7C6`OC6=7C69oSFK6ILQHCBY�?B9HQ¶SUWHCf�·?�GJC7GJC6EXGJC6MeC69oSUCNQ�co� � � �� ¸¨?�9HQ � � �� n%GeC6MJE{C6K¾�SU;�kDCN`O�D~<�aIDG�CfªX?B=7EH`>C�Y.;O\ � � �� ¸,;>M�K WH?B;>9�KNITQHC%ÁTY.SUWHCN9 � � �� n�;>MFID9H`��·K Wa?�;>9�K6ILQHC%��IBG �ca?BMeC6Q�ID9 3�^¡Ra?�SJ;>ID9 !H~ � ~¨8:9<SUCNGJ=7MFI�\±SJWHC¨?�csI'kDC7`>;O9HCl?�GJ;866?�SU;OID9�QHCf_a9H;�SU;>IB9�?�9HQ·EHGeIDE{C6GeS:�IB\jMJ=7ITIBSJWP\°IB`>`>I ³ ;O9HAHYXSJWHC©?B`OADIDGe;OSUWX=�IB\.`>;>9XCl?BGe;866;O9HA¯`>;O9HC6M4IB\.?@Me=@ILIBSUWXC6Q�KNID9oSUIDRXGwK6?B9�c{CQHCNMJK6Ge;>c{C6Q�?BM�\°ID`>`OI ³ M6~m#QT^ ORidQT^ \P_ ��r`J��`>;O9HC¯;>9HKN`>RHQXC6MVS ³ IPC6`OC6=7C69oSyK6ILQHC6MyMJI%SUWH?�S�SUWHC�_aGJM�SyEH;�ªTC6`�I�\�?%9HC ³ `O;>9HC�;>M�QHCN_H9HC6Q·?BMSUWXC�_HGJMeS®CN`>C6=7C69oS4KNITQHC�Y � � �� ¸D~m#QT^ ORidQT^ \P_ ��r��8»\ � � �� ¸F;>M4\°IDRH9HQ�YsSUWXC�QH;���CNGJC69XK6C©KNITQHC�Y �� �LY�c{CNS ³ C6C69�� � �� ¸©?B9HQ�SUWHCFK Wa?B;>9�K6ILQHC�IB\«9XCfªLSK6IB9¡SJIDRHG4EH; ªXCN`�Y ���LYa;>M�K6?B`>KNRH`§?�SJC6QP?BM

�� � � � � � � � ¸ � ¢ !H~ºÁD¦8»\ � �� � �=� �TY½SJWHC69 � �%;OMV9HIBS�SUWHC7MJCNK6ID9XQ C6`OC6=7C69oSyK6ILQHC�IB\bSJWHC@9XC ³ `O;>9HC�?B9XQ¶SJWHC@9XCfªLSMJC6?BGJK W�;>M�9HCNC6QHCNQ­~8»\ � �� � �:��¸DYXSUWXC69 ���¯;OM}SUWHC�MJCNK6ID9XQ�C6`OC6=7C69oS4K6ILQHC�IB\½SUWHC�9HC ³ `>;O9HCBY � � �� nT~m#QT^ ORidQT^ \P_ ��r��IKJ:L 8»\sS ³ I�CN`>CN=@CN9¡S«KNITQXC6M6Y � � �� ¸®?B9XQ � � �� nTY¡?BGeC4\°IBRH9HQ­YoSUWXC®QX; �sC6GJCN9HK6C4KNITQHC �� �:��csCfS ³ CNC69� � ¸�?B9HQ ����?B9HQ%SUWHC�QH;���CNGJCN9HK6C�K6ILQHC �� � �¯csCfS ³ CNC69� � �� n¯?B9HQ � ��?�GJC�Kl?B`OK6RH`>?�SUCNQ%?BM

�� �:�#� ��� � � � ¸ � ¢ !H~ �B¦

Page 63: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, !¡�

?B9HQ�� � �#� ��� � � � n � ¢ !H~ºmD¦

I��PL 8»\ � �� �:� �=� n¤IDG � �� � � �=� nLY*SJWHC69�?%9HC ³ `O;>9HC�;>MV\°IDRH9HQ�~78:9¶SUWH;OMVKl?BMeCBY*SUWHC7K Wa?B;O9K6ILQHC � ��I�\.EH; ªXCN` ��;O9PSJWHCFMe=@ILIBSJWHC6QPK6ID9oSJIDRHG®;>M�SUWHC�_aGeMeS[CN`>CN=@CN9¡S®KNITQHCyIB\�SUWHCy9HCfªLS�9HC ³`>;O9HCV?B9XQPSJWHC�K6ID9oSUIBRHG4EH;�ªTC6`�;>M}SUWXC�_HGJMeSwEH; ªXCN`­IB\½SUWHC�9HC ³ `>;O9HCB~I��PL 8»\*c{IBSJW � �� �:� ��� n�?B9HQ � �� � � ���²nTY¡SUWXC69¤SUWXC[EH;�ªTCN` ��c{C6`OID9HADM�SUI�SJWHC�MJ?B=7C[`>;O9HC�?�9HQ9HC¾ªTS®MeCl?BGeK W�;>M�9XC6C6QXC6Q­~��WHC¤M�S ?BG�SU;O9HA�EH; ªXCN`bIB\®?�K6ID9oSUIBRHG©MJWXIDRH`>Q�c{C¨SJWHC¨_aGeMeS¯EH; ªTC6` ³ WX;>K W�c{C6`>IB9HADMFSJI�SUWXC¨_aGJM�S`>;O9HCl?�GJ;86NC6Q,`O;>9HC�~.8»SUM4K Wa?B;O9%K6ILQHC�;>M}SUWXC�_HGJMeS®CN`>C6=7C69oS®K6ILQHCVIB\½SUWXC�_HGJMeS®`O;>9HC6?BGJ;�66C6Q,`O;>9HC�?�9HQSUWXC � � ¸¤;>MFK Wa?B;O9�K6ILQHC � ca?�MJC6Q¥ID9 .bGe;OSJC6GJ;OID9�nL~O¸%?B9XQ SUWHC¤EXGJIDE{C6G�S:�·IB\4SJWHC¤MJ=7ILIBSUWHCNQK6IB9¡SJIDRHG4QHCNMJK6Ge;>c{C6Q�;>90.bWa?BEXSJC6G�nT~ nL~±��WHCyMJCNK6ID9XQ�C6`OC6=7C69oS®K6ILQHC¤¢ � � nD¦bIB\�_aGJM�Sw`O;>9HC6?BGJ;�66CNQ`>;O9HC%;>M@K Wa?B;>9 K6ILQHC!·IDG@KNITQXC2Á�ca?�MJC6Q IB9 .bGJ;�SUC6Ge;>ID9ÀnT~ºnT~ ��GeID= SUWXC�MJCNK6ID9XQ�`O;>9HC�Y±SJWHCMeSU?BGeSJ;>9HA4EH; ªTC6`oIB\XIBSUWHCNG*`>;>9XCl?BGe;866CNQ�`>;>9XC6MZKl?�9Fc{C±QXCNSUCNGJ=7;>9HCNQFcH?BMJCNQ�ID9B.bGJ;�SUC6Ge;>ID9ynL~ z ~ � SUWHCNG`>;O9HCl?�GJ;86NC6Q,`O;>9HCNM®I�\�SJWHCFMe=@ILIBSJWHC6QPK6ID9oSJIDRHG4Kl?B9�csCV\°IDRX9HQ�cH?BMJCNQ�ID9%SUWHCF?Bc{I'kDCyK6GJ;�SUCNGJ;§?©;O9IDGeQHC6G�IB\{EH; ªTC6`>MjIB\�SUWHC4MJ=7ILIBSUWHCNQ¯K6ID9oSJIDRHG�CfªTKNC6EXS«SUWXC®`>?BMeS.EH;�ªTC6`TIB\{SUWHC�Me=@ILIBSUWXC6Q¯K6IB9¡SJIDRHGN~m#QT^ ORidQT^ \P_ ��r p|}?BMeC6Q ID9�SJWHCPEHGJIDE{C6G�S:�¥IB\V?<MJ=7ILIBSUWHCNQ KNID9oSUIDRXG6Y±SJWHCPK Wa?B;>9�K6ILQHCPIB\�SJWHC%`§?BM�S7EH;�ªTC6`�;O9SUWXC©MJ=7ITI�SUWHCNQ�K6ID9oSJIDRHG[;OM�K Wa?B;O92K6ILQHC !¤cH?BMJCNQ¶IB9 .bWa?BEXSJC6G�nT~ºnT~[�²WHCN9�SUWHC�`§?BM�S[EH; ªXCN`j;OMMJC6?BGJK WXC6Q­Ya\°ID`O`>I ³ ;>9HAFSUWHGeC6C�Kl?BMeC6M®MJWHIBRH`>QPcsC�KNID9HMJ;OQHC6GeC6Q­~I YPL 8»\ � � �� ¸wI�\ZK6RHGeGJCN9¡Sb`>;O9HC4;>M«K Wa?B;O9¨K6ILQHC z YoSUWHCN9¨SUWHCwK Wa?B;O9¨K6ILQHC !�IB\sSUWHCw`§?BM�S�K6ID9oSUIBRHG

EH; ªTC6`[MeWHIDRH`OQ c{C2SUWHC<MU?�=@C<?BM,SJWHC<MJC6KNID9HQ C6`>CN=@CN9oS�KNITQXCÀ¢ � � nD¦@IB\ySUWXC�KNRHGJGeC69oS`O;>9HC7IDG©c{C¨SUWXC,MJC6KNID9HQ¥C6`OC6=7C69oS¯KNITQHC¨IB\4SUWHC¤KNRHGJGeC69oS7`>;O9HCB~���WXC,`§?BM�S©EH; ªXCN`}IB\�SJWHCMe=@ILIBSUWXC6Q�KNID9oSUIDRXG�c{C6`>IB9HADMwSJI@SJWHC©K6RXGJGJCN9oSV`>;O9HCB~4��WHC©KNRHGJGeC69oSV`O;>9HC�;>M®SUWHCF`§?BM�S�`O;>9HCIB\j?¯MJ=7ITI�SUWHCNQPKNID9oSUIDRXG6~

I��]L 8»\ � � �� ¸bIB\aSJWHCbKNRHGJGeC69oS�`>;O9HC�;>MjK WH?B;>9©KNITQXC�!HYqSUWHC}`>?BMeS�EH; ªXCN`TI�\aSUWHC}Me=@ILIBSJWHC6QFK6ID9oSUIBRHGc{C6`OID9HADM�SUIPSUWHC@K6RHGeGJC69oS�`>;>9XCB~,��WHC¤KNRHGJGeC69oS©`O;>9HC�;OMySJWHC¨`>?BMeSF`>;O9HC�IB\}SUWXC¨MJ=7ILIBSUWHCNQKNID9oSUIDRHGN~

I+U L 8»\ � � �� ¸�IDG � � �� n¨IB\±SJWHC�K6RHGeGJCN9¡SF`>;O9HC©;OMVK Wa?B;>9<KNITQHC@nTY­SJWHC69<SUWXC7`>?BMeS�EX;�ªTC6`.I�\±SJWHCMe=@ILIBSUWXC6Q,K6IB9¡SJIDRHG4c{C6`>IB9HADM}SUI7?¯9HC ³ `>;O9HCB~j��WHC�9HC ³ `>;>9XC[ID9H`��¤K6IB9HMJ;OMeSUM4IB\½SUWXCV`§?BM�S

Page 64: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, !om

EH; ªTC6`s?B9HQ¤Wa?�MbID9HCwC6`OC6=7C69oS}KNITQHC�YXK Wa?�;>9¨KNITQXC�!H~.��WHCNGJCf\°IDGJC�YXSUWHCwK6RHGeGJCN9¡S}`>;>9XC®;OMb9HI�SSJWHC�`§?BM�S�`>;O9HCVIB\½SUWHC�MJ=7ILIBSUWHCNQ%K6ID9oSUIBRHG6~

�!MJ=7ITI�SUWHCNQPKNID9oSUIDRXGwK6?B9�c{C�`>;O9HCl?BGe;86NC6Q%ca?BMeC6QPID9PSJWHCF?BcsI'kBC�?B`OADIDGe;OSUWX=�YT?B9HQP;OSJM�GJC6`>?�SUCNQK Wa?B;O9%K6ILQHCVMJCfS � � �H YH?B9HQ �2?B9XQ �@K6ILIDGJQX;>9a?�SJC[MJCfSUM4IB\½`>;O9HCl?�GJ;86NC6Q,`O;>9HCNM}Kl?B9%c{C[\°IDRH9HQ�~�� ³ IWa?B9XQ ³ GJ;�SJSUCN9©QH;OAD;OSJMj�4;>9��j;>AH~R!X~O¸b?BGJC�S ?B¼�C69�\°GeID= SUWHCbtw8��T��Qa?qS ?Bca?�MJCB~���WHC6;OGj`O;>9HC6?BGJ;�6l?�SJ;>ID9GJCNMJRH`�S�;OM�MJWHI ³ 9 ;O9·�j;OADM6~�!X~O¸¡¢¹¸�¦V?B9HQ !H~O¸o¢`!¡¦¾Yj?B9XQ�SUWXC@M�S ?BG�SU;>9XA�E{ID;>9oSyIB\bCl?BK W `O;>9HC6?BGJ;�66CNQ`>;O9HCV;>M4GeC6EHGeC6MJCN9oSUC6Q2co�%K Wa?�GU?BKfSUC6G¨� �[�H~a��WHC�CN`>CN=@CN9¡S®KNITQHCNM6Y � � �� ¸F?B9HQ � � �� n©IB\�SUWHC�_aGJM�S`>;O9HC¤IB\��j;OAH~g!H~�¸¡¢ z ¦�?BGJC%K Wa?�;>9�K6ILQHC6M � ?B9HQ !�cH?BMJCNQ ID9 .bGJ;�SUCNGJ;>IB9�nT~ z GJCNMJE{C6KfSU;OkBC6`��D~�8»SK6IB9¡SU?B;>9XMbS ³ CN9oS:�¤S ³ I�E{ID;>9oSJM6~.��WHCVCN`>CN=@CN9¡S}K6ILQHC6MNY � � �� ¸�?B9XQ � � �� nFIB\*SJWHC[MJCNK6ID9XQP`O;>9HCwIB\;OSJM�K6ID9oSUIBRHG�?�GJC7K Wa?B;>9¶K6ILQHCNM©ÁP?B9HQ��,GJCNMJE{C6KfSU;OkBC6`��D~,8»SFK6ID9oS ?�;>9HMVS ³ I�EsIB;>9oSUMN~¨��WHCf��K6?B9c{C7\°IDRX9HQ ;>9��j;OAH~�!H~�¸¡¢ z ¦¾~P��IBG�SJWHC¨WH?B9HQ ³ Ge;OSJSJC69 QX;>AD;�SyÁDm�;O9 �j;OAH~�!H~ºnH¢�¸'¦fYj;�SUMy`>;O9HCl?BGe;86N;>9HAGJCNMJRH`�Sy;>M�MJWHI ³ 9�;>9¶�j;>AX~�!H~ºnH¢ z ¦¾~@� ³ I�=@?BGe¼�;>=@?BADCNM�?BGJC�S ?�¼BC69¶\°GJID= ´�8���¢£ADCNIDADGJ?BEHWH;OKl?B`;>9T\°IDGJ=@?�SU;OID9·M��LMeSUCN=¤¦¾Y ³ WH;OK WÀ?�GJC,MJWXI ³ 9 ;>9��j;OADM6~V!H~ z ¢�¸�¦©?B9XQ !X~H!�¢¹¸�¦f~���WXC6;>G¯`O;>9HC6?BGJ;�66CNQ`>;O9HC6M¤¢£MeC6C,�j;OADM6~ !H~ z ¢`!o¦F?B9HQ !X~H!�¢ !¡¦J¦y?BGJC@CfªLSUGJ?BKNSJC6Q�\°GJIB= SJWHC6;OG�MJ=7ILIBSUWHCNQ K6IB9¡SJIDRHGeMP¢£MJCNC�j;OADM6~ !H~ z ¢ z ¦}?B9XQ !H~s!�¢ z ¦J¦¾~� %(')%(' ��6 <F.�0��]? 1 .�0>6 ?AD���@ 6 -98 @+C D�6F?]0;C ��6 @ C+D�6 ���WHCy`>;O9HCl?BGe;86NC6Q%`>;O9HC6M4Kl?�9�c{C�\°IBRH9HQ�?�`>ID9HA7?�K6ID9oSJIDRHG®ca?BMJCNQ�ID9%SUWHCy=7CNSUWXITQPQHC6MeK6Ge;>c{C6Q�;O9.bWa?BETSUC6G9!H~ºnT~�¸D~j8»S±;>M�9HCNK6CNMJMU?�Ge�7SUWa?�S�MeID=@C4QHCNMJKNGJ;>ETSU;>IB97\°C6?�SURHGeC6MNY ³ WH;OK W¤?BGeC�SUWHC®K6RHG�k�?�SURHGeC?B9HAB`>CBY�`>;O9HCl?BGe;OS:�BYBK6IB9¡kBCfªT;OS:�©IDGjKNID9HKl?lkL;OS:��IB\{`>;O9HCl?BGe;86NC6Q�`O;>9HCNM6Yo?�9HQ¯csCN9HQ7?B9HAD`OCbIB\�`O;>9HC6?BGJ;�66CNQ`>;O9HC6M}?B9HQ%SUWHC�EHGeIDEsCNGeS:�,I�\.c{C69HQ�?B9HAD`OC6MNYa?BGJCV\°IDRX9HQ­~�TRHEXEsIDMeC@SJWa?�S�SUWHC �¥?B9XQ �2K6ILIDGeQH;>9a?qSUC�MJCfSUM�I�\bSUWXC¨`>;O9HCl?�GJ;86NC6Q<`>;O9HC � � I�\}SUWHC7MJ=7ILIBSUWHCNQK6IB9¡SJIDRHG�J,?BGJCy?BM�\°ID`O`>I ³ ;>9XA 1

� � �H ��O�� � �H g ��p ��� � �H g ¸6p ���� � � �H g � p�� ������ � �H g ��� �H � ¸6p R � ¢ !H~ � ¦?B9HQ

� � �H � O�� � �H g ��p ��� � �H g ¸Np������� � �H g � p �������� � �H g � � �H ��¸Np R � ¢`!X~O¸��D¦GJCNMJE{C6KfSU;OkBC6`��DY ³ WHCNGJC � � �H ;>M®SUWHCFSUIBSU?B`*9LRX=©csCNG[IB\«EH; ªTC6`>M�¢£E{ID;O9¡SJM ¦ ³ WH;>K W<?BGeC�KNID9oS ?B;O9HC6Q�;O9SUWXCy`O;>9HC � �<IB\½SUWXCyMe=@ILIBSJWHC6Q%K6IB9¡SJIDRHG�Js~

Page 65: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, ! �

x∆| |

x∆| |

y| |∆

y| |∆

x∆| |

x∆| |

y| |∆

y| |∆

0

90

180

270 6

0

2

4

l

sel

sel

sel se

�j;OADRHGJC !H~ � 14�j;O9HQH;>9XA@SUWXC�K6RXGek�?�SURXGJC¯?B9L�AD`OC[IB\.`O;>9HC6?BGJ;�66CNQ,`>;>9XC6M6~

startingpoint

43

5end point

startingpoint

0 1

7

end point

startingpoint

6

75

end point startingpoint

2

13

end point

startingpoint

5

4

6end point

startingpoint

7

60

end point startingpoint

1

0

2end point

startingpoint

3

4

2end point

(1) (2)

(3) (4)

(5) (6) (7) (8)

�j;OADRHGJC&!X~ºÁQ13�;>ADWoS«MeEsCNK6;§?�`aKl?BMeC6M�IB\sSJWHC4K6RHG�k�?�SURHGeC?B9HAB`>CB~� � iqUkS QRh Y OXS QXi Y>_/. Z iq\)( Zl^`_ idY QT^��ki o Z`^l_Fi'&108»\�SJWHC·`O;>9HC6?BGJ;�66CNQ�`O;>9HCNM%IB\¯?¥MJ=7ITI�SUWHCNQµK6IB9¡SJIDRHG�?BGJC2\°IDRX9HQ­Y[SUWXC·GJCN`§?�SJC6Q�MeSJGU?B;OADWoS�`O;>9HCc{CNS ³ C6C69�SUWHC,M�S ?BG�SU;O9HA<?B9HQ¥C69XQ E{ID;>9oSJM©IB\wCl?BK W¥`>;O9HCl?�GJ;86NC6Q�`O;>9HC@Kl?B9�csC¤\°IBRH9HQ­Y�?B9HQ�SJWHCMeSJGU?B;OADWoS®`>;>9XCy;OMwGeC6EHGeC6MeC69oSUCNQ2c¡� �����f~���WXC�K6RXGek�?�SURXGJC©?�9HAD`>CyIB\.?@`>;O9HCl?�GJ;86NC6QP`>;O9HC�;>M4QHCN_H9HC6Q?BM�SJWHC,QH;OGJC6KfSU;OID9�?B9HAB`>C¤c{CNS ³ C6CN9�SJWHC!�ÀKNITIBGJQH;O9a?�SUC¨?qªT;>M¯?�9HQ �����yIB\4SUWHC,`O;>9HC6?BGJ;�66CNQ `>;O9HCB~��WHC�K6RXGek�?�SURXGJCy?B9HAD`OCV;>M}\°IDGe=@CNQ%;>9P?B9oSU; �:K6`OITK ¼ ³ ;OSJW%MeS ?�GeSU;O9HA¯\°GJID=¿SUWHC�QH;OGJCNKNSU;OID9,IB\½SUWHC �K6ILIDGeQH;>9a?qSUCy?qªT;>M®SUI@SJWHC�QX;>GJCNKNSJ;>ID9�IB\�`>;O9HCl?�GJ;86NC6QP`>;O9HC�QHCNSJC6GJ=7;>9XC6Q�co�%SUWHCF`>;O9HCl?BGe;86NC6QP`>;>9XC��uMC6`OC6=7C69oS4K6ILQHCNM6~� ^`_Vo ^l_ . O � iUkS QRh Y OXS QXi Y>_/. Z iq\)( Zl^`_ idY QT^��ki o Z`^l_Fi'&10��WHC}KNRHGek�?�SJRHGJC4?�9HAD`>C±IB\�`>;O9HCl?�GJ;86NC6Q©`O;>9HC�Kl?�9¯csCb\°IBRH9HQ¯ca?BMeC6Q�ID9��j;OAH~X!H~ � ~��TRXEHEsIBMJC ��� � ��;>M�GJC6EXGJC6MeC69oSUCNQ ?BM[SJWHC¯K6RXGek�?�SURXGJC7?B9HAD`OC©IB\±?,`>;O9HCl?BGe;86NC6Q�`O;>9HC�YsSUWXC69 ��� � �� K6?B9<csC©\°IDRX9HQca?BMeC6Q IB9�\°IDRHGyKl?�MJC6M,¢£MJCNC¤�j;OAH~�!H~ � ¦ ³ WH;>K W·?BGJC@QHCNSJC6GJ=7;>9XC6Q·co�<S ³ I�C6`OC6=7C69oS�KNITQXC6M�I�\4?`>;O9HCl?�GJ;86NC6Q,`O;>9HCV?�M4\°IB`>`>I ³ ;O9HA%¢£KNIDGJGeC6MeEsID9XQH;>9HA¯\°IDRXG�^LRH?BQHGU?�9¡SJM ¦51IKJ:L � � �� ¸ Y>_ o � � �� n �]i ^`_/. U �FY>^`_GU4\�o i���f&J \;Q �2I O��Fi ,VQ�&�O��=S Y>oFQXY>_POWL`>CfS � � c{CVSUWHCVS ?�9HADC69oSw?B9HAB`>CVIB\�`>;O9HCl?BGe;86NC6Q,`>;O9HC � �jYHSJWHC69

� � ������� �>� ¢�� �� �

¦ � ¢`!X~O¸D¸'¦³ WHCNGJC

� � ������ � �H g ��p � � � �H g � � �H ��¸6p���� ¢`!X~O¸�nB¦

Page 66: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, � �

?B9HQ� �N� ���

� � �H g ��p � � � �H g ��� �H � ¸6p���� ¢`!X~O¸ z ¦³ WH;OK W�?BGeCVMJWHI ³ 9�;>9,SUWHCV_aGeMeS®^¡Ra?BQHGJ?B9oS®IB\��j;OAH~:!X~ � ~8»\ � � �� ¸y?B9HQ � � �� n©IB\�`>;O9HCl?BGe;86NC6Q,`>;O9HC � �<K6ID9XMJ;>M�S®IB\jK WH?B;>9%K6ILQHC �XYZ¸DYXIDG®nTYHSUWXC69

��� �� � ¢�¸lm � � ���*¦ � � ¢`!X~O¸�!o¦I��PL � � �� ¸ Y>_ o � � �� n �]i ^`_/. U �FY>^`_GU4\�o i pFf � \;Q � I O��Fi O�� ^`QTo ��S Y o QXY>_PO L8:9�SJWH;>M®Kl?�MJC � � ;OM®\°IBRH9HQ�cH?BMJCNQ�ID9�SJWHC©?�csI'kDCB3�^LRH?�SU;OID9HM !H~O¸B¸DY;!H~O¸'n7?B9XQq!H~�¸ z ~}8»\ � � �� ¸?B9HQ � � �� n¯I�\j`O;>9HC6?BGJ;�66C6Q,`O;>9HC � �<K6IB9HMJ;OMeS4IB\jK Wa?B;>9%KNITQHC !HY � YaIDG4ÁXYXSJWHC69

��� � �� �!¸'m � � t ¢¹¸'m � � ���½¦ � � ¢`!X~O¸ � ¦8»S4Kl?�9�c{CV\°IDRH9HQP;>9%�j;OAH~ !H~ � ~I��PL � � �� ¸ Y>_ o � � �� n �]i ^`_/. U �FY>^`_GU4\�o i���f�� \;Q p�I O��Fi &Ki U4\ _Vo �=S Y>oFQXY>_POWL8:9�SJWH;>MwKl?BMeCBY�SUWHCyS ?B9XADC69oSV?�9HAD`>C�Y � � Y{IB\�`O;>9HC6?BGJ;�66CNQ�`O;>9HC � �·;OM®\°IDRX9HQ�ca?BMeC6Q�IB9�\°ID`O`>I ³ ;>9HAC6^¡Ra?qSU;>IB9HM 1

� � ������� �>� ¢�� �� �

¦ � ¢`!X~O¸'ÁD¦³ WHCNGJC

� � ������ � �H g ��p � � � �H g ��� �H ��¸6p���� ¢`!X~O¸��B¦

?B9HQ� �N� ���

� � �H g ��p � � � �H g ��� �H � ¸6p���� ¢`!X~O¸'mD¦³ WH;OK W�?BGeCVMJWHI ³ 9�;>9P�j;>AX~:!H~ � ~8»\ � � �� ¸y?B9HQ � � �� n©IB\�`>;O9HCl?BGe;86NC6Q,`>;O9HC � �<K6ID9XMJ;>M�S®IB\jK WH?B;>9%K6ILQHCFnTY z YXIDG&!HYHSUWXC69

��� � �� � � � � t ¢¹¸'m � � ���½¦ � � ¢`!X~O¸ � ¦8»S4Kl?�9�c{CV\°IDRH9HQP;>9%�j;OAH~ !H~ � ~I+p�L � � �� ¸ Y>_ o � � �� n �]i ^`_/. U �FY>^`_GU4\�o i � f �b\;Q� I O��Fi ( \ SFQXO � ��SFY>o QXY>_ OWL8:9¤SUWX;>MbK6?BMJC�Y � � ;>M±\°IBRH9HQ¤ca?�MJC6Q%ID9@SUWHC�?Bc{I'kDC�3�^¡Ra?�SJ;>ID9XM)!H~�¸'ÁXY"!X~O¸��F?B9HQ !H~�¸'mX~.8»\ � � �� ¸

Page 67: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, � ¸

?B9HQ � � �� n¯I�\j`O;>9HC6?BGJ;�66C6Q,`O;>9HC � �<K6IB9HMJ;OMeS4IB\jK Wa?B;>9%KNITQHCyÁXYa��IDG �TYXSUWHCN9 ��� � �� � nD� � � t ¢¹¸'m � � ���½¦ � � ¢`!X~ n �D¦

8»S4Kl?�9�c{CV\°IDRH9HQP;>9%�j;OAH~ !H~ � ~I��PL�� ^:. �PO &K[]i Uk^`Y Z)U4Y�&Ki'&��WHCNGJC<?BGeC�C6;OADWoS¤MJE{C6KN;§?B`wKl?BMeC6M ³ WH;OK W�?BGJC�MeWHI ³ 9²;>9 �j;OAH~9!H~ºÁTY ³ WHC6GeC<SJWHC�Me=¨?B`O`wKN;>GeK6`>CGJCNEHGJCNMJCN9¡SJM}SUWHCwMeSU?BGeSJ;>9HAFEsID;O9oSbIB\Z?F`>;O9HCw?B9HQ¨C6?BK W,MJ=@?B`O`aMJ^¡Ra?BGeC[csIlª@GJCNEHGJCNMJCN9¡SJM4ID9HC�E{ID;O9¡SIB\.?@`>;O9HCVGJCNMJE{C6KfSU;OkBC6`��D~�8:9�SJWHC6MeC�K6?BMJCNM6YsSJWHCy`>;>9XCl?BGe;866CNQ�`O;>9HCV;OM®?@MeSJGU?B;OADWoS®`>;>9XC ³ ;�SUWPID9HCyIB\C6;OADWoS[K Wa?�;>92K6ILQHC©QX;>GJCNKNSJ;>ID9HM¯¢«\°GJIB=�K Wa?�;>92K6ILQHC �¨SJI%�D¦�?�9HQ�SUWHC¯K WH?B;>9�KNITQXC¯IB\�SUWHC�`§?BM�SE{ID;>9oS�;OM � � �� nT~.8»S®;>M�KN`>C6?BG}SUWa?qS ��� � �� Kl?�9�c{CV\°IDRH9HQ%ca?BMeC6Q�ID9P�j;>AH~ !H~ Á@?BM}\°IB`>`>I ³ ;O9HA 18»\½SUWHCNGJCy;>M

� � �H g ��p;� � � �H g � � �H � ¸6p ¢`!X~ nT¸'¦\°IDG}SJWHC�`>;>9XCl?BGe;866CNQ,`>;O9HC � �jYHSJWHC69%SUWHCNGJCF?BGJC[S ³ I7Kl?BMeC6M 1m#Y�&Ki J�0 8»\ � � �� ¸�IB\½SUWHC�`O;>9HC6?BGJ;�66C6Q,`O;>9HC�;>M�K Wa?B;O9�KNITQXC�nLY ��� � �� � � � � �m#Y�&Ki �90 8»\ � � �� ¸�IB\½SUWHC�`O;>9HC6?BGJ;�66C6Q,`O;>9HC�;>M�K Wa?B;O9�KNITQXCFÁTY ��� � �� � nD� � � �

8»\jSJWHC6GeCy;OM� � �H g ��p;� � � �H g � � �H � ¸6p ¢`!X~ nDnB¦

\°IDG}SJWHC�`>;>9XCl?BGe;866CNQ,`>;O9HC � �jYHSJWHC69%SUWHCNGJCF?BGJC[S ³ I7Kl?BMeC6M 1m#Y�&Ki �90 8»\ � � �� ¸�IB\½SUWHC�`O;>9HC6?BGJ;�66C6Q,`O;>9HC�;>M�K Wa?B;O9�KNITQXC !XY ��� � �� �!¸'m � � �m#Y�&Kiqp 0 8»\ � � �� ¸�IB\½SUWHC�`O;>9HC6?BGJ;�66C6Q,`O;>9HC�;>M�K Wa?B;O9�KNITQXC��TY ��� � �� � z Á � � �

�aIDG}SUWHC�`O;>9HC6?BGJ;�66C6Q,`O;>9HC � ��Ya`>CfS� �N� ��� � �H g ��p � � � �H g � � �H � ¸6p � ¢`!X~ n z ¦

?B9HQ� � � ��� � �H g ��p � � � �H g � � �H � ¸6p � ¢`!X~ n !o¦

8»\ � � � � �sYLSUWHCN9PSJWHC6GeCy?BGJCV\°IDRHG�K6?BMJCNM�?�M4\°IB`>`>I ³ M 1m#Y�&Ki�90 8»\ � � �� ¸�IB\½SUWHC�`O;>9HC6?BGJ;�66C6Q,`O;>9HC�;>M�K Wa?B;O9�KNITQXC7¸BY ��� � �� � ! � � �m#Y�&Ki � 0 8»\ � � �� ¸�IB\½SUWHC�`O;>9HC6?BGJ;�66C6Q,`O;>9HC�;>M�K Wa?B;O9�KNITQXC z Y ��� �� ��¸ zo� � �

Page 68: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, � n

m#Y�&Ki � 0 8»\ � � �� ¸�IB\½SUWHC�`O;>9HC6?BGJ;�66C6Q,`O;>9HC�;>M�K Wa?B;O9�KNITQXC � Y ��� � �� � nDn � � �m#Y�&Ki �90 8»\ � � �� ¸�IB\½SUWHC�`O;>9HC6?BGJ;�66C6Q,`O;>9HC�;>M�K Wa?B;O9�KNITQXC��LY ��� � �� � z ¸ � � �

��WHC,MJCNGJ;OC6M©IB\4KNRHGek�?�SJRHGJC¤?B9HAD`OC6M©IB\4`O;>9HC6?BGJ;�66CNQ·`>;O9HC6MyIB\®MJ=7ILIBSUWHCNQ K6IB9¡SJIDRHG'J·K6?B9 c{C\°IDRH9XQ�ca?�MJC6Q�ID9<SUWHC7?Bc{I'kDC@?B`>ADIBGJ;OSJWH=P~©��WHC7MJC6Ge;>CNMFIB\bK6RHG�k�?�SURHGeC7?B9HAD`OC6M�IB\b\°IBRHG�MU?B=7EH`>C;>=@?BADCNM�;>97�j;OADM6~k!H~�¸¡¢ z ¦fYk!H~�¸¡¢£Áo¦fY4!X~ nH¢ z ¦�?B9HQB!H~ z ¢`!¡¦�?BGeC4MJWHI ³ 9¤;O9@��?BcH`OC6MA!H~�¸DY !H~ºnTYN!H~ z ?�9HQ!H~s!¯ca?BMeC6Q%ID9,SUWHC�?�csI'kDC�?�`>ADIDGe;OSJWH=�GJC6MeEsCNKNSJ;OkDCN`O�B~±�aIDG±CfªX?B=7EH`>C�Y ��� � �� IB\*SUWHCV`O;>9HC6?BGJ;�66CNQ`>;O9HC �V;O9��j;>AH~ !H~�¸DYo;>M«n � �X~ m � � ¢£MeC6C4�j?�cH`>C&!H~�¸�¦¾Y ³ WH;>K W7Kl?�97c{C�\°IDRH9HQ�;O9©SUWHC}SJWH;>GeQ7^¡Ra?�QHGU?B9oS6~��WHC�`>;O9HC�n¯;>9%�j;OAH~:!X~O¸@¢£MeC6Cy�j?�cH`>C !H~�¸�¦b;OM4?�MeEsCNK6;>?B`ZKl?BMeC�;>9 ³ WH;>K W � � �� ¸�;OM�K Wa?B;>9%KNITQHCyÁXY?B9HQ ��� �� � nD� � � ca?�MJC6QPID9%SUWHCy?Bc{I'kDC .}?BMeC©nT~� %(')% $ ��6 @ C+D�6F?]0;C 143��A<�-�D �/6�� C 143 ?AD� <�-�D�<�? ��C 143 -/8�@+C D�6F?]0;C ��6 @ C+D�6 ���WHC4`>;O9HCl?�GJ;OS:�FIB\­?�`O;>9HC6?BGJ;�66CNQ¯`>;>9XC�;>M.SUWXC4k�?BGe;§?B9XK6C4=@C6?BMJRXGJC4csCfS ³ CNC69¨?y`O;>9HC6?BGJ;�66C6Q¯`O;>9HC4?�9HQ;OSJM �����¾~¯��WHC�KNID9okDCfªT;�S:��IBGVK6ID9HK6?lkT;�S:�2IB\b?,`>;>9XCl?BGe;866CNQ2`>;O9HC©QHCNMJK6Ge;>c{C6MVSUWXC7AB`>IDca?�`�k�?BGJ;>?B9HKNCSUGeC69HQ¯I�\{SJWHC}`O;>9HC6?BGJ;�66C6Q�`>;>9XCb?B`OID9HAV?[QX;>GJCNKNSJ;>ID9 ³ WX;>K W¯;>MjQHCNSJC6GJ=7;>9XC6Q¯co��SJWHC}C6`OC6=7C69oS�KNITQHCNMIB\{SUWHC®`>;O9HCl?�GJ;86NC6Q�`>;O9HCB~½8»S±;>M�K6`OCl?BG�SJWa?�S�;O\ ��� � �� IB\­?y`O;>9HC6?BGJ;�66CNQ7`O;>9HC�;OM � � Yd! � � Y � � � Y�¸ zo� � Y¸'m � � Y�nDn � � Y�nB� � � IDG z ¸ � � YTSUWXC69,SUWHC�`>;>9XCw;OMbSUWHC�MU?B=7C[?BMb;OSUM �����¾~���WHCNGJCN\°IBGJCBYX;>9¨SJWHC6MeCVKl?BMeC6MSUWXC�`O;>9HC6?BGJ;�S:� IB\wSUWHCP`>;O9HCl?BGe;86NC6Q�`>;>9XC6M�;>M�=7;>9H;O=©RH=PY �XY}GJCNMJE{C6KfSU;OkBC6`��D~ ��WHCf�À?�GJCP9HC6;�SUWHCNGK6IB9¡kBCfªP9HIBG®KNID9HK6?'kBCB~

8:9%ADC69HCNGU?B`rYTSJWHCV`>;O9HCl?BGe;OS:�BYLKNID9okDC¾ªX;�S:�%IDG}KNID9HKl?lkL;OS:�¨IB\�?©`>;O9HCl?BGe;86NC6Q¨`O;>9HCw;>Mb\°IBRH9HQ%ca?BMeC6QID9,SUWXC�\°IB`>`>I ³ ;O9HA¯?B`OADIDGJ;�SUWH=P~Y=r � � i hPidQROX^`U4Y>Z�o ^ & ORY>_ U4i8:9<IDGJQXC6GVSUI%Kl?�`>K6RX`§?�SJC�SUWHC�`O;>9HC6?BGJ;�S:��I�\}?,`>;O9HCl?�GJ;86NC6Q2`O;>9HC�Y�SUWHC¯kBC6GeSJ;>K6?B`�QH;>M�S ?B9XK6C�csCfS ³ CNC69Cl?�K W�EsIB;>9oS7IB\[SUWXC�`O;>9HC6?BGJ;�66C6Q�`>;O9HC%?B9HQÀ;OSUM ������9HC6CNQÀSUI�csCPKl?B`OK6RH`>?�SUCNQ­~�8»S@;>M7MJWHI ³ 9�;O9�j;OAH~W!H~º�T~ �ZCfS � ����csC�SUWXCwQH;OMeSU?B9HK6C4c{CNS ³ C6CN9¨SUWHC®MeSU?BGeSJ;>9HAy?B9XQ@CN9HQ¨E{ID;>9oSJM�I�\�SUWXC®`O;>9HC6?BGJ;�66CNQ`>;O9HCBYLSUWHCN9

� ���A��� ¢:� � �H g ��p � � � �H g � � �H ��¸6p§¦ � t ¢:� � �H g �qp � � � �H g � � �H ��¸6p§¦ � � ¢`!X~ n � ¦�ZCNS � � M«c{C¯SUWHC�QH;OMeSU?B9HK6C�c{CNS ³ C6CN9�SUWXC7M�S ?BG�SU;O9HA%EsID;O9oS�?B9HQ<SUWHC�E{ID;>9oS � IB\�SUWXC7`O;>9HC6?BGJ;�66CNQ`>;O9HCBYLSUWHCN9

� � M=� � ¢:� � �H g ��p � � � �H g � p§¦ � t ¢:� � �H g �qp � � � �H g � p]¦ � � ¢`!X~ nBÁD¦�ZCNS � � M.c{CFSJWHC©QH;OMeS ?�9HK6CFcsCfS ³ CNC69<SUWHCFC69HQ2E{ID;>9oS�?B9HQ�SJWHC�E{ID;>9oS � IB\�SJWHC�`O;>9HC6?BGJ;�66C6Q�`>;O9HCBY

Page 69: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, �Bz

h [i]v

l se d se

d si d ei

Starting point End point

Point i

Vertical distance

x[0], y[0]Starting point

End point

4

55

4

+

x[0], y[0]Starting point

End point

6

6

5

5

+ −

x[0], y[0]

End point

2

3

3

2+

Starting point

x[0], y[0]Starting point

End point

34

43 −

+

x[0], y[0]Starting point

End point

6

7

7

6+ −

x[0], y[0]Starting point

End point

10

01+

x[0], y[0]Starting point

2

3

3

2+−

x[0], y[0]Starting point

End point

07

70

+−

(3) (4) (5) (6)

(8) (9)(7) (10)

h [j]v

h [i]v

(1)

End point

Starting pointPoint i

Vertical distance

Straight line between

x[0], y[0]x[i], y[i]

two terminal points

sel

x[j], y[j]

(2)

�j;OADRHGJC !X~ � 1P��WHC%kDCNGeSU;OKl?B`4QH;OMeSU?B9HK6CPIB\�EsID;O9oSUM7?B9HQ MJ;>AB9 QHCfSUCNKNSU;OID9�Ea?�SJSJC6Ge9HM@I�\�kDCNGeSJ;>Kl?�`QH;OMeS ?�9HK6CV\°IDG�`O;>9HC6?BGJ;�66C6Q,`O;>9HCNM6~SUWXC69

� � MP��� ¢4� � �H g � p � � � �H g � � �H � ¸6p§¦ � t ¢:� � �H g � p � � � �H g � � �H ��¸6p§¦ � � ¢`!X~ nD�B¦�ZCNS����Bg � pac{C}SUWHC}kBC6GeSJ;>K6?B`HQH;OMeS ?�9HK6C�c{CNS ³ C6CN9¨E{ID;>9oS � IB\�SJWHC�`>;O9HCl?BGe;86NC6Q©`O;>9HC�?�9HQ¯;OSJM �����¾YDSUWXC69

���Bg � pP� ���� ¢ � � M]¦ � ��¢ ¢e¢ � ���e¦ � t ¢ � � M§¦ � �²¢ � � M]¦ � ¦nH¢ � ���e¦ ¦ � � ¢`!X~ nBmD¦

�9r � ikORi UWOX^`_/. O��Fi &�^:. _ \)( h idQROX^`U4Y>Z/o ^ & ORY>_ U4i��WHCbkBC6G�SU;>K6?B`XQX;>MeSU?B9HKNC����Bg � pXKl?B9¯c{C}Kl?�`>K6RX`§?�SJC6Q©ca?�MJC6Q¯IB9©SUWHC�?�csI'kDC+3�^¡Ra?�SJ;>ID9XMg!H~ºn � Y�!H~ºnBÁXY!H~ºnD�¨?B9XQ !H~ºnBmX~F�T;O=@;O`§?BGe`O�BYHSUWHC©kBC6GeSJ;>K6?B`jQH;OMeSU?B9HK6C�Y���Dg �Dp�Y�Kl?B9<c{C�\°IDRH9HQ�Y ³ WH;>K W<;>MwMJWHI ³ 9;>9��j;OAH~g!H~º�H¢¹¸�¦f~ �wI ³ CNkDCNG6Y ³ C�9XC6C6Q SUI¶QHCNSJC6KNS7SUWXC�KNID9okDCfª IDG�KNID9HKl?lkBC�K6IB9¡SJGJ;OcHRXSU;OID9¥IB\?,EsIB;>9oSlYZSUWXC7Me;>AD9¶IB\�kDCNGeSU;OKl?B`�QX;>MeSU?B9HKNCBY½ca?BMJCNQ·ID9<SUWXC7`OITK6?�SU;OID92c{CNS ³ C6C69�SUWH;OMVEsID;O9oS�?�9HQ;OSJM������f~·�aIDG©CfªX?B=7EH`OCBY.SUWXC,MJ;>AB9�IB\���Bg � p�;OM©K6IB9¡kBCfªµ¢°EsIDMe;OSJ;OkDCl¦fY«?B9XQ¥SJWHC,MJ;OAD9�IB\���Bg �Dp�;OMK6IB9HKl?lkDC�¢°9HC6Ao?qSU;OkBC'¦¾Y ³ WH;>K W¶?BGeC¯MJWHI ³ 9¶;>92�j;OADM6~P!H~º�H¢�¸DYºnD¦¾~F��WHC¯QXCNSUCNKNSJ;>ID9¶?B`OADIDGJ;�SUWH= K6?B9c{CVQHC6MeK6GJ;OcsCNQ�?BM�\°ID`O`>I ³ ;>9XAH~�j;OGJMeSJ`O�BYTSUWXCy`O;>9HC�C6^¡Ra?�SJ;>ID9%IB\ �����}K6?B9PcsCVGeC6EHGeC6MJCN9oSUC6Q�?BM�\°ID`>`OI ³ ;O9HA 1

�N� ¢:� � �H g � � �H ��¸Np � � � �H g �qp]¦¢:� � �H g � � �H ��¸Np � � � �H g ��p]¦ ¢:� � � ��H g ��p]¦ t � � �H g �qp�� ¢`!X~ n � ¦

Page 70: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, � !

8»\/� � � � �H g � prYHSUWXC69Pca?BMJCNQ�ID9,SJWHCy?BcsI'kBCFCN^LRH?�SU;OID9� M=� ¢:� � �H g � � �H �À¸6p � � � �H g ��p]¦¢4� � �H g � � �H �À¸6p � � � �H g ��p§¦ ¢:� �

�H g � p � � � �H g �qp]¦ t � � �H g ��p � ¢`!X~ z �D¦

³ WHCNGJC � M4;>M¯SJWHC%GJC6MeEsIB9HQH;>9XA¶k�?B`ORHC,ID9�`>;>9XC �����f~ �TC6KNID9HQH`��DY�SUWHC%K6IB9¡kBCfªT;OS:��IDG�KNID9HKl?lkL;OS:�K6IB9¡SJGJ;OcHRXSU;OID9 IB\®C6?BK W E{ID;O9¡S©;>M©QHCfSUCNGJ=7;>9HCNQ�co��SUWHC,Ea?qSJSUCNGJ9HM�MeWHI ³ 9 ;O9¥�j;>ADMN~V!X~ �H¢ z � ¸��o¦f~�ZCNS ��� �6g � p­c{C�SUWHCwkDC6G�SU;OKl?B`sQH;>M�S ?B9HKNC ³ ;OSJW¤MJ;OAD9¨\°IDG�SUWHC�EsID;O9oS � I�\ZSUWHC[`O;>9HC6?BGJ;�66CNQ¨`>;O9HCBY¡SUWXC69��� �6g � p*K6?B9�c{C�QHCNSJC6Ge=@;O9HC6QP?BM�\°ID`O`>I ³ ;>9HA�ca?BMJCNQ�ID9,SJWHC�Ea?�SJSJC6Ge9HM4;>9P�j;>ABM6~ !H~º�H¢ z � ¸��D¦�1

� 8»\�C6`>CN=@CN9oS«K6ILQHC6MNY � � ¸®?B9HQ � � nTYoIB\sSUWHC4`O;>9HC6?BGJ;�66C6Q�`O;>9HC}KNID9HMe;>MeS�IB\�K Wa?B;O9@KNITQHCNM}n'�¹ÁXYSJWHC69

��� �6g � pP������ �������Bg � p ¢ ��M � � �H g � p§¦����Dg � p�¢ ��M � � � �H g � p§¦� ¢ ��MP� � � �H g � p§¦

¢`!X~ z ¸'¦

� 8»\�CN`>CN=@CN9¡S�K6ILQHC6MNY � � ¸¤?�9HQ � � nTY�IB\}SJWHC¨`O;>9HC6?BGJ;�66C6Q¶`>;O9HC7K6ID9HMe;>M�S©IB\�KNITQXC6M ����nPIBGÁq�:mXYTSJWHC69

��� �6g � pP������ ��������Dg � p�¢ ��M � � �H g � p§¦���Bg � p ¢ ��M � � � �H g � p§¦� ¢ ��MP� � � �H g � p§¦

¢`!X~ z nB¦

U r � �FibZ`^l_FidY QT^ O�� i Y;&�S QXi;f]U4\ _Ph ikjF^ O�� \;Q U4\ _ U4YkhF^ O�� \)(�Zl^`_ idY QT^��ki o Z`^l_Fi'&�ZCNS�� ���·csC�kDCNGeSJ;>Kl?�`HQH;>M�S ?B9XK6C�MJRX= IB\�SUWHC4`>;O9HCl?�GJ;86NC6Q©`O;>9HCbCfªTK6CNEXSbM�S ?BG�SU;O9HA�?B9HQ�C69XQ@E{ID;>9oSJMIB\½SUWHC�`O;>9HC6?BGJ;�66C6Q,`O;>9HC�YTSJWHC69

� ���� ��� ��� � ��M��P� ��� �6g � p�� ¢`!X~ zDz ¦

³ WHCNGJC � �����;>M}SJWHC�QH;>M�S ?B9XK6C�MJRH= ³ ;�SUW%MJ;OAD9­~«�aRHG�SUWHCNGJ=7IDGJC��� �����)� � ���

¢ � � �H ��nD¦ � ¢`!X~ z !o¦

³ WHCNGJC ��� �����.;OM½SJWHC�`>;>9XCl?BGe;OS:�[=7Cl?�MJRHGeCbIB\X`>;>9XCl?BGe;866CNQF`O;>9HC�~*��WHCb=7;>9H;O=©RH= ��� �����j;>M �XYD?�9HQFSJWHC`>;O9HCl?�GJ;OS:�©IB\ZSUWHCw`>;O9HCl?BGe;86NC6Q¨`O;>9HC®;>M�c{C6MeS6~«8»\ ��� ������;OMbE{IDMJ;�SU;�kDC4kB?�`>RHC�YLSJWHC[`>;O9HCl?�GJ;86NC6Q7`>;O9HCwWH?BMK6IB9¡kBCfª<EXGJIDE{C6G�S:�DY*?B9HQ2;�\«;OS�;>M[9HCNAo?�SJ;OkDC�Y�SUWXC©`>;O9HCl?BGe;86NC6Q�`O;>9HCFWa?BM[KNID9HKl?lkBC7EXGJIDE{C6G�S:�D~y��WHC

Page 71: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, �D�

MJCNGJ;OC6M�IB\{`>;O9HCl?�GJ;OS:��I�\{\°IBRHG.MU?�=@EH`OC};>=@?BADCNM6Y ³ WH;>K W7?BGeC�MJWHI ³ 97;>9¯�j;OADM6~ !H~�¸¡¢ z Y Áo¦¾Y !H~ nX¢ z ¦j?�9HQ!H~ z ¢`!o¦fY¡Kl?B9@csCwKl?B`OK6RH`>?�SUCNQ¨?�9HQ¤MJWXI ³ 9¨;>9¨��?BcH`OC6M9!H~�¸DYd!H~ nLY !X~ z ?B9HQ !H~H!X~��aIDG±C¾ªX?B=@EX`>CBYoSJWHC`>;O9HCl?�GJ;OSJ;>CNM}IB\�`O;>9HC6?BGJ;�66C6QP`>;O9HC6M ��¢°SUWXCF_aGeMeS[`O;>9HCl¦�?B9HQ!@;>9��j;>AH~:!H~ nX¢ z ¦4?BGJC��X~ºnBÁ z ¢£K6IB9¡kBCfªH¦?B9HQ¤� �X~ �T! z ¢£K6IB9HKl?lkDCl¦F¢°MJCNCF��?BcH`OC !H~ nB¦bGJC6MeEsCNKNSJ;OkDCN`O�B~

(1) (2)

199.29 −0.024

(+ or−) (convex or concave)

1

2

4

6

7

10.78 −0.196

53.13 1.851

0

228.36 0.283

79.21 convex

93.36 convex

81.86 convex

65.65 convex

148.18 convex

5 315.00 0.000

167.47 0.366

ln Curvature Linearuty Bend angle angle

270.00 0.000

288.00 −0.474

200.85 0.607

(+ or−) (convex or concave)

1

2

4

6

7

270.00 0.000

15.94 0.192

53.13 0.916

0

231.07 0.406

110.85 convex

74.05 convex

119.05 concave

96.07 concave

96.07 convex

81.87 convex

71.57 convex

140.71 convex

5 315.00 0.000

161.57 0.759

ln Curvature Linearuty Bend angle angle

315.00 0.0003 3

97.65 concave

119.93 concave

109.29 convex

��?BcH`OC !H~O¸ 1«�[C6MJKNGJ;OEXSU;OID9,\°Cl?�SJRHGJCNM®I�\�SJWHC�K6ID9oSUIBRHGJM®IB\½S ³ I7Wa?B9HQ ³ GJ;OSeSUCN9�QH;OAD;OSJM4�T~

� %(')% � � ? � C�� .�� @+C D�6F?]0;C(1W3

�[; �sC6GeC69oS�`>;O9HCl?BGe;86NC6Q�`>;O9HC6M«Wa?lkDC®QH;���CNGJC69oS±`>;O9HCl?BGe;OS:�F\°IDG�SUWHC4_XªTC6Q¤9¡RH=�csCNG±IB\�EsIB;>9oSUMNY ³ WX;>K W;>MyMJWXI ³ 9�;O9 �j;OAH~F!H~ ma¢�¸�¦¾~%��WHC6GeCN\°IDGeCBY�QH;���CNGJC69oS�`>;>9XCl?BGe;866CNQ·`O;>9HCNMFK6?B9 c{C¨K6IB9HMeSJGJRHKfSUC6Q \°IBGSUWXC@_XªTC6Q�9¡RH=�csCNG�IB\�E{ID;O9¡SJM6~%��WHCNGJC¤;OMySJWHC¨=@?qªT;>=©RX= `>;>9XCl?BGe;OS:��;O9�S ³ I2Kl?BMeC6M©I�\}SUWHCN=�~�aIDGbC¾ªX?B=@EX`>CBY¡SUWXC[QH; �sC6GeC69oS�`O;>9HC6?BGJ;�66C6Q@`>;O9HC6Mb?BGJC[MeWHI ³ 9%;>9,�j;OAH~d!H~ ma¢�¸�¦ ³ WHC6GeC[SUWHC�9LRX=©csCNGIB\«E{ID;>9oSJM[;>M[MeCNkBC69oSUCNC69­~¯� ³ I%`>;>9XCl?BGe;866CNQ�`>;O9HC6MNY ³ WH;OK W<Wa?lkDC¯SUWHC�=¨?qªT;O=©RH= `>;O9HCl?BGe;OS:�BY­?BGeCMJWXI ³ 9¥;O9¥�j;>AH~F!H~ ma¢rnD¦f~<8»\4SUWHC¨`>;>9XCl?BGe;866CNQ `>;O9HC �w;>MFAD;OkBC69­Y�SJWHC69¥;OSJM�9¡RH=©c{C6G¯I�\4EsID;O9oSUM©;OMADIBS6~¯�aIDG�SJWHC¯_XªTC6Q¶9LRX=©csCNG�IB\�EsID;O9oSUM6Y­S ³ IP`>;>9XCl?BGe;866CNQ2`>;O9HC6M[K6?B9¶csC¯KNID9HMeSJGJRHKfSUCNQ­Y ³ WX;>K WWa?lkDC%SUWXCP=@?qªT;>=�RH= `O;>9HC6?BGJ;�S:�D~���WH;>M�=@?qªT;>=©RH= `>;O9HCl?�GJ;OS:��;>M¯QXCN_a9HCNQ�?BM¯SJWHC%=¨?qªT;O=©RH=`>;O9HCl?�GJ;OS:�¨IB\«?7`>;>9XCl?BGe;866CNQ�`O;>9HC � �j~4��WHC�=¨?qªT;O=©RH= `O;>9HC6?BGJ;�S:�¤IB\.SJWHC�`O;>9HC6?BGJ;�66CNQ�`O;>9HC � ��K6?B9c{C¯Kl?B`OK6RH`>?�SUCNQ2ca?BMJCNQ�IB9���;>AH~ !H~ ma¢�nD¦¾~�8»S�;OMVK6`>C6?BG�SJWa?�SVS ³ IPKNID9HM�SUGJRXKNSUCNQ·`O;>9HC6?BGJ;�66C6Q�`>;>9XC6M6Y

Page 72: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, � Á

∆| x|2=1

∆| y|2= 2

h u =−−15

∆| x|2=1

∆| y|2= 2

h u

End point

End point

End point

End point

Startingpoint

the fixed number of points.

x[0], y[0]

End point

4

5

1

Startingpoint

a

b

m

=−−15

sel

(2) Finding the maximum linearity for the fixed numberof(1) Some linearized lines forpoints.

�j;OADRHGeC !H~ºm 1«�j;>9HQX;>9HA©SJWHC�=¨?qªT;O=©RH=¿`>;>9XCl?BGe;OS:�7\°IDG4?¯`>;>9XCl?BGe;866CNQ,`>;O9HCB~³ WH;OK W�Wa?lkBCF=@?qªT;>=©RX=�`O;>9HC6?BGJ;�S:�DYX=7C6CfS�\°ID`>`OI ³ ;>9HA©K WH?B;>9%K6ILQHC�QH;OMeSUGe;>cHRTSU;>IB9,GJC6MeEsCNKNSJ;OkDCN`O� 1

� � �H g � pP� �� � � � �� ¸ ¢ � � � ������ � ���� ¦� � �� n ¢ � � g �� ���� t ¸6p ������ �� ���� ¦� ¢`!X~ zo� ¦

;O\ � � �H ;>M®?B9PCNkBC69­~ �*CfS � � ����csC�SUWXCy=@?qªT;>=�RH=�`O;>9HC6?BGJ;�S:�¤IB\�SUWHC�`>;O9HCl?�GJ;86NC6Q%`>;O9HC � �jY�;OS4K6?B9c{CyQXCNSUCNGJ=7;>9HCNQ�cH?BMJCNQ�ID9P�j;OAH~ !H~ ma¢�nB¦f~ �ZCNS� ©c{C�SJWHC�kDC6G�SU;OKl?B`ZQH;OMeSU?B9HK6CV\°GeID= E{ID;>9oS ��SJISUWXCy`O;>9HC�csCfS ³ CNC69�E{ID;>9oSJM �¤?B9HQ L'YHSUWHCN9�ca?�MJC6QPID9��j;>AX~:!H~ ma¢�nB¦

� ������ ¸ � �

�� ¢�� � ¦ � t ¸ � ��¢�� nD¦ �n�� � � � �� ¸� � ¢`!X~ z ÁD¦

8»\aSUWXC}`>;O9HCl?BGe;86NC6Qy`>;>9XC � �¤KNID9oS ?B;O9HM�� � �H EsID;O9oSUM6YB?B9HQ � � �H ;>M�ITQHQ,¢£9HIBSj`>IDMe;>9HAwADC69XC6GU?�`>;OS:�X¦¾Y�SUWXC69kDCNGeSJ;>Kl?�`ZQH;>M�S ?B9HKNC�MJRH= IB\j?B`O`­EsIB;>9oSUMy¢]\°GJID= C6?BK W�E{ID;O9¡S�SJI¯SUWHCy`>;O9HC �����U¦bK6?B9�c{C�Kl?B`OK6RH`>?�SUCNQca?BMeC6Q2ID9��j;>AH~;!H~ ma¢rnD¦4C¾ªTK6C6ETS�MeS ?�GeSU;O9HA¤?�9HQ2C69HQ�EsID;O9oSUM6~ �ZCNS � �4csCySUWHC�kBC6G�SU;>K6?B`½QH;>M�S ?B9HKNCMJRX= IB\�SJWHC4EsIB;>9oSUMNY¡?B9HQ � �.K6?B97csC�K6?B`>KNRH`§?�SJC6Q�ca?BMeC6Q@ID9¯SUWHC®MJRH=�\°IDGJ=©RX`§?[IB\sC6^¡RH;OQH; �sC6GeC69oSMJCNGJ;OC6M®?BM�\°ID`>`OI ³ ;>9HA 1

� �g� ¢ � t ¢ � ��� �>� ¦� � D¦ ¢ � ��� �>� ¦�n � � � � � �H � ¸n � � ¢`!X~ z �B¦

Page 73: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, � �

��WHCNGJCN\°IBGJCBYHSJWHC�=¨?�ªX;O=©RH=�`>;>9XCl?BGe;OS:� ��� � ��IB\�`>;O9HCl?�GJ;86NC6Q,`O;>9HC � �<Kl?�9�c{CV\°IDRH9HQ�?BM}\°ID`O`>I ³ M 1��� � � � � �

� � �H ��n � �� � � � �H � ¸n � � � ¸

� � �H ��n � ¢`!X~ z mD¦�²WHC69¤SJWHC[`O;>9HC6?BGJ;�S:�¯IB\½?�`O;>9HC6?BGJ;�66C6Q@`>;O9HCw;OM ³ IDGJM�SlYT;OSUM±`>;O9HCl?BGe;OS:��;OM � � � �¡~�.bID=7Ea?BGeCwSJWHC

��� ���� ³ ;�SUW � � � �®\°IDG«?V`>;>9XCl?BGe;866CNQ¯`>;O9HCBYBSJWHC4`>;O9HCl?BGe;OS:�yIB\�?V`>;>9XCl?BGe;866CNQ¯`>;O9HC}Kl?�97c{C4=@C6?BMJRXGJC6Q�~� %(')%�� ��6 � 6 D� E?AD��/@ 6 -98 @ C D�6 ?]0;C ��6 @+C D�6 � ?AD� C(1 � 5�0>-/576F0:143

��WHC¤c{C69XQ�?B9HAD`OC@I�\�`>;O9HCl?BGe;86NC6Q·`O;>9HCNMF;OMFQXCN_a9HCNQ¥?BMFSJWHC,?B9XAD`>C7csCfS ³ CNC69�S ³ I�9HC6;OADW¡csIBGJ;>9XA`>;O9HCl?�GJ;86NC6Q�`>;>9XC6M6~��aIDG®SUWHC�`>;>9XC �aY­;OSwWa?BM[S ³ I,c{C69HQ¶?B9HAB`>C6M ³ WH;>K W¶?BGeC©c{CNS ³ C6C69<SUWXC©`>;O9HC �?B9HQ7SUWHC�`>;>9XC�¢ � ��¸�¦�IBG�SJWHC�`O;>9HC�¢�� t ¸'¦«GeC6MJE{C6KfSU;�kDC6`��D~��wCNGJC�YTSUWXC�c{C69HQ,?�9HAD`>C®IB\Z`O;>9HC6?BGJ;�66CNQ`>;O9HC6M�;OM«QHCN_a9XC6Q,?BM«SUWXC�?B9XAD`>C�c{CNS ³ C6CN9¤SUWHC4`>;O9HC �©?B9HQ�SUWXCw`O;>9HCy¢ � t ¸�¦f~���WHC�c{C69HQ¨?B9HAD`OC�IB\`>;O9HCl?�GJ;86NC6Q¯`O;>9HCNM�Kl?B97csC4K6?B`>KNRH`§?�SJC6Q­Y ³ WX;>K W7;>M�MJWXI ³ 9@;>97�j;OAH~4!H~ � ~j8»S�;OM�RHMJCf\°RH`aSUI�QHCNSJC6KfS±SJWHCK6IB9¡kBCfªT;OS:�7IDG�KNID9HK6?'kL;�S:��IB\�SJWHC4csCN9HQ¤?B9XAD`>C�IB\{SUWXCw`O;>9HC6?BGJ;�66C6Q¯`O;>9HCNM6~���WHCN�7Kl?�9@c{C4QHCNSJC6KNSJC6Qca?BMeC6Q,ID9@SUWH;OGeS:�¯S ³ I¯QHCNSJC6KNSJ;>ID9¨Ea?�SJSJC6Ge9HM ³ WH;OK W%?BGJCwMJWHI ³ 9,;>9¨�j;>AX~ !X~O¸��T~.��WHC[c{C69HQ%?�9HAD`>CIB\­SJWHC�`O;>9HC6?BGJ;�66CNQ¨`>;O9HC6M�Kl?�9¤csC®\°IDRH9HQ@\°GJID= SJWHC�_aGeMeS}`O;>9HC4SUIySUWHCw`§?BM�Sb`O;>9HC®IB\ZC6?BK W,K6IB9¡SJIDRHGN~

|α−β|

β

α

line[ j]

line[j+1]α

αβ

|α−β|

line[ j]

line[j+1]

180−|α−β|

180−|α−β|

α

(1) (2)

�j;>ABRHGJC !H~ � 1«�j;O9HQH;O9HA©SUWHC�c{C69HQ�?B9HAB`>CVc{CNS ³ C6C69PS ³ I@9HC6;OADW¡csIBGJ;>9XA¯`>;>9XCl?BGe;866CNQ,`>;O9HC6MN~

Page 74: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, � m

¸D~ � � i �]i _ oGY>_ .PZ i\)(�Zl^`_Fi Y:Q ^��ki o2Z`^`_ i'&�ZCNS ��� �� g �Dp�?�9HQ ��� �� g � t ¸6pac{C4SUWHC®K6RHG�k�?�SURHGeC�?�9HAD`>CNM«IB\sSJWHC �oSJW¤?B9XQ�¢ � t ¸�¦¹SJW`O;>9HC6?BGJ;�66C6Q,`O;>9HCNM}GJCNMJE{C6KfSU;OkBC6`��DY{?B9HQ � g � � � t ¸6p­csCVSUWXC6;>G�KNRHGek�?�SJRHGJCy?B9XAD`>CVQH;���CNGJCN9HK6C�YSJWHC69

� g � � � t ¸NpP� ��� � �� g �Dp � ��� � �� g � t ¸6p � ¢`!X~ z � ¦³ WHCNGJC ��� � �� g �op«;OM��±Y ��� �� g � t ¸6p.;>M��«Y½?B9HQ � g � � � t ¸6p�;>M � � ��� �H;>9¶�j;>AX~=!H~ �GeC6MJE{C6KfSU;�kDC6`��D~ �ZCNS ��� � � � g �Dp4csC¤SJWHC%csCN9HQÀ?�9HAD`>C¨csCfS ³ CNC69À`O;>9HC6?BGJ;�66CNQ�`>;>9XC6M � ?�9HQg � t ¸6p�Y � � � � � g �Dp*Kl?B9Pc{C�\°IBRH9HQ%ca?BMeC6Q�IB9%\°IB`>`>I ³ ;O9HA©C6^¡Ra?qSU;>IB9 ¢°MJC6Cy�j;OAH~:!X~ � ¦51

��� � � � g �DpP�!¸'m � � � � � g � � � t ¸6p ��� ¢`!X~H! �D¦

nT~ � � i [VQX\;[]idQXO��2\)( �]i _ oGY>_/. Z i\)(�Zl^`_ idY QT^��ki o2Z`^l_Fi'&8»S*;OMZ9HC6KNC6MJMJ?BGe�VSJI4QHCNSJC6GJ=7;>9XC.SUWHC�c{C69HQF?B9HAB`>C�EHGeIDEsCNGeS:��IB\TSJWHC«`>;O9HCl?BGe;86NC6Q[`O;>9HC�Y'K6ID9okDC¾ªIDG�K6IB9HKl?lkDC�~«��WHC�c{C69HQ¤?B9HAD`OC®EXGJIDE{C6G�S:�@K6?B9¤c{CwQXCNSUCNGJ=7;>9HCNQ¨ca?�MJC6Q,IB9@SUWXCwM�SUGJRXKNSURXGJCEa?qSJSUCNGJ9HM7IB\wSUWHC�C6`>CN=@CN9oS@KNITQXC6M¨c{CNS ³ C6CN9ÀS ³ I 9HC6;OADW¡csIBGJ;>9XA¶`O;>9HC6?BGJ;�66CNQ�`O;>9HCNM6~ �*CfS� �� M � �fg �Dp�?B9HQ � �� M �(�qg �op*c{C�SUWHC�_aGJM�SV?B9XQ�MeC6K6IB9HQ�C6`OC6=7C69oSwK6ILQHC6M®IB\.SJWHCF`O;>9HC6?BGJ;�66CNQP`O;>9HC�aY�?B9XQ � �� M � �Ng � t ¸6pw?B9HQ � �� M � ��g � t ¸6p®c{CPSJWHC�_aGeMeS¤?B9HQÀMeC6KNID9HQ�CN`>C6=7C69oS@K6ILQHC6M@IB\SJWHC%`>;>9XCl?BGe;866CNQ�`>;O9HC¶¢�� t ¸�¦�GeC6MJE{C6KfSU;�kDC6`��DYbSJWHC69�SUWH;OGeS:��S ³ I�QHCNSJC6KNSJ;>ID9�Ea?�SeSUCNGJ9HM7IB\SJWHC�c{C69XQ�?B9HAB`>C,EHGeIDEsCNGeS:�µ¢£KNID9okDC¾ª�IDG�KNID9HKl?lkBC'¦@?�GJCPMJWHI ³ 9�;O9 ��;>AH~]!H~�¸��X~���WHGeC6CQHCfSUCNKNSU;OID9%GJRH`OC6M4Kl?�9�c{CVQHC6MeK6Ge;>c{C6Q�?�M4\°IB`>`>I ³ ;O9HA 1¢r?D¦,8»\ � �� M � �Ng �Dp�;OM�K Wa?B;O9�KNITQHC �7?B9HQ � �� M �(�qg �op*;OM�K Wa?B;O9�KNITQHC7¸@¢£MeC6C©��;>ADMN~ !H~�¸��a¢�¸BY �D¦e¦fY

IBG � �� M � �6g �op�;>M}K WH?B;>9%K6ILQHC©¸y?B9XQ� �� M �(��g �op­;>M}K Wa?�;>9%K6ILQHC �P¢£MeC6C��j;OADM6~ !H~�¸��a¢�nLYºmo¦e¦fYSJWHC69

� 8»\ � �� M � �6g � t ¸NpV;>M¤K WH?B;>9²K6ILQHC¶n·IDG� �� M � ��g � t ¸NpV;>M¤K WH?B;>9²K6ILQHC¶nTY4SUWXC69 ��� � � � g �DpZ;OM�K6ID9okDC¾ª ¢£MJCNC���;>ADMN~:!H~�¸��a¢¹¸N��nD¦e¦f~

� 8»\ � �� M � �6g � t ¸NpV;>M¤K WH?B;>9²K6ILQHC¶�·IDG� �� M � ��g � t ¸NpV;>M¤K WH?B;>9²K6ILQHC¶�TY4SUWXC69 ��� � � � g �DpZ;OM�K6ID9HK6?lkDC,¢°MJCNCF��;>ADMN~ !H~�¸��a¢��'�¹mo¦e¦f~

¢°c�¦%8»\ � �� M � �Ng �Dp�;OM�K Wa?B;O9�KNITQHC�¸F?B9HQ � �� M �(�qg �op*;OM�K Wa?B;O9�KNITQHC�n%¢£MeC6C©��;>ADMN~ !H~�¸��a¢ z Y � ¦e¦fYIBG � �� M �+�Ng �Dp�;OM�K WH?B;>97K6ILQHCwny?�9HQ�� �� M � ��g �Dp�;OM�K WH?B;>97K6ILQHC�¸©¢°MJCNC��j;OADM6~W!H~O¸��a¢`!HY�¸��o¦e¦fYSJWHC69

Page 75: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, � �

1

10

1

213

line[j+1]

convexconvex

2

1

2

32

4

line[j]

line[j+1]

concave concave

(9)

line[j+1]

3

2

1 0

2

line[j]

convex

3

45

4

6line[j]line[j+1]

convex

concave concave

line[j+1]

5

6

54

3

5

line[j]

43

3

213

line[j]

line[j+1]5

convex

6

5

6

7

6

0

line[j]

line[j+1]

6

70

6

line[j]

line[j+1]

concave

convexconvex

concaveconcave

3

2

3

43

5

line[j]

line[j+1]

1

2

1

01

7

line[j]

line[j+1]

2

3

2

0

2

line[j]

line[j+1]

concave

5

434

2line[j]line[j+1]

6

5

4

3

5

line[j]

line[j+1]

2

1

01

7

line[j]

line[j+1]

(6) (5)(3)(2) (1)

01

07

0

6line[j] line[j+1]

1

07 0

6line[j]

line[j+1]

43

45

4

6 line[j]line[j+1]

54

5

65 7

line[j]

line[j+1]

(10) (11) (12)

(4)

(13) (14)

(17) (18) (19) (20) (21) (22) (24)

(16)

(8)

2

34

3

5line[j]

line[j+1]

45

65 7

line[j]

line[j+1]

(7)

(15)

(23)

line[j+1]

6

7

07

1line[j]

7

6

7

0

1

7

line[j]

line[j+1]

6

7

6

54

6

line[j]

line[j+1]

7

6

54

6

line[j]

line[j+1]

70

7

6

5 7

line[j]

line[j+1]

07

6

5 7

line[j]

line[j+1]

(25) (26) (27) (28)

line[j+1]

(30) (31) (32)(29)

convex

line[j]

01

213

line[j]

line[j+1]

1

2

32

4

line[j]

line[j+1]

4

543

2

4 line[j]line[j+1]

line[j+1]7

01

0

2line[j] 0

7

01 0

2line[j]

43

2

13

line[j]

line[j+1]

��;>ADRHGeC !H~�¸��Q1«�[CNSJC6KfSU;>9XA7EH?�SJSJC6GJ9XM®I�\jc{C69HQ�?B9HAB`>CVK6IB9¡kBCfªT;OS:�PIDG�KNID9HK6?'kL;�S:�D~� 8»\ � �� M � �6g � t ¸NpV;>M¤K WH?B;>9²K6ILQHC z IDG� �� M � ��g � t ¸NpV;>M¤K WH?B;>9²K6ILQHC z Y4SUWXC69 ��� � � � g �DpZ;OM�K6ID9okDC¾ª ¢£MJCNC���;>ADMN~:!H~�¸��a¢ z �(!¡¦e¦f~

� 8»\ � �� M � �6g � t ¸NpV;>M¤K WH?B;>9²K6ILQHC � IDG� �� M � ��g � t ¸NpV;>M¤K WH?B;>9²K6ILQHC �XY4SUWXC69 ��� � � � g �DpZ;OM�K6ID9HK6?lkDC,¢°MJCNCF��;>ADMN~ !H~�¸��a¢ � � ¸��o¦e¦f~

¢£Kl¦%8»\ � �� M �+�Ng �Dps;>M�K Wa?B;O9¨K6ILQHC[nF?B9HQ � �� M �(��g �ops;>M�K Wa?B;O9¨KNITQHC z ¢£MeC6C��j;>ADMN~d!H~O¸��a¢ � Y�¸D¸�¦e¦fYIBG � �� M �+�Ng �Dp�;OM�K WH?B;>97K6ILQHC z ?�9HQ�� �� M � ��g �Dp�;OM�K WH?B;>97K6ILQHCwn@¢°MJCNC��j;OADM6~W!H~O¸��a¢rÁXY�¸�nD¦e¦fYSJWHC69

� 8»\ � �� M � �6g � t ¸NpV;>M¤K WH?B;>9²K6ILQHCb!�IDG� �� M � ��g � t ¸NpV;>M¤K WH?B;>9²K6ILQHCb!HY4SUWXC69 ��� � � � g �DpZ;OM�K6ID9okDC¾ª ¢£MJCNC���;>ADMN~:!H~�¸��a¢ � �¹Áo¦e¦f~

� 8»\ � �� M � �6g � t ¸NpV;>M¤K WH?B;>9²K6ILQHC�¸2IDG� �� M � ��g � t ¸NpV;>M¤K WH?B;>9²K6ILQHC�¸DY4SUWXC69 ��� � � � g �DpZ;OM�K6ID9HK6?lkDC,¢°MJCNCF��;>ADMN~ !H~�¸��a¢�¸B¸N� ¸�nB¦J¦f~

Page 76: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, Á �

�T;O=@;O`§?BGe`O�BYoIBSUWHCNG4QHCNSJC6KNSJ;>ID9PGJRX`>C6M�K6?B9PcsC�QHCNMJK6Ge;>c{C6QPca?BMeC6Q�IB9���;>ADMN~ !H~�¸��a¢�¸ z � z nB¦f~8»\½`>;O9HC���;>MbSJWHCV`§?�MeS�`O;>9HC6?BGJ;�66C6Q¨`>;>9XC[IB\�?©MJ=7ITI�SUWHCNQ,K6ID9oSUIBRHG6YHSJWHC69%;OSJM}c{C69HQP?B9HAB`>C[;OMKNID9okDCfª�ca?BMeC6Q�IB9�SUWXCFEHGeIDE{C6GeS:�PIB\jSUWHCyMJ=7ITI�SUWHCNQ�K6IB9¡SJIDRHGN~���Wa?�S[;OM4csCNKl?BRHMeC©K Wa?B;O9KNITQHC�IB\�SUWHC©_HGJMeS[EsID;O9oS[;>M�K6ILQHC � ?B9HQ�SJWHC¯K Wa?B;O9�K6ILQHC¯IB\�SJWHC¯`§?�MeS[E{ID;O9¡S�;>M[KNITQXC !¢°MJC6C .bWa?�EXSUCNG[nD¦¾~��WHCyMJCNGJ;OC6M�I�\.c{C69HQ2?�9HAD`>CNMF¢£;>9XK6`>RXQH;>9HA¯SJWHC6;OGwKNID9okDCfªT;�S:��IBGwKNID9HKl?lkL;OS:�X¦4IB\j\°IDRXGwMJ?B=��EH`OC�;O=¨?BABC6M6Y ³ WH;>K W¶?BGeC©MJWXI ³ 9<;O92�j;>ABM6~ !H~O¸o¢ z ?B9HQ<ÁD¦fY !H~ºnH¢ z ¦�?B9HQ !H~ z ¢ !¡¦fYsKl?B92c{CK6?B`>KNRH`§?�SJC6Q¨?B9HQ,MJWXI ³ 9%;O9¤�j?�cH`>CNM)!H~�¸DY !H~ºnTY"!X~ z ?B9XQ !H~H!©\°GeID=�MeSU?BGeSJ;>9HA©`O;>9HC®SUI©CN9HQ`O;>9HC®IB\½Cl?BK W,KNID9oSUIDRXG�ca?BMJCNQ,ID9¤SUWXCV?Bc{I�kBC�?B`>ABIDGJ;�SUWH=P~j�aIDG±CfªX?B=7EH`>C�YX;O9,�j;>AX~ !X~O¸¡¢ z ¦fYSJWHC�c{C69HQ²?B9XAD`>CNM¨IB\y`>;O9HC6M � ?B9HQ ¸�?BGJC ¸B¸��+� m � � ?B9XQ�� !;� � � � Y®?B9HQ SUWHCf� ?BGeC�K6ID9L�kBCfª¥GeC6MJE{C6KfSU;�kDC6`���¢£MeC6C%��?BcH`>C !X~O¸¡¢¹¸�¦J¦yca?BMJCNQÀID9 SJWHC%QHCNSJC6KfSU;>IB9�EH?�SJSJC6GJ9XM7MeWHI ³ 9 ;O9�j;OADM6~k!X~O¸��H¢�¸'my?B9HQ¤n � ¦.GJCNMJE{C6KNSJ;OkBC6`O�B~�8:9,�j;OAH~4!H~�¸¡¢ z ¦fYoSUWHCwcsCN9HQ¤?�9HAD`>CNM±I�\Z`>;O9HC6M±nF?�9HQz ?BGeC7¸B¸ � � � � � ?B9HQ � Á+� �o� � Y�?B9XQPSJWHCN�P?BGeC�K6ID9HK6?lkDC�GeC6MeEsCNKNSU;�kDCN`O�%��?BcH`>C !X~O¸¡¢¹¸�¦}ca?BMeC6QID9,SJWHC�QHCNSJC6KNSJ;>ID9PEa?�SeSUCNGJ9HM4MJWXI ³ 9�;>9P�j;OADM6~ !H~O¸��a¢��¯?B9HQ z �o¦bGeC6MeEsCNKNSU;�kDCN`O�D~

|}?BMeC6QÀIB9¥SJWHC�?BcsI'kBC�?�`>ADIDGe;[email protected]%MeC6GJ;OC6M�MJCfS¨I�\wSJWHC%K6RHG�kB?qSURHGeC�?B9XAD`>C�Y�`O;>9HC6?BGJ;�S:�DYK6IB9¡kBCfªT;OS:�¤IDGbKNID9HKl?lkL;OS:�¨IB\*`>;O9HCl?�GJ;86NC6Q¤`O;>9HCNM6YLcsCN9HQP?B9HAD`OC�IB\*`O;>9HC6?BGJ;�66CNQ¤`>;O9HC6Mb?B9HQ,c{C69HQ%?B9L�AD`OCVEHGJIDE{C6G�S:�%IB\.KNID9oSUIDRXGJM®Kl?B9�csCV\°IDRH9XQ�\°GJIB= MeSU?BGeSJ;>9HA�`>;O9HC[SUI7C69XQ�`>;O9HCV;>9PCl?�K W�K6IB9¡SJIDRHGN~��WHCNMJC%MJCNGJ;>CNM©MJCfSUM�IB\4QHCNMJKNGJ;>ETSU;>IB9 \°Cl?�SJRHGJCNM¯Kl?B9�c{C¤RHMeC6Q�SUI2QHCNMJKNGJ;>c{C%?B9HQ�GeC6KNIDAD9H;�66C¨SJWHCMJWH?BEsCVI�\jKNID9oSUIDRHGeM6~��aIDG}C¾ªH?�=@EH`OCBYXS ³ I¯kDCNKNSUIBGJM®IB\�?�MeC6Ge;>C6M�I�\jKNRHGek�?�SJRHGJC�?B9XQ�c{C69HQP?B9XAD`>CNMIB\½SUWHC�KNID9oSUIDRHG4;O9���;>ADMN~:!H~�¸¡¢ z ?B9XQ�Áo¦}?�GJCy?BM}\°ID`O`>I ³ M 1¢r?D¦­n � � � ¸D¸�� � ¢ � ��� �� �s¦ � nD� � � �T! � ¢ � ��� �� �s¦ � ¸ � � ¸D¸ � � ¢ � � � � � �� ¦ � z ¸ � � � Á � ¢ � � � � � �� ¦ �n z ¸ � � Á � ¢ � ��� �� �s¦ � z ¸ � � mX¸ � ¢ � ��� �� �s¦ � �Bz � �L¸ � ¢ � ��� �� �s¦ � ¸'ÁX¸ � ¸K! � � ¢ � ��� �� �s¦y¢£MJCNC��?BcH`>C !X~O¸¡¢¹¸�¦J¦±\°IBG}SUWHC�MU?�=@EH`OC[;>=@?BADC�;>9P�j;>AX~:!H~�¸¡¢ z ¦f~¢£ca¦f¸ � � � ¸�� � � ¢ � � � �� �s¦ � nD� � � � � � ¢ � ��� �� �s¦ � ¸�� � � � � ¢ � � � � � �� ¦ � nBmBm � ¸D¸ � � ¢ � � � � � �� ¦ �nDnBm � �Dz � ¢ � ��� �� �s¦ � z ¸ � � mX¸ � ¢ � ��� �� �s¦ � �Bz � Á � � ¢ � ��� �� �s¦ � ¸'Áo� � ¸K!om � ¢ � ��� �� �s¦y¢£MJCNC��?BcH`>C !X~O¸¡¢rnD¦J¦±\°IBG}SUWHC�MU?�=@EH`OC[;>=@?BADC�;>9P�j;>AX~:!H~�¸¡¢rÁD¦f~��WHCNMJC�\°Cl?�SJRHGJC±kDC6KfSUIDGeM«Kl?B9�QHCNMJK6Ge;>c{C}SUWHC�MeC6Ge;>C6M�I�\�QH;>GeC6KNSJ;>ID9¯K WH?B9HADCNM®¢£K6IB9HKl?lkDC4IDGjK6ID9okDC¾ªH¦fY³ WH;OK W�;OM�MJWHI ³ 9�;O9P�j;>AH~ !H~�¸¡¢��D¦¾~

Page 77: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, ÁX¸

338.20 −1.127

(+ or −) (convex or concave)

56.31 0.416

166.61 1.216

17

19

20

203.96 0.685

161.57 0.000

22

24

25

221.63 0.263

ln Curvature Linearuty Bend angle (+ or −) (convex or concave)

1

2

244.54 1.083

347.47 0.732

0

4

6

7

9

11

12

13

300.96 −0.743

36.87 0.133

3 23.63 0.153

5 354.29 −0.055

8

10

14

15

16 254.74 0.606

69.70 convex

101.89 convex

91.86 convex

129.22 concave

87.84 concave

130.24 convex18 111.80 −0.371

141.58 convex

96.58 concave

21 116.56 −0.447 110.56 concave

159.44 concave

23 98.13 convex

108.43 convex

138.37 convex

157.10 convex

77.07 convex

143.84 convex

97.33 concave

126.67 convex

137.42 convex

118.12 convex

106.03 concave

114.78 convex

71.57 convex

76.76 concave

148.24 concave

94.76 concave

98.75 0.310

24.78 −0.907

90.00 0.000

198.43 0.712

95.19 −0.498

63.43 0.447

47.12 0.246

26.56 −0.089

108.43 0.474

180.00 0.000

199.98 −0.376

angle angle ln Curvature Linearuty Bend angle

��?BcH`>C7!H~ n�1[�[C6MeK6Ge;>EXSJ;>ID9�\°C6?�SURXGJC6M�IB\«SJWHC¯IDRXSJC6GVK6IB9¡SJIDRHGVIB\�KNID9H9HCNKNSUCNQ�WH?B9HQ ³ Ge;OSJSJC69<QH;OAD;OSÁDmX~

ln Curvature Linearuty Bend angle

111.80 convex

4

110.56 convex

0

69.44 convex

210.80 0.066

270.00 0.000

3 90.00 convex

158.20 convex

1

2 20.55 1.248

90.00 0.000

180.00 0.000

(+ or−) (convex or concave)angle

ln Curvature Linearuty Bend angle (+ or−) (convex or concave)

114.23 convex

4

350.54 0.296 143.97 convex

0

101.31 0.349

213.69 −0.333

270.46 −0.493

180.00 0.0005

3 26.56 −0.447

108.92 convex

101.31 convex

2

1

105.26 convex

146.31 convex

angle

(1) (2)��?BcH`>C�!H~ z 1.�[C6MeK6Ge;>EXSJ;>ID9©\°C6?�SURHGeC6M«IB\�SUWXC®;O9oSUC6Ge9a?B`HKNID9oSUIDRXG�IB\�KNID9H9HCNKNSJC6Q7Wa?B9HQ ³ Ge;OSeSUC697QH;OAD;OSÁDmX~

Page 78: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, Áon

33.02 0.728

(+ or −) (convex or concave)

90.00 0.000

174.29 0.166

ln Curvature Linearuty Bend angle (+ or −) (convex or concave)

85.24 convex

1

2

296.57 −0.298

338.20 −0.464 111.80 concave

0

3

4

6

7

270.00 0.000 76.61 concave

9 340.02 1.132

166.61 0.389

270.00 0.00

19

18

17

16

15

14

13

12

11

10201.80 0.635

138.37 convex

144.81 convex

111.80 convex

101.89 convex

91.26 concave

99.36 convex

174.29 0.387

9.46 0.296

351.87 0.685

40.60 0.253

77.91 0.586

118.61 −0.607

123.02 convex

95.71 convex

69.15 concave

126.03 concave

162.41 concave

131.27 convex

142.70 convex

139.29 convex

124.32 convex

152.49 convex

5 201.80 0.586

348.11 0.598

8 259.38 0.884

126.99 convex

63.43 0.447

angle ln Curvature Linearuty Bend angle

angle

��?BcH`OC !H~H!Q1«�[C6MJKNGJ;OEXSU;OID9¤\°Cl?�SJRHGJCNMwI�\�SJWHC�K6ID9oSUIBRHG4IB\�´V8��¤=¨?�GJ¼¨;O=¨?�ADC©¸D~��$ # ��/7)23�9l1 <.56/7)��9P9HC ³ CN¬7K6;OC69oS®=@CfSUWHILQ%Wa?BM4c{C6C69�QHCNkBC6`OIDEsCNQ�SJI7`O;>9HC6?BGJ;�66C�SJWHC�MJ=7ITI�SUWHCNQ�KNID9oSUIDRHGeM�?�9HQSUI¤_H9HQ�SUWHC¯MeC6Ge;>C6MVI�\«QHC6MeK6GJ;OEXSU;OID9�\°Cl?qSURHGeC6MVIB\�`>;O9HCl?�GJ;86NC6Q�`>;>9XC6M[IB\�cH;O9a?BG���;O=¨?�ADC�KNID9oSUIDRHGeMca?BMeC6Q%ID9¤SJWHC[MeSJGJRHKfSURHGeC�?B9a?B`��LMJ;>MbIB\*QH; �sC6GeC69HKNCVK Wa?B;O9,K6ILQHCB~���WHCVKNRHGek�?�SJRHGJC�?�9HAD`>C�YX`O;>9HC6?BG��;OS:�¶?�9HQ =@?qªT;>=©RH= `O;>9HC6?BGJ;�S:�2IB\}SJWHC¨`O;>9HC6?BGJ;�66CNQ�`O;>9HCNM�?BGeC¨K6?B`>KNRH`§?�SJC6Q­~%��WHC¨K6ID9okDC¾ªT;OS:� IBGK6IB9HKl?lkL;OS:��IB\4`>;O9HCl?�GJ;86NC6Q�`>;>9XC6My;>M�QXCNSUCNGJ=7;>9HCNQ­~���WXC,csCN9HQ¥?B9HAD`OC@c{CNS ³ C6CN9�SJWHC¨`O;>9HC6?BGJ;�66CNQ`>;O9HC¯?B9XQ�;�SUM�9HCfªLSF`>;O9HCl?BGe;86NC6Q2`>;O9HC¯Kl?�9�c{C¯\°IDRH9HQ¶ca?BMeC6Q·IB9¶SJWHC6;OGyKNRHGek�?�SJRHGJC7?B9XAD`>CNM6~7��WHCc{C69HQ�?B9HAD`OC[EHGeIDEsCNGeS:�¶¢°K6ID9okBCfªPIDG�KNID9HKl?lkBC'¦�;>M�QHCfSUC6KfSUCNQ­~±��WXC6MJCyMJCNGJ;OC6M4IB\½QHC6MeK6Ge;>EXSJ;>ID9,\°Cl?��SURXGJC6M�Kl?B9�c{C¨RHMeC6Q�SUI�QHC6MeK6GJ;OcsC¤?B9HQ GeC6K6IBAD9H;86NC¨SUWXC¤MJWa?�EsC¤I�\4MJ=7ITIBSJWHC6Q·K6ID9oSUIBRHGJMN~2��WHCMeSU?BGeSJ;>9HA¯IBG}C69HQPE{ID;>9oS�IB\½C6?BK W�`O;>9HC6?BGJ;�66CNQ¤`>;O9HC[Kl?�9Pc{CVK6IB9HMJ;OQHC6GeC6QP?BM}SUWXCyKNGJ;�SU;>K6?B`{EsID;O9oS�IB\SUWXCFKNID9oSUIDRHGN~4��WHC�QHCNMJKNGJ;>ETSU;>IB9�\°Cl?qSURHGeC6M�I�\.`>;O9HCl?�GJ;86NC6QP`>;O9HC�K6ID9oS ?�;>9%SUWHCFQHCNSU?B;>`*IB\jK6ID9oSUIBRHGQHCNMJK6Ge;>EXSJ;>ID9�~w��Wa?qS[;>M 1�¢�¸'¦4SUWXC�9¡RH=©c{C6GwIB\«`>;O9HCl?BGe;86NC6QP`>;>9XC6M®;>9�SJWHC©KNID9oSUIDRHG���¢rnD¦4`O;>9HC6?BGJ;�S:�DYK6IB9¡kBCfªT;OS:��IDG[KNID9HKl?lkL;OS:��IB\«`>;O9HCl?�GJ;86NC6Q�`>;>9XC6M��.¢ z ¦®K6RHG�kB?qSURHGeC¯?B9HAD`OC�IB\«`O;>9HC6?BGJ;�66CNQ�`>;O9HC6M��«¢`!o¦c{C69HQÀ?B9HAD`OC%?B9HQÀ;�SUM�K6IB9¡kBCfªT;OS:��IDG�KNID9HKl?lkL;OS:��IB\�`>;O9HCl?BGe;86NC6Q¥`>;O9HC6MN~À�j;�kDC%MU?�=@EH`OC%;>=@?BADC6M

Page 79: Processing and recognition of document and GIS images

�������������������8����)�������, ��+� �-������� ��� ����� �(� )��, Á z

MJWXI ³ 9¨;>97�j;>ABM6~k!H~�¸¡¢�¸BYH!¡¦¾Yk!H~ºnH¢�¸�¦¾Yk!H~ z ¢�¸�¦.?�9HQ"!H~s!�¢¹¸�¦fYL?BGeC®EXGJILK6C6MeMJCNQ,ca?BMJCNQ¨ID9@IDRHG«=7CNSUWXITQ­~��WHCN;>G©`O;>9HC6?BGJ;�66C6Q·GJC6MeRH`OSJM�?BGJC¨MJWHI ³ 9�;>9��j;OADM6~ !H~�¸¡¢ z YºÁo¦¾Y !H~ºnH¢ z ¦fYV!H~ z ¢`!¡¦y?B9HQ !H~s!�¢`!¡¦¾~<��WHCMeSU?BGeSJ;>9HA,E{ID;O9¡S[;>M[GeC6EHGeC6MJCN9oSUC6Q·c¡��K Wa?BGU?�KNSUCNG�� �V�,;O9¶C6?BK W¶`>;>9XCl?BGe;866CNQ�`>;O9HCB~F��WHC¯MJCNGJ;OC6M�IB\QHCNMJK6Ge;>EXSJ;>ID9�\°Cl?�SJRHGJCNM©IB\4K6IB9¡SJIDRHGeM¯;>9 ��;>ADMN~V!H~�¸¡¢ z ?B9HQ¥Áo¦¾YV!X~ nH¢ z ¦J¦y?B9HQ !X~ z ¢ !¡¦F?�GJC¨\°IDRX9HQ;>9��j?�cH`>CNM7!H~�¸DY !H~ nLY !X~ z ?�9HQ !H~s!H~P��WHC¤MJCNGJ;OC6M©IB\}QHC6MeK6GJ;OEXSU;OID9·\°C6?�SURHGeC6MFIB\�S ³ I�Wa?B9HQ ³ Ge;OS��SUCN9¥QH;>AD;�SUM©��¢°MJCNC���;>ADMN~V!H~�¸¡¢ z YºÁD¦J¦F;OM©\°IDRH9HQ�?B9HQ�MeWHI ³ 9À;O9��j?BcX`>C6MN!X~O¸¡¢¹¸N��nB¦f~<��WHC%MJCNGJ;>CNMIB\±QHC6MeK6Ge;>EXSJ;>ID92\°Cl?qSURHGeC6M�IB\±Wa?B9HQ ³ Ge;OSeSUC69<QH;OAD;OSVÁDm<¢£MeC6C@�j;>AH~P!H~ºnH¢ z ¦e¦w;>M[\°IBRH9HQ�?B9HQ<MJWHI ³ 9;>9 ��?BcH`OC6M !H~ºn�?B9HQ !H~ z ~ ��WXC¶MeC6Ge;>C6M%IB\FQHCNMJK6Ge;>EXSJ;>ID9�\°C6?�SURXGJC6M%IB\FQH;OAD;OS¤ÁDm �uM,IDRXSUCNG,K6ID9L�SUIBRHGF;OM�MeWHI ³ 9�;>9·��?BcH`OC6M#!H~ nLYj;OSJM�;O9¡SJC6Ge9a?B`«K6ID9oSJIDRHG¨¸¨;>9·��?BcH`OC"!H~ z ¢¹¸�¦fYj?B9HQ ;�SUMy;>9oSUCNGJ9a?B`K6IB9¡SJIDRHG�nP;>9 ��?BcH`OC !H~ z ¢�nD¦¾~���WHC,MeC6GJ;OC6M©I�\wQXC6MJKNGJ;OEXSU;OID9·\°Cl?qSURHGeC6M¯IB\w´V8��·=¨?�GJ¼<;>=@?BADCP¸¢£MeC6C��j;>AX~ !H~ z ¢`!o¦J¦�;>M¯MeWHI ³ 9À;O9���?BcH`OC !H~H!X~ .bID=@EH?BGJC%IDRHG7?B`OADIDGe;OSUWX= ³ ;�SUW�IBSUWXC6G¯=7CNSUWL�ILQHM@gu�.���B�qp�Y�g ���o� � prY�g �X�w| �Dz prY±g x�x � nqprY±g ��� � nqprYg �K. �Dz prYbgiv �*h � !Bp�Y±gi�V?lkH�B�qp�Y�gi� �V� � �qp?B9HQ2g �*��� � nqprYLSJWHC�c{C6M�S}RHMeCN\°RH`sK6ID9oSUGe;>cHRTSU;>IB9¨;>M«SUWH?�S}MeID=@CwMJCNGJ;>CNMbIB\­QHC6MeK6GJ;OEXSU;OID9¨\°C6?�SURHGeC6MNY`>;O9HCl?�GJ;OS:�BYXKNID9okDCfªT;�S:�DY{K6ID9HK6?lkT;�S:�P?B9HQPK6RHG�k�?�SURHGeCy?B9HAD`OC�?B9HQPcsCN9HQ�?B9XAD`>CVIB\�`>;O9HCl?�GJ;86NC6Q,`O;>9HCNMIB\aKNID9oSUIDRXGJM.?�GJC±\°IBRH9HQ�cH?BMJCNQ¯ID9�IDRXG�=7CNSJWHITQ�YBcHRXSjIBSUWXC6G½=@CfSUWHILQHM.?�GJC�9HIBSl~���WHC6MeC}IDGeQHC6GeC6QMJCNGJ;OC6M�IB\ZQHCNMJK6Ge;>EXSJ;>ID9�\°Cl?qSURHGeC6Mb=@?B¼�CwMeWa?BE{CwQHCNMJKNGJ;>ETSU;>IB9¤?B9HQ@GJCNK6IDAD9X;OSU;OID9�IB\­KNID9oSUIDRXGJMbE{IDM¹�MJ;OcH`>C�~��`OMJIHY ³ CyKl?B9PMJCNCySJWa?�S4MeID=@C�EHGeITKNC6MeMJC6Q�GJC6MeRH`OSJM®?BGJC�9HIBS4MJ?�SU;OMe\]�L;>9XA7c{C6K6?BRHMeCFIB\jMJID=7CVMJEXRT�GJ;OIDRHM¤EH?BGeSJM6~���IBG¤CfªX?B=7EH`>C�Y®SJWHC2`>;O9HCl?�GJ;86NC6Q�GeC6MeRH`OSJM,IB\yMJID=7C�Ea?BG�SUM,IB\yKNID9oSUIDRHGeM,MJWHI ³ 9;>9 �j;OAH~]!H~s!�¢`!¡¦¯?BGeC�9XIBS¨MJ?�SU;OMe\]�L;>9XAH~���9À;>=7EHGJI'kDCN=@CN9oS¨=7CNSJWHITQ�Yb=7C6GJAB;>9HA�?B9HQ MJEH`O;OSJSJ;>9HA`>;O9HCl?�GJ;86NC6Q,`O;>9HCNM6YH;OM�QHCNkBC6`>IBEsCNQ�;O9P9XCfªLS®K Wa?BEXSJC6G®ca?BMJCNQ�IB9�C¾ªTSJC69HMe;>ID9��aGJCNC6=@?B9%K6ILQHC6MN~

Page 80: Processing and recognition of document and GIS images

� � ��� ���� �

� �·��� �À��� ��� � � ������� " ��� � ��������� �¥"

�,$'& (*),+.-�/%021234+.56/7)�aIDG­QHCNMJKNGJ;>ETSU;>IB9�?B9HQ�GJCNK6IDAD9X;OSU;OID9VIB\LK6IB9¡SJIDRHGZMeWa?BE{CBYqID9HC�;>=7E{IDGeSU?B9oS�\°Cl?qSURHGeC�;>M­SUWXC�=@IDGeEHWHI��`>IBAD;>K6?B`�M�SUGJRXKNSURXGJC6MwK Wa?B9HABC,¢£M�SUGeRHKNSJRHGJCFMJC6AB=@CN9¡S ¦4I�\.K6IB9¡SJIDRHGeM6~}8:9P\£?BKNS6Y{W¡RH=@?B9HM®GJCNK6IDAB9H;86NCIDcLdeCNKNS®;>=@?BADC�ca?BMJCNQ�ID9P?�MJCNGJ;>CNM4IB\j=7IDGeEHWHID`OIDAD;>K6?B`{MeSUGeRHKNSJRHGJCNMwK WH?B9HADCyIB\�K6ID9oSUIBRHGJM4;>9,SJWHCIDcLdeCNKNS�;O=¨?�ADC®?B9HQ¤MeID=@C�EHGJ;OIDG±;O9X\°IDGe=¨?�SJ;>ID9�~j�LID=@Cw=@CfSUWHILQHM±Wa?lkDCVc{C6C69,QXCNkDCN`>IDE{C6Q,;O9@SJWHCEa?BM�S g��[h��D�qprY²gi|K3 � ¸6prY g �D?B¼Lm � prY g��j?�9 �o� prY gi|�.�´ � � !Bpj?B9HQ¥gi� �V� � �qpr~���WXC6GJC�?�GJCFSJWHGJCNCEHGeIDcH`>CN=@M�;O9¯SUWHCNMJC[?�`>ADIDGe;OSJWH=@M 1�¢r?o¦.C¾ªTSJGU?BKfSUCNQ@\°Cl?qSURHGeC6M�¢£MeSJGJRHKfSURHGeCwMeC6AD=7C69oSJM ¦«?BGJC4RH9HKNID=¯�EH`OCNSUCNQ ��¢°c�¦ySUWXC6GJC%;OM¯9HI2QH;>GeC6KfSU;>IB9�K Wa?B9HADC%IB\®\°Cl?qSURHGeC6M��}?B9HQ ¢£Kl¦�;OS¯;OM¯9HIBS¯C6?BMe� SJI2\°IDGJ=?¤MJCNGJ;OC6M[IB\«\°C6?�SURHGeC©kDCNKNSUIBGJM6~F��WHC¯GJC6?BMJIB92;>M�SJWa?�SV`O;>9HC6?BGJ;�6l?�SJ;>ID9P=@CfSUWHILQ�ca?�MJC6QL�:QH;���CNGJC69XK6CK6ILQHCNM®;OM�9HIBS®QHCfkDC6`OIDE{C6Q­~

�,$54 � /7- ����/ 9N/ �75l3+7$9 <�+�-«123�+�12-87$9 �·/75l)¤+8< / � 34/@)¤+j/@12-�<

�Z;>9HC6?BGJ;�66CNQ�`>;O9HC6M�?B9HQF\°Cl?�SJRHGJC±QHC6MeK6GJ;OEXSU;OID9¯?BGeCbQHCNMJKNGJ;>c{C6Q¯;O9 .bWa?�EXSUCNGg!�ca?�MJC6Q¯IB9©QH; �sC6GeC69HKNCK6ILQHCNM6~.��WHC�`O;>9HC6?BGJ;�66CNQ©`>;O9HC6M.=@?B¼�C�=@IDGeEHWHID`OIDAD;OKl?B`oM�SUGJRXKNSURXGU?B`aE{ID;>9oSJM.IB\{K6ID9oSJIDRHGJM�E{IDMeMJ;>cX`>CB~��WHCNGJC�;OM®?7=7IDGJEXWHID`>IBAD;>K6?B`�K Wa?�9HADCycsCfS ³ CNC69�S ³ I¨9HCN;>ADW¡c{IDGJ;O9HA@`O;>9HC6?BGJ;�66CNQP`O;>9HCNMy¢£M�SUGJRXKNSURXGJCMJCNAD=7C69oSUMU¦f~±�TID=7C[MJE{C6KN;§?B`�EsID;O9oSUM�?BGeCVQHCN_H9HC6Q%SUI�GJCNEHGJCNMJCN9¡S4SJWHC6MeCy=7IDGeEHWHID`OIDAD;>K6?B`�K Wa?B9HABC6M?B`OID9HA}SUWXC�KNID9oSUIDRXGJM6~���WHC6MeCbMeEsCNK6;§?�`DEsIB;>9oSUM½?BGeC�Kl?B`O`>C6Qy?BMZSJWHC«MeSUGeRHKNSJRHGU?�`oEsID;O9oSUMZIB\XK6ID9oSUIBRHGJMN~��WHC±MeSUGeRHKNSJRHGU?�`XE{ID;>9oSUM½9HIBS�ID9H`���QHC6MeK6Ge;>c{C±SUWXCbK6IB9¡kBCfª©IDG�KNID9HK6?'kBC�K Wa?B9HABCbIB\a`O;>9HC«MeC6AD=7C69oSUMNY

ÁW!

Page 81: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, Á �

cHRXSb?B`OMJIyQHCNSJC6GJ=7;>9XC4SJWHC®K Wa?B9HADCw;>M«;>9�SUWXC�QH;OGJC6KfSU;OID9�IB\ ³ WH;OK W¨K Wa?B;O9¨KNITQHCw?B`OID9HAVSUWHC®;>=@?BADCK6IB9¡SJIDRHGN~j��WHCNGJCN\°IBGJCBY�SUWHCNMJCbM�SUGeRHKNSJRHGU?B`LE{ID;>9oSUM*K6?B9�c{C±RXMJC6Q©SJIwGeC6EHGeC6MeC69oS�K6IB9¡kBCfª�IDG½K6ID9HK6?lkDCMJCNAD=7C69oSUM�?�`>ID9HA4SUWXCbK6IB9¡SJIDRHG�?�9HQ�SUWXCbGJCN`§?�SJ;>ID9yc{CNS ³ C6C69¯SJWHC±\°C6?�SURHGeCbE{ID;>9oSJM.?B9HQFSUWHC±IDcLdeC6KfSC}~j��WHCN;>G�QHCN_a9X;OSU;OID9©?�9HQ©QHCfSUC6KfSU;OID9�?BGJC±ca?BMeC6Q¯ID9�SJWHC}M�SUGJRXKNSURXGJC}Ea?qSJSUCNGJ9HMjIB\�C6`OC6=7C69oS.KNITQHCNMIB\±S ³ I�`O;>9HCNM6Y ³ WH;OK W�?BGJC7MJWXI ³ 9·;>9��j;>AH~ � ~O¸B~¤��MeMJRH=7C@SJWa?�S � � � � g�� �sp±;>M�SUWHC7K6RHGeGJCN9¡S�`>;O9HCBYSUWH?�S � � � � g � � �¸Npb;OM�SUWHC,EXGJCNkL;OIDRHM©`O;>9HC¨?B9HQ SUWH?�S � � � � g � � t ¸6p};OM�SUWXC¤9HCfªLS�`O;>9HC¨?B`>ID9XA2?K6IB9¡SJIDRHGN~���WXC6MJCy`>;O9HC6M4?�GJCVEHGeITQHRXK6C6Q�;>9,SUWXCyKNID9oSUIDRXG®`O;>9HC6?BGJ;�6l?�SJ;>ID9@EHGJILK6CNQHRHGeCB~� i ,g_ ^ OR^`\ _ � ~ nL~O¸ 1.��WXCyKNID9okDC¾ª%EsIB;>9oS�;>9¤SJWHC[QH;OGJCNKNSU;OID9,IB\½K6ILQHC�!P¢°GJCNEHGJCNMJC69oSJC6Q ³ ;�SUW¤SJWHCK Wa?BGJ?BKNSJC6G@� c �¡¦¾~8»\LSUWHC«C6`OC6=7C69oS*K6ILQHCNM z Y !®?B9HQ � ILK6K6RXG½MeRHK6KNC6MeMJ;OkBC6`���?�M�?�ADGeIDRHE�IB\T9HC6;OADW¡csIBGJWHILITQV`O;>9HC6?BGJ;�66CNQ`>;O9HC6MNYXSUWXC69%SUWHC�E{ID;>9oS�;OMw?¯KNID9okDCfª�E{ID;>9oS�;O9,SUWHC�QH;OGJC6KfSU;OID9%IB\jKNITQXC !%~� ³ I¯Kl?BMeC6M�IB\ZSJWHC�KNID9okDCfª,EsID;O9oSUMb;O9¨SUWXC�QH;OGJC6KfSU;OID9¤IB\ZKNITQXC�!©Kl?�9,csCwQHCN_a9XC6Q�¢£GeC6EHGeC6MJCN9oSUC6Q³ ;OSJWP?�Me=¨?�`>`�KN;>GeK6`>Cl¦b;>9P�j;OAH~ � ~�¸¡¢¹¸�¦�1I YPL ;�\®SJWHC¤_aGeMeS7C6`OC6=7C69oS�K6ILQHC � � �� ¸%IB\ � � � � g � �{pw;OM¯K6ILQHC !HY�SUWXCPMeC6KNID9HQ�C6`>CN=@CN9oS�K6ILQHC

� � �� n@;>M[KNITQXC � ?B9HQ�SUWXC¯QH;>GeC6KNSJ;>ID9�K Wa?B;>92KNITQXC©IB\«SUWHC¯`>?BMeS�EH;�ªTCN`.IB\ � � � � g�� ����¸6p.;OMKNITQHC z YsSJWHC69�SJWHC�_aGeMeSVEX;�ªTC6`�IB\�SUWHC�K6RHGeGJC69oSV`O;>9HC � � � � g � �sp.;>M[?@K6ID9okDC¾ª<E{ID;>9oS[;O9�SJWHCQH;OGJCNKNSU;OID9,IB\�K6ILQHC ! �

I��]L ;�\TSJWHCbCN`>C6=7C69oS�K6ILQHC � � �� ¸�IDG � � �� n4I�\ � � � � g�� �spT;>M½K6ILQHC z Y�SJWHC±QX;>GJCNKNSJ;>ID9yK Wa?B;O9�K6ILQHC�IB\SJWHC4`§?BM�S±EX;�ªTC6`aIB\�� � � � g�� �sps;>M«K6ILQHC�!F?B9HQ@SJWHC4_aGJM�S±CN`>CN=@CN9¡S±K6ILQHC � � �� ¸®IB\�� � � � g�� � t ¸6p;OMbK6ILQHC � YTSJWHC69¤SJWHC[`§?�MeS}EX;�ªTC6`{IB\ZSUWXC[K6RHGeGJCN9¡S4`O;>9HC � � � � g � �sp­;>M}?FK6ID9okDC¾ª%E{ID;>9oS};O9@SJWHCQH;OGJCNKNSU;OID9,IB\�K6ILQHC !H~

� i ,g_ ^ OR^`\ _ � ~ºnT~ n�1.��WHCVK6IB9HKl?lkDCVE{ID;O9¡Sb;>9¨SJWHC[QH;OGJCNKNSU;OID9¨I�\�KNITQXC !P¢£GeC6EHGeC6MeC69oSUCNQ ³ ;�SUW¨SJWHCK Wa?BGJ?BKNSJC6G@�e=7�¡¦f~8»\LSUWHC«C6`OC6=7C69oS*K6ILQHCNM � Y !®?B9HQ z ILK6K6RXG½MeRHK6KNC6MeMJ;OkBC6`���?�M�?�ADGeIDRHE�IB\T9HC6;OADW¡csIBGJWHILITQV`O;>9HC6?BGJ;�66CNQ`>;O9HC6MNYZSUWHCN9�SUWXC@E{ID;>9oSyK6IBGJGJCNMJE{ID9HQH;O9HA�SJI�KNITQXC !P;>My?�KNID9HK6?'kBC¨E{ID;>9oSy;>9<SUWXC@QH;OGJCNKNSU;OID9<IB\K6ILQHC !H~� ³ IFK6?BMJCNM±IB\{SUWXCwKNID9HKl?lkBCwE{ID;>9oSJM�;>9¯SUWHC4QH;OGJCNKNSU;OID9�IB\sK6ILQHC�!yK6?B97csC4QHCf_a9HC6Q�¢£GeC6EHGeC6MJCN9oSUC6Q³ ;OSJWP?�Me=¨?�`>`�KN;>GeK6`>Cl¦b;>9P�j;OAH~ � ~�¸¡¢rnD¦�1I YPL ;�\®SJWHC¤_aGeMeS7C6`OC6=7C69oS�K6ILQHC � � �� ¸%IB\ � � � � g � �{pw;OM¯K6ILQHC !HY�SUWXCPMeC6KNID9HQ�C6`>CN=@CN9oS�K6ILQHC

� � �� n@;>M[KNITQXC z ?B9HQ�SUWXC¯QH;>GeC6KNSJ;>ID9�K Wa?B;>92KNITQXC©IB\«SUWHC¯`>?BMeS�EH;�ªTCN`.IB\ � � � � g�� ����¸6p.;OM

Page 82: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, ÁDÁ

KNITQHC � Y¡SUWHCN9¨SUWXCw_aGeMeS}EX;�ªTC6`{IB\­SJWHCwKNRHGJGeC69oS�`O;>9HC�Y � � � � g�� �{p�YX;>M±?FK6IB9HKl?lkDC�EsID;O9oSb;O97SJWHCQH;OGJCNKNSU;OID9,IB\�K6ILQHC ! �

I��]L ;�\TSJWHCbCN`>C6=7C69oS�K6ILQHC � � �� ¸�IDG � � �� n4I�\ � � � � g�� �spT;>M½K6ILQHC � Y�SJWHC±QX;>GJCNKNSJ;>ID9yK Wa?B;O9�K6ILQHC�IB\SJWHC4`§?BM�S±EX;�ªTC6`aIB\�� � � � g�� �sps;>M«K6ILQHC�!F?B9HQ@SJWHC4_aGJM�S±CN`>CN=@CN9¡S±K6ILQHC � � �� ¸®IB\�� � � � g�� � t ¸6p;OMVK6ILQHC z Y*SJWHC69¶SUWHC7`§?�MeS�EH; ªXCN`«IB\bSJWHC�K6RHGeGJC69oS�`>;>9XC�� � � � g�� �sp±;>My?%K6ID9HK6?lkDC¨E{ID;O9¡S�;O9SJWHC�QH;>GeC6KNSJ;>ID9,I�\jKNITQHC !H~

� i ,g_ ^ OR^`\ _ � ~ºnT~ z 1���WHC�KNID9okDCfª�E{ID;>9oS®;>9%SUWHCyQH;OGJC6KfSU;OID9�I�\.K6ILQHC���¢°GJC6EXGJC6MeC69oSUCNQ ³ ;OSJWPSJWHCK Wa?BGJ?BKNSJC6G@��kL�¡¦¾~8»\LSUWHC«C6`OC6=7C69oS*K6ILQHCNMj�LY �4?B9HQ�¸«ILK6K6RXG½MeRHK6KNC6MeMJ;OkBC6`���?�M�?�ADGeIDRHE�IB\T9HC6;OADW¡csIBGJWHILITQV`O;>9HC6?BGJ;�66CNQ`>;O9HC6MNYXSUWXC69%SUWHC�E{ID;>9oS�;OMw?¯KNID9okDCfª�E{ID;>9oS�;O9,SUWHC�QH;OGJC6KfSU;OID9%IB\jKNITQXC��,~� ³ I¯Kl?BMeC6M�IB\ZSJWHC�KNID9okDCfª,EsID;O9oSUMb;O9¨SUWXC�QH;OGJC6KfSU;OID9¤IB\ZKNITQXC ��Kl?�9,csCwQHCN_a9XC6Q�¢£GeC6EHGeC6MJCN9oSUC6Q³ ;OSJWP?�Me=¨?�`>`�KN;>GeK6`>Cl¦b;>9P�j;OAH~ � ~�¸¡¢ z ¦�1I YPL ;�\®SJWHC¤_aGeMeS7C6`OC6=7C69oS�K6ILQHC � � �� ¸%IB\ � � � � g � �{pw;OM¯K6ILQHC �XY�SUWXCPMeC6KNID9HQ�C6`>CN=@CN9oS�K6ILQHC

� � �� n@;>M[KNITQXC,¸�?B9HQ�SUWXC¯QH;>GeC6KNSJ;>ID9�K Wa?B;>92KNITQXC©IB\«SUWHC¯`>?BMeS�EH;�ªTCN`.IB\ � � � � g�� ����¸6p.;OMKNITQHC©�TYsSJWHC69�SJWHC�_aGeMeSVEX;�ªTC6`�IB\�SUWHC�K6RHGeGJC69oSV`O;>9HC � � � � g � �sp.;>M[?@K6ID9okDC¾ª<E{ID;>9oS[;O9�SJWHCQH;OGJCNKNSU;OID9,IB\�K6ILQHC � �

I��]L ;�\TSJWHCbCN`>C6=7C69oS�K6ILQHC � � �� ¸�IDG � � �� n4I�\ � � � � g�� �spT;>M½K6ILQHCb�TY�SJWHC±QX;>GJCNKNSJ;>ID9yK Wa?B;O9�K6ILQHC�IB\SJWHC4`§?BM�S±EX;�ªTC6`aIB\�� � � � g�� �sps;>M«K6ILQHC �y?B9HQ@SJWHC4_aGJM�S±CN`>CN=@CN9¡S±K6ILQHC � � �� ¸®IB\�� � � � g�� � t ¸6p;OMbK6ILQHCF¸DYTSJWHC69¤SJWHC[`§?�MeS}EX;�ªTC6`{IB\ZSUWXC[K6RHGeGJCN9¡S4`O;>9HC � � � � g � �sp­;>M}?FK6ID9okDC¾ª%E{ID;>9oS};O9@SJWHCQH;OGJCNKNSU;OID9,IB\�K6ILQHC �X~

� i ,g_ ^ OR^`\ _ � ~ºnT~H!Q1.��WHCVK6IB9HKl?lkDCVE{ID;O9¡Sb;>9¨SJWHC[QH;OGJCNKNSU;OID9¨I�\�KNITQXC �%¢£GeC6EHGeC6MeC69oSUCNQ ³ ;�SUW¨SJWHCK Wa?BGJ?BKNSJC6G@�����o¦f~8»\LSUWHC«C6`OC6=7C69oS*K6ILQHCNM�¸BY �4?B9HQF�}ILK6K6RXG½MeRHK6KNC6MeMJ;OkBC6`���?�M�?�ADGeIDRHE�IB\T9HC6;OADW¡csIBGJWHILITQV`O;>9HC6?BGJ;�66CNQ`>;O9HC6MNYXSUWXC69%SUWHC�E{ID;>9oS�;OMw?¯KNID9HKl?lkBCFE{ID;>9oS4;O9%SJWHC�QH;>GeC6KfSU;>IB9,IB\jKNITQXC��T~� ³ IFK6?BMJCNM±IB\{SUWXCwKNID9HKl?lkBCwE{ID;>9oSJM�;>9¯SUWHC4QH;OGJCNKNSU;OID9�IB\sK6ILQHC ��K6?B97csC4QHCf_a9HC6Q�¢£GeC6EHGeC6MJCN9oSUC6Q³ ;OSJWP?�Me=¨?�`>`�KN;>GeK6`>Cl¦b;>9P�j;OAH~ � ~�¸¡¢ !¡¦�1I YPL ;�\®SJWHC¤_aGeMeS7C6`OC6=7C69oS�K6ILQHC � � �� ¸%IB\ � � � � g � �{pw;OM¯K6ILQHC �XY�SUWXCPMeC6KNID9HQ�C6`>CN=@CN9oS�K6ILQHC

� � �� n@;>M[KNITQXC7�¤?B9HQ�SUWXC¯QH;>GeC6KNSJ;>ID9�K Wa?B;>92KNITQXC©IB\«SUWHC¯`>?BMeS�EH;�ªTCN`.IB\ � � � � g�� ����¸6p.;OM

Page 83: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, Áo�

KNITQHCy¸DY¡SUWHCN9¨SUWXCw_aGeMeS}EX;�ªTC6`{IB\­SJWHCwKNRHGJGeC69oS�`O;>9HC�Y � � � � g�� �{p�YX;>M±?FK6IB9HKl?lkDC�EsID;O9oSb;O97SJWHCQH;OGJCNKNSU;OID9,IB\�K6ILQHC � �

I��]L ;�\TSJWHCbCN`>C6=7C69oS�K6ILQHC � � �� ¸�IDG � � �� n4I�\ � � � � g�� �spT;>M½K6ILQHC®¸DY�SJWHC±QX;>GJCNKNSJ;>ID9yK Wa?B;O9�K6ILQHC�IB\SJWHC4`§?BM�S±EX;�ªTC6`aIB\�� � � � g�� �sps;>M«K6ILQHC �y?B9HQ@SJWHC4_aGJM�S±CN`>CN=@CN9¡S±K6ILQHC � � �� ¸®IB\�� � � � g�� � t ¸6p;OMVK6ILQHC¤�LY*SJWHC69¶SUWHC7`§?�MeS�EH; ªXCN`«IB\bSJWHC�K6RHGeGJC69oS�`>;>9XC�� � � � g�� �sp±;>My?%K6ID9HK6?lkDC¨E{ID;O9¡S�;O9SJWHC�QH;>GeC6KNSJ;>ID9,I�\jKNITQHC �X~

�T;>=7;>`>?BGjSJI©�[CN_H9H;OSJ;>ID9HM � ~ºnT~�¸DY � ~H!X~ nTY � ~ºnT~ z ?B9XQ � ~ºnT~s!�IBSJWHC6G�MeSJGJRHKfSURHGJ?B`�E{ID;>9oSJM±K6?B9¨c{CQHCf_a9HC6QP?B9XQ%\°IBRH9HQ%?BM}\°ID`O`>I ³ M 1½SUWHCVKNID9okDC¾ª%EsIB;>9oS�;>9@SUWHCVKNITQHC�Á%¢N�lg��¡¦fYLSUWHC[KNID9HK6?'kBCFE{ID;O9¡S;>9<SUWXC¨K6ILQHC¨Á ¢6�¹p>�¡¦¾Y½SJWHC¨KNID9HK6?'kBC¤E{ID;>9oSF;>9<SUWHC@K6ILQHC,n�¢6�l¢°�¡¦fY*SUWHC@K6ID9okBCfª·EsID;O9oS�;O9¶SJWHCK6ILQHC�n2¢N�U¦��o¦fYsSJWHC©KNID9okDCfª2EsID;O9oS[;>9�SUWHC©KNITQXC � ¢6�J���¡¦fY�SUWHC¯KNID9HK6?'kBC¯EsIB;>9oS[;O9�SUWHC¯KNITQXC �¢6�¹\J�¡¦¾YBSUWXC�K6ID9okDC¾ª7EsIB;>9oS�;>9©SJWHC�K6ILQHCV¸y¢N�eID�¡¦¾YBSUWHC�KNID9HK6?'kBCwE{ID;O9¡S.;>9©SUWXC�K6ILQHCV¸y¢6� � �¡¦¾Y�SJWHCK6IB9¡kBCfª�EsID;O9oS�;O9�SUWXC�K6ILQHC z ¢6�e���o¦fYaSUWHC�K6ID9HK6?lkDC©E{ID;>9oSw;>9PSUWHC©KNITQXC z ¢N��SU�o¦fY�SUWHCFK6ID9okDC¾ªE{ID;>9oS�IB\�SUWHC�KNITQHCy�P¢6��MJ�¡¦¾Ya?B9HQ%SUWHC�KNID9HKl?lkBCFE{ID;>9oS4;O9%SJWHC�K6ILQHCF�%¢6�U�T�o¦V¢£MJCNC���;>AH~ � ~O¸'¦f~

��WHC6MeC�MeSUGeRHKNSJRHGU?�`.EsIB;>9oSUMwQHC6MeK6GJ;OcsC©SJWHC©KNID9okDCfª2IDG[K6IB9HKl?lkDC�K Wa?�9HADC©;O92QH; �sC6GeC69oSVK Wa?B;O9K6ILQHC¯QH;OGJCNKNSU;OID9HM�?B`>ID9XA¨SUWHC¯KNID9oSUIDRXGVIB\±?¤cH;>9a?�Ge��;>=@?BADCB~F�T; ªLSUC6CN9<QH; �sC6GeC69oS�K Wa?BGJ?BKNSJC6GJMV;O9SUWXC6MJC�_aADRXGJC6Mw?BGeCFRHMeC6QPSUI7GJC6EXGJC6MeC69oS[QX; �sC6GJCN9oS�M�SUGJRXKNSURXGU?B`*E{ID;>9oSUMN~±8»S®;OM®9XC6K6CNMJMJ?BGe�PSUI�9HIBSJCSUWH?�S®;O\jSJWHCyEHGJILK6CNMJMJCNQ�`>;O9HC�;>M�SUWXCF`>?BMeS®`>;O9HCBYTSUWHCN9�SUWHCNGJCy=©RHM�S�c{C�?�9�RHEXEsCNG�K6IB9¡kBCfª�E{ID;>9oSl~8»S©;OMySJWHC¨`>?BMeSFEH; ªXCN`±I�\}SUWHC@`§?BM�S�`O;>9HC�~%��WH;>MF;>MycsCNKl?BRHMeC¨SUWXC¤QH;>GeC6KfSU;>IB9�K Wa?�;>9 KNITQHC@IB\}SJWHC`§?�MeSVE{ID;>9oSV;O9<?,MJ=7ITIBSJWHC6Q2KNID9oSUIDRXGy;OM[K6ILQHCN!P?B9HQ2SJWHC¯QH;>GeC6KfSU;>IB92K Wa?B;>9<KNITQHC¯I�\±SJWHC©_aGJM�SEH; ªXCN`­;>9%?¯Me=@ILIBSUWXC6Q,K6IB9¡SJIDRHG4;>MbK6ILQHC � ca?BMJCNQ�IB9%SJWHC�EHGJIBEsCNGeS:�¤I�\�SJWHCVMJ=7ITI�SUW¤\°ID`O`>I ³ ;>9HAK6IB9¡SJIDRHGN~

��`OMJIHY�?�`OSUWXIDRHADW¥SUWHC�GJCNEHGJCNMJC69oSJC6Q²K6ID9oSJIDRHG¨MeWa?BE{C�IB\[EsID;O9oS�� c �D;OM7SJWHC�MJ?B=7C�?BM7SUWa?qSIB\yK6IB9HKl?lkDC�EsIB;>9oS������XY®S ³ I�S:�LE{C6MPIB\FMeSUGeRHKNSJRHGU?�`VEsID;O9oSUM,Wa?lkDC<QH;���CNGJCN9¡SP=7IDGJEXWHID`>IBAD;>K6?B`MeSJGJRHKfSURHGJ?B`.EHGeIDE{C6GeSJ;>CNM6~���WXC7E{ID;O9¡S%� c �­;>M[KNID9okDC¾ª�Y½cHRXS�E{ID;O9¡S%�����,;>MVKNID9HK6?'kBCB~7�T;O=@;O`§?BGe`O�BYSUWXC,GJC6EXGJC6MeC69oSUCNQ�K6IB9¡SJIDRHG¯MeWa?BE{CPI�\�E{ID;>9oS¶��=@�2;OM�SUWHC%MJ?B=@C%?�M©SUWa?�S�I�\�E{ID;>9oS¶�¹kT�XY�cXRXSSUWXC@=7IDGJEXWHID`>IBAB�2IB\bEsID;O9oS���=@�P;>MyK6ID9XKl?lkDC,?�9HQ�SJWa?�SFIB\�E{ID;>9oS���kL��;OMFKNID9okDCfªs~P��WHC6GeC¨;OMMJ;O=@;O`§?BG�EXGJIDE{C6G�S:�@\°IDG�MeSJGJRHKfSURHGJ?B`�E{ID;O9¡SJM¯�lg��¯?B9XQ¥�l¢£�XYTE{ID;>9oSJM¯��pO�¯?B9HQ��U¦��HYLE{ID;>9oSUM©�J�j�¯?�9HQ� � �HYaE{ID;>9oSJM¤��\e�@?B9HQ ��ID�HY�EsIB;>9oSUM@�e���¨?B9HQ �J�T�HY{?B9HQ�EsID;O9oSUM¨��SU�@?B9HQ��eMJ��¢£MJCNC©�j;OAH~ � ~�¸�¦f~��WHCNGJCN\°IBGJCBY¡M�SUGJRXKNSURXGU?B`HE{ID;O9¡SJM.9HIBS«IB9H`O�FQHC6MeK6Ge;>c{C}SUWHC�MeWa?BE{C�IB\{K6ID9oSUIBRHG�MJCNAD=@CN9oSUM6Y¡cHRTS�?B`>MeIQHCfSUC6Ge=@;O9HC�SUWHCyK6ID9okBCfªT;OS:��IDGwKNID9HK6?'kL;�S:��I�\�K6ID9oSJIDRHG®MJC6AB=@CN9¡SJM6~®8»S[;OM®KN`>C6?BG®SJWa?�S®SUWHCFMJCNGJ;>CNM

Page 84: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, ÁDm

Code 0

Code 7

Code 1

(in the Code 4) (in the Code 4) (in the Code 4) (in the Code 4)

Code 4

Code 2

Code 6

Code 5

Code 3

(in the Code 6) (in the Code 6) (in the Code 2) (in the Code 2)

in the Code 1 (o)in the Code 5 (F) in the Code 5 (f) in the Code 1 (O)

in the Code 3 (t)in the Code 3 (T)in the Code 7 (S)in the Code 7 (s)

(1) Convex Point (^) (2) Concave Point (m) (3) Concave Point ($) (4) Convex Point (v)

(8) Concave Point (()(7) Convex Point ())(5) Convex Point ([) (6) Concave Point (])

(9) Convex Point (10) Concave Point (11) Concave Point (12) Convex Point

(13) Convex Point (14) Concave Point (15) Convex Point (16) Concave Point

��;>ADRHGeC � ~�¸21��LSUGeRHKNSJRHGU?�`ZEa?�SJSJC6Ge9HM4IB\jM�SUGeRHKNSJRHGU?B`*E{ID;>9oSJM6~

Page 85: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, Á �

IB\�MeSJGJRHKfSURHGJ?B`ZEsIB;>9oSUM�IB\j?�K6ID9oSUIBRHG4Kl?B9PQHC6MeK6Ge;>c{C�SJWHC�MJWa?�EsC�IB\½SUWHC�KNID9oSUIDRHGN~

********

********

********

Y******Y

*^******

***********

** *

** *

** *

** T

**************

* **

* *

* *

* *

******************

**** *

**** *

**** *

F*** *

*******************

* *

* *

Y *

[ *

********************

* ********* *

* ********* *

* ********Y Y

* *******$S *

***** ******

* ** * *

* ** * *

* ** * *

s ** * )

** ******

** * *

** * *

Y* * *

v* ] *

******

* *

* *

Y *

f *

******

* *

* *

* *

* *

*******

* *

* *

* *

* *

*******

* *

* *

* *

* *

******

* *

* *

* *

* *

********

** *

* *

* *

* *

*********

* *

* *

* *

* *

**********

* *

* *

* *

* *

************

** *

** *

** *

** *

***************

*** *

*** *

*** *

F** *

****************

* **** *

* **** *

Y ***Y *

[ **$S *

******** ****

* ** * *

* ** * *

* ** * *

* ** * *

****** ****

* ** * *

* ** * *

* ** * *

s ** * *

**** ****

**** * *

*** * *

Y** * *

v** * *

****

* *

* *

* *

] *

****

* *

* *

Y *

* *

*****

* *

* *

* *

* *

******

* *

* *

* *

* *

******

* *

* *

* Y

* *

******

* *

* *

* *

f o

*******

** *

** *

*Y *

** *

*** ************

*** ****** *

*** ****** *

Y** ****** *

F^* ****** *

************************

** ******* **

* ******* *

* Y****** *

* *m***** *

**********************

* *

* *

* *

[ *

*********************

* *******

* *******

Y *******

s *******

**************

** ********

* ********

* ********

* ********

****

****

****

***Y

**v*

(1)

(2)

(3)

(4)

(5)

�j;OADRHGJC � ~ n�1 � GJ;>AB;>9a?B`!;O=¨?BABCBY K6IB9¡SJIDRHGNYMJ=7ILIBSUW¤\°ID`O`>I ³ ;>9XAHY¡`>;>9XCl?BGe;86l?qSU;>IB9­Y¡?B9HQ%MeSJGJRHK¾�SURXGU?B`­E{ID;O9¡SJM�IB\�ID9HC�Wa?B9HQ ³ GJ;OSeSUCN9�QH;OAD;OS z ~

*******

*******

*******

Y******

*^*****

**************

** *****

** *****

** *****

** *****

*********************

****** *

****** *

****** *

F***** *

************************

* **

* *

Y *

[ *

************************

* ** *

* *

* *

s *

****** ****************

****** * ** *

************ *

Y*********** Y

************ T

* ************

* ** *

* *

* *

S )

*********

* *

* *

Y *

] *

*********

* *

* *

* *

f *

************

**** *

**** *

***Y *

**** *

*************

** *

** *

** *

F* *

*************

* *

* *

Y Y

[ *

************

* *

* *

* *

* (

*************

* *

* *

* *

s *

*************

***** *

***** *

Y**** *

***** *

********

** *

* *

* *

* *

*******

* *

* *

* Y

* *

*******

* *

* *

* *

S )

******

* *

* *

Y *

] *

*****

* *

* *

* *

* *

******

* *

* *

* *

* *

*******

* *

* *

* *

f *

***** *********

***** ** *

**** ** *

Y*** *Y Y

F^** ** *

********** ************

* ***** *** **

* ********* *

* Y******** *

* *m******* o

*********************

* * *

* *

* *

[ *

*********************

* ***

* **

Y **

s **

******************

** ***

* ***

* ***

* ***

*************

* ****

* ****

* ****

* ****

********

********

********

*******Y

******v*

(2)

(4)

(5)(3)

(1)

�j;OADRHGJC � ~ z 1 � GJ;>AB;>9a?B`;>=@?BADC�Y K6IB9¡SJIDRHGNYMJ=7ILIBSUW¤\°ID`O`>I ³ ;>9XAHY¡`>;>9XCl?BGe;86l?qSU;>IB9­YL?B9HQ%MeSJGJRHK¾�SURXGU?B`�E{ID;>9oSJM¯IB\V?B9XIBSUWHCNG�Wa?B9HQ ³ Ge;OSeSUC69�QH;OAD;OSz ~

�,$ # ��� � ?V-«5 � ?V)¤+�-�?-<.1 9N+8<

8»\¨SJWHC¥K6ID9oSJIDRHGJM¶IB\¤?B9!;>=@?BADC¥?BGeC�Me=@ILIBSJW!\°IB`>`>I ³ C6Q?B9HQ`>;O9HCl?�GJ;86NC6Q­YFSUWHCN9 ?B`O`©MeSJGJRHK¾�SURXGU?B`±EsID;O9oSUM¯IB\4SUWXC6MJCP`>;O9HCl?�GJ;86NC6Q KNID9oSUIDRXGJM�Kl?B9¥c{C,CfªLSUGJ?BKNSJC6Q�ca?BMeC6Q�ID9�SUWHC%?Bc{I'kDC%QHCf\§�;>9X;OSU;OID9HMw?B9HQ�?B`>ABIDGJ;�SUWH=7M6~���WHC�EHGeITKNC6MJMe;>9HA%GeC6MJRX`OSUMVI�\±\°IDRXG[MU?B=7EH`OC©;>=@?BADCNMV?BGJC¯MeWHI ³ 9�;O9�j;OADM6~ � ~ nLY � ~ z Y � ~s!@?�9HQ � ~ � ~�aIDGbSJWHC�IDRXSUCNG4K6ID9oSUIBRHG4;>9P�j;>AX~ � ~ºnTYXSJWHC6GeCF;OM4?�MeC6Ge;>C6M4IB\�MeSJGJRHKfSURHGJ?B`*EsIB;>9oSUM 1� c � � �J��� � �lg�� � ��MJ� � ��kL��¢°K6ID9okDC¾ªH¦ � ����� � �U�T� � ��pO� � ��\e�À¢°K6ID9XKl?lkDCl¦ ��J�j� � �lg�� � �eMJ� � �¹kT�¶¢°K6ID9okBCfªH¦ � ����� � �U�L� � ��p>� � ��\J� � �e=@�a¢£K6IB9HKl?lkDCl¦¤� c � ��J�j� � �lg�� � �eMJ� � ��kL� � �eID� � �U¦¹� � ����� � � c ��¢°K6ID9okDC¾ªH¦f~3«?BK W·KNID9okDC¾ª IDG�KNID9HKl?lkBC¤K Wa?B9HABC¨K6IB9HMJ;OMeSUMyIB\}?�ADGeIDRHE¶IB\}KNID9okDCfª·IDG�K6IB9HKl?lkDC¨MeSUGeRHKNSJRHGU?�`E{ID;>9oSUM�GeC6MeEsCNKNSU;�kDCN`O�D~b�aIDG�CfªX?B=7EH`>C�YHSUWHC�_aGeMeS®K6ID9okBCfª�K Wa?B9HABCFIB\�SUWHCy?Bc{I'kDCyMJCNGJ;>CNMwKNID9HMe;>MeSJM

Page 86: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, � �

*** *** ***

Y** *^*

******* ** ** ** **

** ** F* **

********** *** * ** *** * ** ***

Y ** Y** [ ** *^*

*********** ******* * * * *** * * * ***

* * * *** * * * ***

************ ********* * * * * * * * *

* * * Y * * * T

************* *********** * * * * * * * *

* * * * * * * )

************* *********** * *** * * *** *

* Y** * * *m* *

************************* * * * *

* * * *

************************ * * * *

* * * *

************** * ******* * ***** ***** * * ***** ***** *

* Y**** Y***Y * * F^*** *^*$S *

****** *** **** * * * * * * * * *** * *

* * Y*Y * * ] ^ *m* * *

***** ** *** * * ** * * * * * *

Y * Y Y f * T (

******* ***** ** **** * ******* * ** * *** ******* * * ***

******* * Y *** ******* * ) t**

**************** * ************* *** * ** * ****** *** * * ******

*** * * ****** *** * [ ******

*********** *** ** **************** * ** * ** * ** * ** * * **

* Y* * Y *Y * F* * ( **

************** ** * ****************** ** * ** ** * **** * * * * * *** *

* * * * *** * F * * * t*S T

*************** ** * * ** * ************* * * ** *** **** * * * * ** * *

Y * ** Y * [ * *[ T *

************** ** * ** ************** * * ** * ** * * * * ** * *

* * *Y * * s * ** ) *

************** ** ************* *** * ** * * *** * ** * *

Y** * YY * * *** * T* * *

********* * ** ** ** ************** ** * ** ** ***** * * ** * ** * *

** * ** * Y ** [ )) * )

******** ** * ************** **** * * * * * ** **** * * * * **

**** Y * * * ** **** s * ] * *o

********** * ************ * *** * ** * *** * *** * * ***

* **Y Y * *** * **o * * ***

******** ** *********** ** * ** ** ** ** * * **

** * * ** *S * * **

****** * * *********** * * * **** **** * * * ****

Y * Y **** * [ [ ****

***** * ******* * * * *** * * * * *

* Y Y Y * s ( O

******* ** **** * * ** * * * * * *

* * * * * t ] (

********* ** ****** * ** ** * * * ** ** * *

* ** YY Y * * ** $^ ) *

**************** ********* * **** * ** * * **** * ** *

* Y**Y * ** * * *mv* * *o *

*************************** * ** * * ** *

* YY * * vm *

**************************** * * * *

* * * *

**************************** * *** * * *** *

* **Y * * *$* *

************* ************* * * * * * * * *

* * * Y * * * *

************ *********** * ** *** * * ** *** *

* ** *** * * ** *** )

********** ********* * *** * * * *** * *

* *** * * s *** * *

**** * ******* ****** * * ****** * *

Y***** * * v***** * *

******* ** * ** *

** * ** *

***** * * * *

* * * *

**** * * * *

* * * *

** ** **

*Y vo

* * (1) (2) (3)

(4) (5)

�j;OADRHGJC � ~H!Q1 |b;>9a?�Ge� ;O=¨?�ADCBY¤KNID9oSUIDRXG ?�9HQMJ=7ILIBSUW¤\°ID`O`>I ³ ;>9XAHY¡`>;>9XCl?BGe;86l?qSU;>IB9­Y¡?B9HQ%MeSJGJRHK¾�SURXGU?B`­E{ID;O9¡SJM�IB\�ID9HC�`>;O`O���aI ³ CNG®;O=¨?�ADCB~

** Y* **

*^ ^*

***** ** Y ** *

** T ** O

****** * * * *

* ) * *

****** ******** Y***** ** * ****** ** *

*^**** F* * ^***** ** *

************* ******** *** **** Y * *** **** * *

*** **** * * *** **** F *

****************** ******* *** ** * * *** ** * *

*** ** * * *** ** * *

******************** ******* * * * * * * * *

* * * * * * * *

************************ ******** ** ** * * ** ** * *

** ** * * ** ** * *

*************************** ******** * Y** *Y * * * *** ** * *

* ^** ** * * * ^** ** * *

************** ************ ********* * * ** * * * * * ** * * *

F * ** T * * * * ** * * *

************** *********** ******** Y Y** * * * * * * *** * * * * *

* F^* * * * * * [ F** * * * * *

****** **** ********** ******** * * * * *** * * * * * * * *** * * *

* * * * *** * * * * * * * *** * * *

******* *** ******** ******* * * Y* Y * * * * * *** * * * *

* * *m * * * * * * ** T * * *

******* ******** ******* * * * * * * * * * * * *

* * ) * * * * * * * * *

********* ******** ******** * * * * * * * * * * * *

* * * * * * * * * * * *

************ ******** ********* * * * * * * *** ** * * ** *

* * * * * * * * * * * *

********* ********* ********* * * * * * * * * * * * *

* * * * f * * * * * * *

********* * *********** *************** * * Y * **Y * * * * * * *** ***

* * * * *** * * * * * *** *

********* *************************************** * * * Y**Y * * * *********** **** ***

* * ( tm$S * * * * m*** *

********* * * * ************* ********** * * * Y* * * * * * * * ** ** * *

* * * ** * * * * * $* * *

******** ********* ********* * * Y * * * * * * * * *

* * * O * * * * ) * * *

******** ******** ********* * * * * * * * * * * * *

* * ) * * * * * * * * *

******** ******** ******** * * * * * * * * * * * *

* * * * ] * * * * * * *

********* ******** ******** * * * * Y * * * * * * *

* * * * * * * * * * * *

******** ******** ********* * * * * * * * * * * * *

[ * * * * * * * * * * *

******** ******* ******** Y * * * * * * * * * * *

* * * * * * * * * * * *

****** ******* ******** * * * * * * * * * * * *

* * * * * * * * * * * *

****** ******** ******** * * * * * * * * * * * *

* * * * * * * * * * * *

****** ******* ******** * * * * * * * * * * * *

* * * * * * * * * * * *

****** ******** ******* * * * * * * * * * * * *

] * * * * * * * * * * *

****** ******* ******* Y * * * * * * * * * * *

* * * * * * * * * * * *

******* ******** ******** * * * * * * * * * * * *

* * * * * * * * * * * *

******* ********* ******** * * * * * * * * * * * *

* * * * * * * * * * * *

******* ******** ******** * * * * * * * * * * * *

* * * * [ * * * * * * *

******* ******* ********** * * * * Y * * * * * * *

[ [ * * s * * * * * * *

******* ****** ********** Y Y Y * *****Y * * * * ** **** **

* * * * ****vo * [ o * *****v

******* ******* * * * * * * * * * * * *

* * o * * * * *

******** ******** * * * Y * * * *

* * * * * * * o

******** ******** * * * * ** * * *

* * * o * * * *

******* ******** * * * * * * * *

* * * * * * * *

****** ********* * * * * * * ** *

* * * * * * * *

******* ******** * * * ** * * * **

* s * ** * * * **

********* ********* * Y* *** * * ** *** *

* ** *** * * s* *** *

*********************** * *****Y * * ****** **

* ****v* * * *****v *

******************** * * * *

s * * *

****************** Y* *** ** ***

** *** s* ***

************* ****** *** **** * ***

****** *** ****** ***

* **** ***Y * ****

**v* ***v

(1) (2) (3)

(4) (5)

�j;OADRHGJC � ~ � 1 |b;>9a?�Ge� ;O=¨?�ADCBY¤KNID9oSUIDRXG ?�9HQMJ=7ILIBSUW¤\°ID`O`>I ³ ;>9XAHY¡`>;>9XCl?BGe;86l?qSU;>IB9­YL?B9HQ%MeSJGJRHK¾�SURXGU?B`{EsIB;>9oSUM�IB\*K6IB9H9HC6KfSUCNQ,Wa?B9HQ ³ Ge;OSeSUC69¨QH;>A��;OSJM ��?B9HQ¶¸D~IB\�K6ID9okBCfª�MeSJGJRHKfSURHGJ?B`ZEsIB;>9oSUM7� c �HY��e�j�HY«�lg��HY«��MJ�HYa?�9HQ��¹kT�X~�aIDGbSJWHC�IDRXSUCNG4K6ID9oSUIBRHG4;>9P�j;>AX~ � ~ z YXSJWHC�MJC6Ge;>CNMwIB\�MeSJGJRHKfSURHGJ?B`ZE{ID;>9oSUM�;OM 1� c � � �J�j� � �lgi� � �eMJ�2¢£K6IB9¡kBCfªH¦ � �U�L� � ��pO� � �¹\J��¢£K6IB9HKl?lkDCl¦ � �J��� � �lg�� � �eMe�¢£KNID9okDC¾ªa¦ � �U�T� � ��pO� � ��\e� � ��=@��¢°K6ID9XKl?lkDCl¦F� c � � �J��� � �lg�� � ��MJ� � ��kL� � �eIB� ��U¦¹��¢°K6ID9okBCfªH¦ � �l¢°��¢°K6ID9XKl?lkDCl¦ � �e��� � � c ��¢°K6ID9okDC¾ªH¦f~��WHCNGJC%?BGeC¤MJ;O=@;O`§?BGVKNID9HKl?lkBCPK WH?B9HADCNM ³ WH;>K W¥K6IB9¡SU?B;>9 ?�ADGJIDRXE IB\®EsIB;>9oSUM��U�T�<?B9HQ�¹p>��;O9c{IBSUW¶?Bc{I'kDC7MJC6Ge;>CNMyI�\bM�SUGJRXKNSURXGU?B`«E{ID;>9oSUMN~¯8»\}GeC6K6IBAD9H;86NC6Q¶IDcLdeCNKNSy;>=@?BADCNM�?BGJC¯Wa?�9HQ ³ GJ;�SJSJC69QH;OAD;OSJM�ca?BMJCNQ¨ID9@EHGJ;OIDG�;>9T\°IDGJ=@?�SU;OID9­YBSJWHC697S ³ IFWa?B9HQ ³ GJ;OSeSUCN9¨QH;OAD;OSJM«?BGJC®GJCNK6IDAD9X;866CNQ¤?BM�QH;OAD;OSz ~���WXC,GJCl?�MJID9�;OMFSUWH?�S�SJWHC6GeC¤;>MFMJRHK W�?�=7IDGJEHWXID`>IDAB;>Kl?�`.MeSJGJRHKfSURHGeC,Ea?�SJSJC6Ge9�¢°S ³ I2ADGJIDRXEHMIB\�M�SUGeRHKNSJRHGU?B`�E{ID;>9oSUM��U�T��?B9HQ!��pO�¡¦VID9·SJWHC¨Me=@ILIBSUWXC6Q·KNID9oSUIDRXGJM©IB\�?B`>`.S:�LE{C6M¯IB\�QX;>AD;�SUM z¢£c{IBSJW7I�\�EHGe;>9oSUCNQ7?B9HQ7Wa?B9HQ ³ Ge;OSeSUC69�QH;OAD;OSJM z ¦¾~��aIDG.Wa?B9XQ ³ GJ;�SJSUCN9@QX;>AD;�SUM6YBWa?B9HQ ³ Ge;OSeSUC697QH;OAD;OS��¢ ³ ;OSJW¥ID9HCPWHIDGJ;�66ID9oSU?B`}`>;O9HC'¦�KNID9oS ?B;O9HM¯S ³ I�ADGJIBRHEHM�IB\[M�SUGeRHKNSJRHGU?B`4E{ID;>9oSJM·�J�T�·?�9HQ �¹p>�H~�wI ³ CNkBC6G6YZSJWHC¯QH;>AB;OS[�¨Kl?B9<c{C©QH;>M�SU;O9HADRH;OMJWHCNQ ³ ;OSJW2Wa?B9HQ ³ Ge;OSeSUC69<QH;OAD;OSJM z cH?BMJCNQ¶IB9¶I�SUWHCNG`>ILKl?qSU;>IB9¨\°Cl?�SJRHGJCNM4IB\jM�SUGeRHKNSJRHGU?B`*E{ID;>9oSJM6~�8»S®;>M�QHCNMJKNGJ;>c{C6QP;>9 .bWa?�EXSUCNGwÁT~�aIDGbSJWHC�IDRXSUCNG4K6ID9oSUIBRHG4;>9P�j;>AX~ � ~s!HYXSJWHC�MJC6Ge;>CNMwIB\�MeSJGJRHKfSURHGJ?B`ZE{ID;>9oSUM�;OM 1� c � � �J�j� � �lg���¢°K6ID9okBCfªH¦ � ��pO� � ��\e��¢°K6ID9HK6?lkDC'¦ � �J�j� � �lg�� � ��MJ�2¢°K6ID9okBCfªH¦ ��U�T��¢£KNID9HKl?lkBC'¦ � �eMe� � ��kL�<¢°K6ID9okDC¾ªH¦ � �����2¢°K6ID9XKl?lkDCl¦ � ��kL� � �eID� � �U¦��2¢£K6IB9¡kBCfªH¦� �l¢£� � � � �7¢£K6IB9HKl?lkDCl¦ � ��ID� � �U¦¹� � �e���7¢£KNID9okDC¾ªa¦ � ��SU� � �l¢£�7¢°K6ID9HK6?lkDC'¦ � �U¦¹� �

Page 87: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, �T¸

�e��� � � c ��¢£KNID9okDCfªH¦ � �e=7�P¢£KNID9HK6?'kBC'¦ � � c ��¢°K6ID9okBCfªH¦f~8»S�;>MVKN`>C6?BG�SUWH?�SVSUWHC�IDRTSUC6GVKNID9oSUIDRXGy;OM[MJ; ª¶?B9HAB`>C6M�csCNKl?BRHMeC7SJWHC6GeC7?BGJC¯Me;�ª2EH?B;>GeMVIB\�K6ID9okDC¾ª?B9HQ�K6ID9HK6?lkDC©K Wa?�9HADCB~w8»\�SUWHC �aI ³ CNG[;>=@?BADC�;OM�GJCNK6IDAB9H;86NC6Q­Y{;OSwKl?B9�csCFGJC6KNIDAD9H;�66CNQ2?BM[?@`>;>`���aI ³ C6G6~¨�aIDG�=@IDM�S�MJIDG�SUMyIB\}`O;>`�� �aI ³ C6GeM6Y�SJWHC6GeC¨?�GJC�MJ; ª<EsCfS ?B`OM ³ WH;>K W·?BGJC�K6IB9HMeSJGJRHKfSUC6Q·c¡�MJ; ª%?B9XAD`>CNM6~

��9HI�SUWHCNG�C¾ªX?B=@EX`>C�;>MjMJWHI ³ 9¨;O9��j;>AX~ � ~ � ~.8»SJM�IDGJ;OAD;>9a?�`T;O=¨?BABCBYo?B9XQ7KNID9oSUIDRXG±?�9HQ@Me=@ILIBSJWK6IB9¡SJIDRHG7;>=@?BADCNM�?BGJCPMJWHI ³ 9�;O9À��;>ADMN~ � ~ � ¢�¸N� z ¦�GJCNMJE{C6KNSJ;OkBC6`O�B~²�aIDG¯SUWHCPIDRXSJC6G7K6ID9oSUIBRHG@;O9�j;OAH~ � ~ � ¢ !¡¦fYXSJWHC�MJCNGJ;>CNM4IB\jM�SUGeRHKNSJRHGU?B`ZE{ID;O9¡SJM4;>M 1� c � � �J����¢£K6IB9¡kBCfªH¦ � ��\e� � �e=@� � �¹SU�²¢°K6ID9HK6?lkDC'¦ � �e��� � � c � � �e�j� � �lg��¢£KNID9okDC¾ªa¦ � �¹p>� ¢£K6IB9HKl?lkDCl¦ � �eMJ� � ��kL� � �eID��¢£K6IB9¡kBCfªH¦ � � � � � ����� � �U�L� � ��pO�¢£KNID9HK6?'kBC'¦ � �6gi� � �eMe� � �¹kT� � �eIB� � �J¦�� � �e��� � � c ��¢£K6IB9¡kBCfªH¦f~��WHCwIDRXSUCNGbKNID9oSUIDRHG±=¨?�;>9H`��©K6IB9HMJ;OMeSUMbIB\­S ³ I©K6ID9okBCfª,MeWa?BE{C6M±csCfS ³ CNC69 ³ WH;>K W@SUWHCNGJC[?�GJCwS ³ IK6IB9HKl?lkDC7MJWH?BEsCNM6~ � 9HC¯K6ID9XKl?lkDC@MJWa?BE{C�;>MV=@?B;>9X`O�P;>92SUWXC7QX;>GJCNKNSJ;>ID9<IB\±K Wa?B;O9¶KNITQXCB!XY�?�9HQ?B9HI�SUWHCNG�K6ID9HK6?lkDC�MeWa?BE{C�;>M�;>9,SJWHC�QH;>GeC6KNSJ;>ID9,I�\jK Wa?�;>9PK6ILQHC �X~

�,$�� � /7- ����/ 9N/ �75l3+7$9'<�+.-«1234+.12-�7B9 �·/75l)¤+8< /��%34/7)¤+./712-�< � 7B<�?V0/@) ? �%+�?[) <.56/7) �%-�?�? � 7©) 3®/%0 ?�<

�w\]SJC6G�?FK6ID9oSUIBRHG};>M±EHGJILK6CNMJMeC6QPc¡�¨MJ=7ITI�SUWH;O9HAy\°IB`>`>I ³ ;O9HAHY¡MJID=7C�MeEHRHGe;>IDRHMbEsID;O9oSUM}Wa?lkBCVcsCNC69GJCN=@I'kBC6Q ¢°MJCNC .bWa?�EXSUCNGB!o¦f~ �wI ³ CfkDCNG6Y}SUWXC6GJCP=@?'�·csCPMJEXRHGJ;OIDRHM�`>;O9HCl?BGe;86NC6Q�`>;O9HC6M¯IB9�SJWHCMJ=7ILIBSUWHCNQ¤K6IB9¡SJIDRHG}cH?BMJCNQ,ID9¤SUWHC�`>;>9XCl?BGe;86l?qSU;>IB9@?�`>ADIDGe;OSJWH=�~��aIDG�CfªX?B=7EH`>C�YTSUWXC6GJC[?BGJC[MeID=7CMJEXRHGJ;OIDRHM¨`O;>9HCNM¨MeRHK W²?BM¤`O;>9HCNM�¢ �q���D¦¾Yy¢ � �U¸��D¦¯IB\VIDRTSUC6G¨K6ID9oSUIBRHG¨;O9 �j;>AX~ � ~ �H¢ !¡¦�?B9HQ�`O;>9HCNM¢�¸f� z ¦�IB\±;>9oSJC6GJ9H?B`�K6ID9oSJIDRHGy;>9¶�j;>AX~ � ~ Áa¢`!¡¦¾~���`>MeIHY*csCNKl?BRXMJC¨M�SUGeRHKNSJRHGU?B`�E{ID;O9¡SJM�IB\}KNID9oSUIDRHGeM?BGeC7KNID9HM�SUGJRXKNSUCNQ·ca?�MJC6Q�ID9<SUWHC�9HCN;>ADW¡c{IDGJ;O9HA%`>;>9XC6M6Y*MeID=@C¯M�SUGeRHKNSJRHGU?B`«E{ID;>9oSJMy9XC6C6Q�9HIBS�c{CK6IB9HMJ;OQHC6GeC6Q ³ WHC69PSUWHC�MJWH?BEsCNMwI�\�SJWHC�K6ID9oSUIBRHGJMw?BGJC�?�9a?B`O�'6NC6Q­~«��WHCNGJCN\°IBGJCBY�;�S4;>M�GJC6?BMJIB9a?BcH`OCSUWH?�SjSJWHC6MeC�MJEHRHGe;>IDRXM.`>;O9HC6M½MJWHIBRH`>Q¯c{C}=7C6GJABC6Q©;O9¡SJI[MJIB=@C±9HC ³ `>;O9HC6M½ca?BMeC6Q�ID9©MeID=@CbCN¬7K6;OC69oSGJRX`>C6MN~��w\]SJC6G¯SUWHC%=7C6GeAD;>9HA2I�\[?2K6IB9¡SJIDRHGNYb?<9HC ³ MJCNGJ;>CNM�IB\�`O;>9HCNM¯;>M¯KNID9HMeSJGJRHKfSUCNQ \°IDG©SJWHCK6IB9¡SJIDRHGNYj?B9XQ ?�9XC ³ MeC6GJ;OC6MFIB\}M�SUGJRXKNSURXGU?B`�EsIB;>9oSUMy?BGeC@QHCfSUCNGJ=7;>9HCNQ­~¨8:9¶SUWHCNMJC¨K6?BMJCNM6Y.IB9H`O�RHMe;>9HA%�aGJCNC6=@?B9�KNITQHCNM[SUI,`O;>9HC6?BGJ;�66Cy`>;>9XC6M[?�9HQ2CfªLSUGJ?BKNS�M�SUGeRHKNSJRHGU?B`jEsID;O9oSUM[;OM[9HIBSVMeRX¬7K6;OC69oS

Page 88: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, �Dn

c{C6Kl?�RHMJC®�aGJCNC6=@?B9¯K6ILQHC6M�?BGeC}ID9H`��©;O9¡SJC6ADCNG4¢ �TYa¸DYLnTY z Y4!XY � Y¡ÁXYoIDG«�B¦f~.�®C6GeCBY ³ C4EHGeIDE{IDMJC}SJWHCCfªLSJC69HMe;>ID9¨��GeC6CN=¨?B9@K6ILQHC6M ³ WH;OK W,?BGJC4KNID9HMeSJGJRHKfSUCNQ,c¡�7GeCl?B`a9¡RH=©c{C6GeM6~�3jªLSUC69XMJ;>IB9¤�aGJCNC6=@?B9K6ILQHCNM[Kl?B92c{C©RHMeC6Q�SJI¤GJCNEHGJCNMJC69oS�SUWXC©K Wa?B;O9�K6ILQHC©QH;OGJCNKNSU;OID9�I�\«ADGJIDRXE2IB\«EsIB;>9oSUMN~[��MeMJRH=7C��� ��� �¯;OM4?7C¾ªLSUC69XMJ;>IB9��aGJCNC6=@?B9%K6ILQHCBYHSJWHC69 � P ��� � � � ��mX~�)% � %+* ��6 � 5 .�0;C -/. � @ C+D�6F?]0;C ��6 @ C+D�6 � ?AD� 1 �6 C 0 � 6F0 ��C D��

´VC69HCNGU?B`O`O�DYZ;�\«SUWHC7`>CN9HABSUW<IB\}?,`>;>9XCl?BGe;866CNQ<`>;>9XC©;>M�MJWXIDGeS6Y*SJWHC7`>;>9XC©=¨?l�2c{C7?PMeEHRHGe;>IDRHM�`O;>9T�Cl?�GJ;86NC6QF`>;>9XCB~�|bC6K6?BRHMJC±SUWHC±MJWHIDG�SUCNG.`>;O9HC«;>M6YqSUWHC±`>CNMJMjKNID9oSUGe;>cHRXSJ;>ID9y\°IDG*SUWHC±MJWa?BE{CbQXC6MJKNGJ;OEXSU;OID9IB\}SJWHC7K6ID9oSUIBRHG6~P8»\4?�`O;>9HC6?BGJ;�66CNQ�`O;>9HC�;>MyMJEXRHGJ;OIDRHM6Y�WHI ³ MJWHIBGeS©;�Sy;>M6~%8»SF;>MyK6`OCl?BG�SUWa?qSFSJWHC`>CN9HABSJW¤SUWHGeC6MJWXID`>Q%IB\*SUWXCy`O;>9HC6?BGJ;�66CNQ¤`>;O9HC�MeWHIDRH`OQPc{CVGJCN`§?�SJC6Q¤SJI�SJWHCV`>CN9HABSJWPI�\½SJWHCVK6IB9¡SJIDRHGN~�ZCNS������ � � ����� � � csCPSUWHC�`>C69XABSUW�SUWHGeC6MJWXID`>Q�I�\[SUWHC�`>;O9HCl?BGe;86NC6Q�K6ID9oSUIBRHG6Y}SJWHC69�SJWHC�SJWHGJCNMJWHID`OQMJWXIDRH`>Q�csCyK Wa?B9XADC6Q ³ ;�SUWPSUWHCF`>C69XABSUWPIB\�KNID9oSUIDRHGN~ �*CfS � � � ������Lg �Dp½c{CFSUWXCF`OC69HABSJW�IB\ �oSJW�`O;>9T�Cl?�GJ;86NC6Q�`>;>9XCBY½?B9HQ L � � �����¤csC�SUWXC@`OC69HABSJW�I�\�K6ID9oSJIDRHG6~¨��WHC6GeCN\°IDGeCBYjSJWHC7SJWHGJCNMJWHIB`>Q ������� � ����� � �MJWXIDRH`>Q%c{Cy?�GJ?�SUCVk�?B`ORHCVIB\j?�KNID9oSUIDRXG®`OC69HA�SUW­~ �ZCNS4SJWHC�`>;>9XC[MJCNGJ;>CNM4MJCNSwIB\½SUWHC�KNID9oSUIDRHG4c{C 1

�H � O � � � ������Lg �op ¢��N� �+���� � ��¸�¦5R ¢ � ~O¸'¦³ WHCNGJC ��;OM}SUWHC�9¡RH=©c{C6G4IB\j`>;>9XCl?BGe;866CNQ,`>;O9HC6M}IB9PSJWHC�K6ID9oSUIBRHG�JsYXSUWXC69

L � � �������� � �>��� � � � � � ������Lg �Dp�� ¢ � ~ nB¦

������� � ����� � � � ¢ L � � ������q¦�� ¸��� � ¢ � ~ z ¦

³ WHCNGJC � ;OMV?¤MJCN`>C6KfS ?BcX`>C�\£?BKfSUIDG[?B9HQ ����� � � ����� � � ;OM�K Wa?�9HADC6Q ³ ;�SUW2QH;���CNGJC69oS�KNID9oSUIDRHG�`>C69XABSUW­~��WHC�MJCN`>CNKNSU;OID92IB\�SUWHC¯SJWHGJCNMJWHID`OQ<;>MV?BQH?BEXSU;�kDC�~¯�aIDGVCfªX?B=7EH`>C�Y­;O\ � � � �����Lg �Dp�;OMV`>C6MeM[SUWa?�9¶IB9HCS ³ C6`O\]SJW¨IB\ L � � ������oYoSUWHCN9¤EHGJIBca?BcH`��©SUWHC �DSUW@`>;>9XC�;>M�?FMeEHRHGJ;OIDRHM�`>;O9HC4?BM«SUWHC®GJCN`§?�SJC6Q7MJWHIDG�Sb`O;>9HCWa?BM�`>C6MeM©K6IB9¡SJGJ;OcHRXSU;OID9²¢£?BcsIBRXS�mX~ zDz�� ¦�\°IBG�SUWHC¨MJWa?BE{C,QHCNMJK6Ge;>EXSJ;>ID9�I�\�SUWHC,KNID9oSUIDRHGN~<��WHCMJCN`>CNKNSU;OID9PIB\jSJWHCFSJWHGJCNMJWHID`OQ�K6?B9�c{CFQXCNSUCNGJ=7;>9HCNQ�cH?BMJCNQ�ID9�WXI ³ =©RHK W�KNID9oSUGJ;OcHRXSJ;>ID9P?@`O;>9HCKl?�9À=@?B¼BCP\°IDG¯SUWHC�MJWa?BE{C�QXC6MJKNGJ;OEXSU;OID9ÀIB\wSUWHC�K6ID9oSJIDRHG6~²��WHCNGJCf\°IDGJC�Y�QH; �sC6GeC69oS¨SJWHGJCNMJWHID`OQMJK6?B`>CNM©Kl?�9�c{C,MJCN`>CNKNSUCNQ­~¶��WHC6GeCN\°IDGeCBY«SUWHC,`OC6MJMFSUWHC¤SJWHGJCNMJWHID`OQ¥;>M6Y.SJWHC¤=7IDGJC¨;>9�QHCfS ?B;O`�SJWHCMJWH?BEsC%QHCNMJKNGJ;>ETSU;>IB9�\°IDG¯SJWHC%K6ID9oSUIBRHG6~ � SJWHC6G ³ ;>MeCBY±SJWHCP`§?BGeADC6G�SJWHGJCNMJWHIB`>Q­Y�SUWHCP`>CNMJM�QHCNSU?B;>`

Page 89: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, � z

MJWH?BEsC4QHCNMJKNGJ;>ETSU;>IB9�\°IBGjSUWHC4KNID9oSUIDRHGN~.��WHCNGJCN\°IBGJCBYT?VGJRH`OC�IB\s=@CNGJAD;O9HA[`>;O9HCl?�GJ;86NC6Q¯`O;>9HCNM�;>M.RHMeC6QSUIyQHCfSUC6KfS ³ WHCfSUWHCNG � � � ������og �Dp{;>M�`>CNMJM«SUWa?B9@ID9HC4S ³ CN`O\]SJW¤IB\"L � � ������o~�8»\�;OS�;>M«SUGeRHCBY¡SUWXC69¨SJWHCw`O;>9HC;>Mw?¨K6?B9HQH;OQa?�SUCFMJEHRXGJ;>IBRHM[ID9HC�Y­?B9XQ�;OS�=¨?l�PcsCF=@CNGJADCNQ�;>9oSJI@SUWXC©EHGJCfkL;>IDRHM�`>;>9XCFIB\jSUWHC©`O;>9HCMJCNGJ;OC6M[MeCNSl~F�wI ³ CNkBC6G6Y*;�\�SUWHCNGJC¯;>M�?¤MJWa?�GJE�SURXGJ9<csCfS ³ CNC69¶Kl?B9XQH;>Qa?qSUC©=7C6GeADC6Q�`O;>9HC�?B9HQ�SJWHCEHGeCNkL;>IDRXM®`O;>9HC�YXSUWXC69�SJWHC�EHGJILK6CNMJMeC6Q�`O;>9HC[MeWHIDRH`OQ�9XIBS®csCy?�MJEHRHGe;>IDRXM®`O;>9HC�Ya?B9HQP;OS4KNIDRH`OQ�9HI�Sc{C�=7C6GJABC6Q ³ ;OSJW¨SUWXC[EHGJCfkL;>IDRHMb`>;>9XCB~j8:9,IBGJQHCNGbSUI©QXCNSUCNKNS ³ WXCNSUWXC6G}SUWXC6GJC�;>M±SJWHC[MeWa?BGJE¤SJRHGJ9�YSUWXC@QH;���CNGJCN9HK6C@K6ILQHC@c{CNS ³ C6CN9 SUWHC7K6RXGJGJCN9oS©`>;O9HC7?B9HQ¶SUWHC7EHGJCfkL;>IDRHMy`>;O9HCB~ �ZCNS � �� M � �Ng � � ¸6p?B9HQ � �� M �(��g � �2¸6p{c{C4SJWHC4_aGJM�SbCN`>C6=7C69oS�K6ILQHCw?B9HQ�SUWHC®MJCNK6ID9XQ¨C6`OC6=7C69oS�K6ILQHC®IB\�SJWHC©¢ � �2¸�¦:SUW`>;O9HCl?�GJ;86NC6Q2`O;>9HCP¢]SUWHC7EHGJCfkL;>IDRHMy`>;O9HC'¦[?�9HQ � �� M �+�6g �Dp�?B9HQ � �� M �(�qg �Dp«csC�SUWHC¯_aGeMeSFC6`OC6=7C69oSyK6ILQHC?B9HQ�SUWXC®MeC6KNID9HQ¨CN`>CN=@CN9¡S«KNITQXCwIB\{SUWXC �DSJW@`O;>9HC6?BGJ;�66C6Q¯`O;>9HCy¢°K6RHGeGJCN9¡S�`O;>9HCl¦jGJC6MeEsCNKNSJ;OkDCN`O�B~���WHCQHCfSUC6KfSU;OID9%;>M®?BM}\°ID`O`>I ³ ;>9HAQ1¸D~ m#Y>Z`UkSVZ Y:OX^`_ .2O��Fi U �FY>^`_ U4\�o i o ^��AidQXi _VU4i �]ikO�� idi _ O�� i ¢ � � ¸'¦ O�� Y>_ o � O��

Z`^l_Fi'&Wr�TRXEHEsIBMJC

� � � � � � � �� M � �fg �Dp � � �� M � �fg � � ¸6p��¾¢ �� � � mD¦fY� � � ¸�� � � �� M � �fg �Dp � � �� M �(�'g � � ¸6p��¾¢ �� � � mD¦fY� � � n � � � �� M �(�'g �Dp � � �� M � �fg � � ¸6p��¾¢ �� � � mD¦fY� � � z � � � �� M �(�'g �Dp � � �� M �(�'g � � ¸6p��¾¢ �� � � mD¦f~

nT~ � ikORi UWOX^ \P_8»\ZIB9HCwIBG±=7IDGJC4IB\ � � �XY � � ¸BY � � nF?B9XQ � � z ?BGJC®ADGeCl?�SJC6G«SUWa?B9 z IDG�C6^¡Ra?�` z YoSJWHC69¨SJWHC6GeC;OM4?�MeWa?BGeEPSJRHGJ9­~ � SUWXC6G ³ ;OMJC�YHSUWHCNGJC�;>M�9HI7ID9HC�~

8»\«SUWHCNGJC�;>M�9HI,SUWHC¯MeWa?BGJE<SURXGJ9­Y­SJWHC¯`>;O9HC©;>M�QHCNSJC6GJ=7;>9XC6Q¶?BM�?¤MJEXRHGJ;OIDRHMV`>;O9HCBY­?B9HQ2SUWHC¯`O;>9HC;>MV=7C6GeADC6Q<;O9¡SJI,SUWHC�EHGeCNkL;>IDRXMy`O;>9HC�~©��WHC7=@CNGJAD;O9HA,;>M[_H9H;>MeWHC6Q¶RH9oSU;O`.9HIPMJRHK W·?%MeWHIDG�SF`O;>9HC;>M4\°IDRH9XQ­Y�?�9HQ2?¨9HC ³ `>;O9HCl?BGe;86NC6QP`>;>9XCF;OM®\°IDGe=@CNQ­~48:9�MJIB=@CFKl?BMeC6M6Y�=@IDGeCySJWa?B9�ID9HC�`O;>9HCF?BGeC=7C6GJABC6Q�co�¯ID9HC4`>;O9HCB~½8:9@�j;>AH~ � ~º�H¢`!o¦fYoMJCfkDCN9¤`>;O9HC6M�?�GJC�=7C6GJABC6Q�co�¯SUWHC}_aGeMeS�`>;O9HC}IB\{SUWXC®IBRXSUCNGK6IB9¡SJIDRHGN~|}?BMeC6Q2ID9�SUWHC�?BcsI'kBC¯?B`>ABIDGJ;�SUWH=PYXSUWXC©`>;O9HC6M�¢ �q�¹�D¦fYj¢ � � ¸��D¦}IB\«IBRXSUCNG�K6IB9¡SJIDRHG[;O9��j;OAH~ � ~º�H¢`!o¦?B9HQ�`>;O9HC6My¢¹¸N� z ¦}IB\jIDRXSJC6G®K6ID9oSUIBRHGw;O9���;>AH~ � ~ Áa¢ !¡¦�?BGJC�=7C6GJABC6Q�;O9oSUI7MJID=7CF9XC ³ `O;>9HCNM ³ WX;>K W

Page 90: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, � !

?BGeC¨MJWXI ³ 9�;O9 �j;OADM6~ � ~º�H¢ � ¦y?�9HQ � ~ Áa¢ � ¦�GeC6MJE{C6KfSU;�kDC6`��D~���`OSJWHIDRHABW�SUWXC¨`>CN9HABSJW IB\}SJWHC¨`O;>9HCNM¢�¸B¸N� ¸ � ¦�I�\«IDRXSUCNG�KNID9oSUIDRHG�;>9���;>AH~ � ~ Áa¢`!o¦4;OMw`OC6MJMwSUWa?B9 ����� � � ��� � � � Y{SUWHCf��K6?B929HIBS�csCF=@CNGJADCNQ;>9oSJI�?�9XC ³ `>;O9HC�csCNKl?BRHMeC¨SUWXC6GJC¨;>MF?��eMeWa?BGJE�SURHGe9H��c{CNS ³ C6C69¥`O;>9HCNM¤¢¹¸�n�� ¸K!¡¦f~%�®I ³ CNkBC6GNY�;�\SUWXC¯K6ID9HQX;OSU;OID9��eMeWa?BGJE<SURXGJ9H�%;>MV9XIBS�K6ID9XMJ;>QXC6GJCNQ¶\°IBG[=@CNGJAD;O9HAHY�SJWHC�=@CNGJADCNQ<9HC ³ `>;>9XC6M�?BGeCMJWXI ³ 9�;>9%�j;OAH~ � ~ Áa¢ � ¦±ca?BMeC6Q�ID9,SUWHCy?Bc{I'kDCF?B`>ADIBGJ;OSJWH=P~�)% � %(' ��6 � 6 ? � .�0>6 -98 � 6F0 �96 @ C D�6 ��²WHCN9�SUWHCy=7C6GJABC6Q�`O;>9HCV;OM®\°IDRX9HQ­Y{;OS®;>M®9HC6KNC6MeMU?BG���SJI@_a9HQ�SUWHCFK6RHG�kB?qSURHGeC©?B9HAB`>CBYa`O;>9HC6?BGJ;�S:�DYK6IB9¡kBCfªT;OS:��?B9HQ�K6IB9HKl?lkL;OS:�·IB\�SUWHC,=7C6GeADC6Q�`O;>9HC�Y�?B9HQ SJI2QHCNSJC6Ge=@;O9HC@SJWHC,csCN9HQ¥?B9HAB`>C6M�csC¾�S ³ C6C69,SJWHC[=7C6GJABC6Q¤`O;>9HCw?B9HQ,;�SUM±S ³ I¯9HCN;>ADW¡c{IDGJ;O9HA�`O;>9HCNM6~.��WHC�MJC6Ge;>CNM}IB\*Ea?BGJ?B=7CNSUCNGJM}I�\*9HC ³`>;O9HCl?�GJ;86NC6Q,`O;>9HC�¢°=@CNGJADCNQ%`>;>9XC'¦}?BGeCVEHGJILQHRHKNC6Q­~¸D~ m#\;QXQTi UWOX^ \ _ \)(�UkS QRh:Y:OXSFQTiY>_/. Z i'&Wr�²WHCN9,ID9HCwIDGb=7IDGJCw`>;O9HC6M±?BGJCw=@CNGJADCNQ,co�@SJWHC �DSUW,`O;>9HC�Y¡ID9H`O��SJWHC[K6RXGek�?�SURXGJCV?B9XAD`>C®IB\SJWHC©9HC ³ `O;>9HC¤¢£=7C6GeADC6Q�`O;>9HCl¦®MeWHIDRH`OQ�csC�Kl?B`OK6RH`>?�SUCNQ­~[��WHC�?B`OADIDGe;OSUWX= IB\�_a9HQH;O9HA¨SJWHCKNRHGek�?�SJRHGJC7?B9HAB`>C�IB\�SUWHC79HC ³ `>;>9XC©;>M�ca?BMeC6Q�ID9·��;>AH~�!X~ � ~�8:9�IDGJQHCNGVSUIPQHC6MeK6GJ;OcsC¯SJWHCQH;OGJCNKNSU;OID9PIB\jSJWHC�9HC ³ `>;O9HCl?BGe;86NC6Q%`>;O9HC6MNY ³ C�RXMJCFSJWHC�9XC ³ QH;OGJC6KfSU;OID9Pk�?BGe;§?B9oS6Ys?lkBC6GU?�ADCK Wa?�;>9�K6ILQHC ��� ��� �XY ³ WH;OK Wµ;OMPQXCN_a9HCNQ ?BM%SUWHC�?lkDCNGU?BADC¶k�?B`>RHC<IB\�K Wa?B;O9 KNITQHCNM�IB\©?`O;>9HC6?BGJ;�66C6Q%`O;>9HCy?B9HQ�Kl?B`O`>C6Q�?BM®CfªLSUCN9HMJ;OID9<�aGJCNC6=@?B9�KNITQXC6M6~®��WHCFCfªLSUCN9HMJ;OID92�aGJCNC6=@?B9KNITQHCNM�?BGeC}QH; �sC6GeC69oS.\°GeID=��GeC6CN=¨?B9¯KNITQXC6M.c{C6K6?BRHMJC}SJWHCN�©?BGJCbGJCl?�`X9¡RH=©c{C6GeM6~ �ZCNS � � �c{C[SUWHCVSU?B9HADCN9¡Sw?B9XAD`>CVIB\½SUWXCy9XC ³ `O;>9HC �<?�9HQPSJWHC ��� � �� �¯csC[SJWHC�K6RHG�k�?�SURHGeC�?�9HAD`>CIB\½SUWXCy9XC ³ `O;>9HC �¶GeC6MeEsCNKNSU;�kDCN`O�D~b�TRHEXEsIDMeCVSUWHC�K Wa?B;O9�KNITQXCyMeCNS®IB\½SUWHC�9HC ³ `>;O9HC[;OM

O � � � g � p ¢ � � �+�����§¢�� ��¸'¦J¦5R � ¢ � ~H!o¦³ WHCNGJC �¿;>M.SUWXC�9LRX=©csCNG«IB\{EsID;O9oSUM�IB\�SUWXC �DSJW7`O;>9HCbID9¯SUWHC�9HC ³ `O;>9HC�Yo?B9HQ¯SUWXCw?lkBC6GU?�ADCK Wa?�;>9¤KNITQHCVI�\ZSUWHCV`O;>9HC �7;OM}GJCNEHGJCNMJCN9¡SJC6Q ³ ;OSUW ��� � � �X~«|±C6Kl?�RHMJCVSUWXC[9HC ³ `>;O9HC�KNID9HMe;>MeSJMIB\ZS ³ I¯IDG±=@IDGeC�`O;>9HC6?BGJ;�66C6Q@`>;O9HC6M�ca?BMeC6Q%ID9¨SJWHCV?Bc{I'kDC�?B`OADIDGJ;�SUWH=PYD;�S};>M±EsIBMJMJ;OcH`>C®SUWa?qSSJWHC6GeCF?�GJCy=@IDGeC[SUWa?�9PS ³ I¨CN`>C6=7C69oS®K6ILQHCNMw;O9PSJWHC�9HC ³ `O;>9HC�Ya?B9HQPSUWHCy?BcXMJID`ORXSUCVk�?B`>RXCIB\bSUWHCN;>GyQH; �sC6GeC69HKNC¤K6ILQHC6MF=¨?l�¶c{C¨ADGeCl?�SJC6GFSJWa?B9�¸B~P�²WHCN9�?lkDCNGU?BADC¨K Wa?B;>9·K6ILQHC¨;OMK6?B`>KNRH`§?�SJC6Q­YjID9HC¤MeEsCNK6;§?�`bKl?�MJC,Wa?BM©SJI2csC¨K6ID9HMe;>QHCNGJCNQ­~���WH?�S¯;>M 1@;�\ � � � g � p�;OM�K6ILQHC �XY� � � g � p{MeWHIDRH`OQ¨c{C�QHCfSUC6Ge=@;O9HC6Q7SUIFcsCwK6ILQHC��yIDG�K6ILQHC[myca?BMJCNQ¤ID9¤I�SUWHCNG±K Wa?�;>9¨KNITQXC6Mb;O9

Page 91: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, � �

^******* ^*******

******** ******** ********

Y******* Y*******

**** ***T **** ***T

**************** **** **** **** ****

**** ***Y **** ***Y

*** * *** *

******************** *** * *** *

*** * *** *

*** * *** *

************************* *** ** *** *

*** * *** *

***** * ***** *

****************************** ***** * ***** *

***** * ***** *

* * * *

******************************** * * * *

* * * *

** * ** *

********************************** ** * ** *

** * ** *

* * * *

*********************************** * * * *

* * * *

* * * *

*************************************** ** ** * *

* * * *

F * F *

*************************************** * * * *

Y * Y *

* * * *

*************************************** * * * *

* * * *

* * * *

*************************************** ** * * *

* * * *

* * * *

************************************* * * * *

* * * *

* ) * )

************************************** * * * *

* Y * Y

*** * s** *

************************************* *** * *** *

Y** * *** *

^********* ** * ^********* ** *

********** ********************************** ********** ** * ********** ** *

Y********* ** *

Y********* ** *

***** *** * * ***** *** * *

****************** ******************************** ***** *** * * ***** *** * *

***** *** * *

***** *** * *

*** * * * *** * S *

********************** ******************************* *** * * * *** * * *

*** * Y *

*** * * *

*** * * * *** * * *

*************************** ******************************* *** ** * * *** * * *

*** * * *

*** * * *

*** * * * *** * * *

****************************** ******************************* *** * * * *** * * *

*** * * *

*** * * *

* ******S * * ******m *

********************************** ********************************* * *** *** * * ******* *

* ******Y *

* ******Y *

** * ** *

********************************************************************** ** * * ** *

** *

** *

* * * *

*********************************************************************** * * * *

* *

* *

** * ** *

************************************************************************* ** * ** *

** *

** *

F * F *

************************************************************************** * * * *

Y *

Y *

* * * *

************************************************************************** * ** * *

* *

* *

* * * *

************************************************************************ * * * *

* *

* *

* * * *

************************************************************************ * * * *

* *

* *

* * * o

************************************************************************ * * * *

* Y

* *

* * * *

*********************************************************************** * * * *

* *

* *

[* * s* *

********************************************************************** ** ** ** *

Y* *

Y* *

*** * *** *

****************************************************************** *** * *** *

*** *

*** *

*** * *** *

*************************************************************** *** * *** *

*** *

*** *

****** *** * ****** **$ *

*********************************************************** ****** *** **

****** *** *

****** **Y *

****** *** *

****** t**** **** ** ****** O**** **** **

******************************* ***************** ****** ***** **** **

****** ***** **** **

****** Y**** **** **

****** Y**** **** **

S * **********v S * **********v

******************** *********** * * ***********

* * ***********

Y * **********Y

Y * **********Y

* * * *

******************* * *

* *

* *

* *

* * * t

********************* ** *

* *

* Y

* *

* ********* * *********

****************************** * *********

* *********

* *********

* *********

* ** * *T

********************************* * ***

* **

* *Y

* **

* * * *

********************************* * *

* *

* *

* *

* * * *

********************************* * *

* *

* *

* *

* ) * )

********************************** * *

* *

* Y

* Y

* * * *

********************************** * **

* *

* *

* *

* * * *

******************************** * *

* *

* *

* *

* * * *

******************************** * *

* *

* *

* *

* * * *

******************************* * **

* *

* *

* *

* * * *

***************************** * *

* *

* *

* *

* ** * **

**************************** * **

* **

* **

* **

* * * *

************************** * *

* *

* *

* *

* ** * **

************************* * **

* **

* **

* **

* *** * ***

*********************** * ***

* ***

* ***

* ***

[ * s *

******************** * *

* *

Y *

Y *

* ** * **

****************** * **

* **

* **

* **

* * * *

**************** ** *

* *

* *

* *

* *** * ***

************* * ***

* ***

* ***

* ***

********v ********v

********** **********

*********

********Y

********Y

(6) Structural points basedon Freeman codes.

(5) Merging and splitting.(4) Linearization.

(7) Structural points basedon extend Freeman codes.

(1) Original image. (2) Contour following.(3) Smooth following.

�j;>ABRHGJC � ~ºÁQ1 � Ge;>AD;O9a?B`�cX;>9a?BG��¤;O=¨?BABCV?B9HQ%;OSJM�EHGJILK6CNMJMe;>9HA7GJCNMJRH`�SUM4IB\�CfªX?B=7EH`>C¯¸D~

Page 92: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, �BÁ

* * * *

Y**********************************Y

****************************** ******************************

F^**********************************

* * * *

^**********************************T

Y**********************************Y

********************************** ********************************** * **** **** *

* *** *** * * * * * ********************************** **********************************

* T

* * * *

* * * *

* *

*** * * *** ********************************** ********************************** **** * * ****

* * * *

* *********************** *

* Y

***********************************************************************************

* *

* *********************** * * * * * ***********************************************************************************

* ***

* **Y * ***

* * ***********************************************************************************

* *

* t**

*** ****

*********************************************************************************** ** *** * * * *

* * * *

* T

****************************************************************************

* *

* *

****************************************************************************

* *

* *

* * * *

* *

* *

* *

**************************************************************************** * * * *

**************************************

****************************************************************************

************************************** ************************************

* Y

* *

* *

* * ************************************** * *

* *

f *

* * ****************************************************************************

**************************************

****************************************************************************

* *

* *

* *

* *

****************************************************************************

******Y ******Y

*********************************************

******* *******

*** *

*** ****

F****** t******

* ***

**** ***

******* *******

*********************************************************************

* *

* *

*********************************************

* *

* * * *

* *

*********************************************

* *

* *

* *

Y *

*********************************************************************

* T

* *

*********************************************

*********************************************************************

* *

*** ***

* *

**** ****

************************************************************* ******** ******** ******* *******

f * * *

* Y

* * * * *************************************************************

* *

* *

* * *************************************************************

*************************************************************

* *

* *

*** ***

************************************************************* * *

F** t**

* * * *

*** ***

*************************************************************

* *

**Y **Y

*************************************************************

**** ****

******** ********

*** *** *********************************************************************

******* ******* * *

*********************************************************************

* *

*********************************************

* * * T

* *

Y *

* * * * * *

* *

********************************************************************* * *

* * *********************************************

* *

*** ****

* *

* *** *********************************************

* *

* *

* ********** *

********************************************************************* * * ****************************************************************************

* * **************************************

**** ***

* *

*** **

* Y

**************************************************************************** * *

* *

* *

f *** ** *

* *

**************************************

* *

* *

* * **************************************************************************** * *

* * * *

**************************************

* *

F** *** ***** t*

************************************ **************************************

**************************************

* * ****************************************************************************

**Y *Y

*** **

*** **

* *

* * ****************************************************************************

* ** * T * *

* *

Y *

****************************************************************************

* *

* *

* * **************************************************************************** * * ***********************************************************************************

* ******* ******** *

* *

*** ****

* *

* *

* *** *********************************************************************************** * *

* *

* * * *

* *********************** * ***********************************************************************************

* *

* *

* *********************** *

* *

*** * * *** **** * * **** ********************************** **********************************

* *

* * * * * * * *

* * * *

********************************** **********************************

* *

* *

* * * * ********************************** ********************************** * * * * * *** *** *

* * * *

* ** ** *

********************************** **********************************

* *

* **** **** * * * * *

****************************** ****************************** * * * *

* * * *

* * * *

* Y

****************************** ******************************

* *

* *

* * * * * **** *** * * *** * * ****************************** ******************************

* **Y * ***

* * * * * * * *

************************** ***************************

* * * t** * ***

* * * * ************************** *************************** * * * *

* * * T

************************** ***************************

* * * *

* * * * * * * *

* *

************************** *************************** * * * *

* * * * * * * *

f *** * *

* Y*********************Y Y

* ^*********************) *

************************** ***************************

* Y*********************Y *

* * * * ************************** ***************************

* * * * * * * *

*** * * **)

* * * *

**Y * * **Y

F** * * t**

*** * * **Y

************************** *************************** * * * *

************************** *************************** * * * *

* * * * * * * * ************************** ***************************

* * * *

Y * * *

[ * F^********************* * T F * * *

Y * * *

* * * * ************************** *************************** * * * *

* * * * * * * *

* * * *

* * * *

************************** ***************************

* * * T * *

* * Y *

* * * * ************************** *************************** * * * *

* *** *** *

************************** ***************************

* **Y **Y *

* * * * * * * *

* *** **Y *

* * * * * *

* * * * * * * *

************************** ***************************

* * * *

* * * *

************************** *************************** * * * *

* Y * *

* * * *

* * f * * *

* * * * * * * *

************************** ***************************

* * F** t** * * * * * *

************************** *************************** * * * *

* * * * * * * *

* * * * * * * *

* * * * ************************** ***************************

* *** * *

* *** * *

* * * *

* * * T * *

* **Y * *

* * * * ************************** ***************************

* * * * * * * *

************************** *************************** ************************** ***************************

* Y * *

* * f * * * * F * *

* * * * * * * *

* Y * *

* *** ** * ****************************** ****************************** * **** *** *

****************************** ******************************

* * * *

* * * *

* * * *

* * * *

* * * *

* * F** * * *

* * * * ****************************** ****************************** * * * *

* * * *

* * * *

* * [ * * *

* * * * * * * *

* * * * * * * * * *

* * * * * * * *

* * * * * * * * * *

* * * *

* * * * * * * * * *

* * * * * * * * * * * *

* * * * * *

* * * *

* * * * * * * *

* * * *

* * * * * *

* * * *

* * * * * *

* * * * * * * *

* * * *

* * * * * * * *

* * * * * * * * * *

* * * *

* * * * * *

* * * *

* * * * * * * * * *

* * * *

* * * *

* * * * * * * *

* * * * * * * * * *

* * * *

* * * * * * * * * *

* * * * * * * * * * * *

* * * * * * * * * *

* * * *

* * * * * * * * * *

* * * * * * * * * * * *

* * * * * * * * * *

* * * * * * * *

* * * * * * * * * *

* * * * * * * *

* * * * * * * * * *

* * * * * * * *

* * * *

* * * *

* * * * * * * * s ) * *

* * Y *

* * o *

* * Y * * Y** Y* *

* [** ** * * * **S *o * *

* Y** ** *

* * * O * *

* Y * * * * * *

* * * * * * * * * *

* * * * * * * *

* * * * * * * *

* * * *

* * s * * *

* * Y * * *** *** * * Y** Y** *

* *** *** * * * **S **o * *

* Y * Y

* * * O * * * * * o

* * * Y

* * s * * *

Y** * Y Y**

[** * v ***

Y** * Y ***

* s********************** *

Y Y********************** *

s * v*********************o * )

* Y********************** * * *

**S * * **o * *

* * * * * Y

* * * ** * O

** ***

* * * *

Y* Y**

** ***

Y * * *

s * * * * *

* *

*S * * **o * *

* *

* *

* *

* *** ** O

* *

* *

* *

* * * *

* *

* * * * * *

* * * *

* *

* Y

* ******** ******** *

* * Y** *

*** * * *** ** *

*** *

* * s ** ***** *

* * Y * * *

* *

**S ** * o * * * ********** *

Y** Y** *** ***

*** *** s *

* * Y *

* *

* *

**S ***

* *

* * * O

* Y * *

* *

Y****** Y******

* * ******* *******

******* ******* * *

* *

* *

s *

* * * Y

* * ******* ******o

* Y** * ***

* O * *** * * * *

* * Y * * *

S **o

* *

* * * v * O

* Y * Y

Y*********************************** Y***********************************

s*********************************** * * s * v**********************************o

(1) Original image. (3) Smooth following.(2) Contour following.

(5) Merging and splitting.(4) Linearization.

(6) Structural points based on Freeman

codes. Freeman codes.(7) Structural points based on extension

�j;>ADRXGJC � ~º� 1 � GJ;OAD;>9a?�`scH;O9a?BG��,;>=@?BADC�?B9HQP;OSUM�EXGJILK6C6MeMJ;O9HA@GeC6MeRH`OSJM®I�\jC¾ªH?�=@EH`OCynT~

Page 93: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, �D�

SJWHCF9XC ³ `O;>9HC � ³ WHCN9�SUWHCF?lkDCNGU?BADCyK Wa?B;O9�KNITQHCyIB\�SUWHCF`>;>9XC �¤;>M4Kl?B`OK6RH`>?�SUCNQ­~ �ZCfSwSJWHCKNIDGJGeC6KNSJC6QPK Wa?B;O9�KNITQHC�MeCNS®IB\½SUWHC�9HC ³ `>;O9HC�¢°SJWHC �DSUW%`>;O9HC'¦bc{C

O � � � g � p ¢ � � �+�����§¢�� � ¸�¦e¦5R � ¢ � ~ � ¦SJWHC69

� � � g � p�� �� � m ¢£;�\ � � � g � pP� � ��� � � � � g J¡pP� � � Á � �%¢/J��� � ¦e¦� � � g � p¿IBSUWXC6G ³ ;OMJC ¢ � ~ºÁD¦

?B9XQ��� ��� �#� � �5�>��

M�� � �� � g � p � � ¸

� � � ¢ � ~ �B¦��WHCNGJCf\°IDGJC�YZca?BMJCNQ2ID9<�j;OAH~H!X~ � Y�SUWXC¯K6RHG�kB?qSURHGeC�?B9HAD`OC�IB\�SJWHC©9HC ³ `O;>9HCFKl?B92c{C©QHCfSUC6G¹�=7;>9HCNQ 1

� 8»\ � P ��� � � � �²nTYXSJWHC69 ��� � �� � � � � �;� ¢ � ~ºmD¦

� 8»\�n � ��� ��� � � !XYXSUWHCN9 ��� �� � � � � � t ¸lm � � ¢ � � �D¦� ¢ � ~ � ¦

� 8»\ ! P ��� � � � � ÁXYXSJWHC69 ��� �� � �¸'m � � t ¸lm � � ¢ � � �o¦ � ¢ � ~O¸��D¦

� 8»\.Á � ��� ��� � ��mTYXSUWHCN9 ��� �� � �µnD� � � t ¸lm � � ¢ � � �o¦ � ¢ � ~O¸D¸'¦

� 8»\ ��� ��� �#�µnLYXSUWHCN9 ��� � �� � � � � � � ¢ � ~O¸�nB¦

� 8»\ ��� ��� �#� ÁTYXSUWHCN9 ��� � �� � �µnD� � � � ¢ � ~O¸ z ¦

Page 94: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, �Bm

nT~ � � iU4\ QXQXi UWOX^ \P_ \)( &KidQT^ i &N\)( �]i _VoGY>_ . Z`i'&N\)( O��Fiq_Fi � Z`^l_Fi & idO´VC69HCNGU?B`O`O�BYTSUWXCyMeC6Ge;>C6M®IB\�csCN9HQ�?�9HAD`>CNM�IB\½SUWHCy9HC ³ `>;O9HCVMJCfS[?BGeCVQH; �sC6GeC69oS4\°GJID=�SUWHIDMeCIB\�SUWHCyEHGeCNkL;>IDRXM�`>;O9HCVMJCfSl~�8»\«?�9HC ³ `>;>9XCy;OM�\°IDRH9HQ­Y�S ³ I¨9HC ³ csCN9HQ�?B9XAD`>CNMwMeWHIDRH`OQ�c{CKNIDGJGeC6KNSJC6Q­~ � 9HC¨;OMySJWHC¨c{C69XQ¥?B9HAD`OC7c{CNS ³ C6CN9�SUWHC@9HC ³ `>;O9HC7?B9HQ ;�SUMyEHGJCfkL;>IDRHMF`>;O9HCBY?B9XQ,?B9HIBSJWHC6G±ID9HCw;>M±SJWHC�c{C69XQ%?B9HAD`OCwc{CNS ³ C6CN9%SJWHC[9HC ³ `>;>9XC�?B9XQ¤;OSJM±9HC¾ªLS�`>;O9HCw;O9@SJWHC9HC ³ `O;>9HC[MeCNS6~¢r?D¦ � � \ _ i � �]i _ o�Y>_/. Z i'&

�ZCfS ��� �� �Xg �oprY ��� � �� �Hg � ��¸6p{?B9HQ ��� � �� �Hg � t ¸6pac{C�SUWHC4K6RXGek�?�SURXGJC®?B9HAD`OC�IB\9XC ³ `>;O9HCBYa;�SUM®EHGJCfkT;OIDRHMw`>;>9XCF?�9HQ�;�SUM®9HCfªLSV`O;>9HC�GJCNMJE{C6KfSU;OkBC6`��DYs?B9HQ�c{C69HQ�?B9HAD`OC6M6Y� �Hg � � � �²¸6pj?B9HQ � �Hg � � � t ¸6prY­?BGeCFSUWXC6;>GwK6RHG�k�?�SURHGeC¯?B9HAB`>CyQH; �sC6GeC69HKNC©csCfS ³ CNC69SJWHC�9HC ³ `>;>9XCV?B9HQ%SUWHCN;>G�9HCN;>ADW¡c{IDGJ;O9HA¯`>;O9HC6MNYXSUWXC69

� ��g � � � t ¸6pP� ��� � �� �ag �Dp � ��� � �� �ag � � ¸Np ¢ � ~O¸�!o¦?�9HQ

� �Hg � � � t ¸6pP� ��� �� �Hg �Dp � ��� �� �Hg � t ¸Np�� ¢ � ~O¸ � ¦�ZCfS ��� � � � �Hg � ��¸6p*?�9HQ ��� � � � �Hg �Dp*c{C[S ³ I79HC ³ csCN9HQ�?B9HAD`OC6M6YTSUWHCN9PSJWHCN�,K6?B9c{CV\°IDRH9HQPca?BMeC6QPID9��j;>AH~ !H~ � ?�M4\°IB`>`>I ³ ;O9HA 1

��� � � � �Hg � �À¸6pP�¸'m � � � � � g � � � � ¸6p � ¢ � ~O¸'ÁD¦?�9HQ

��� � � � �Hg �DpP�¸lm � � � � � g � � � t ¸6p���� ¢ � ~O¸��B¦¢°c�¦ � � i[VQX\;[]idQXO�� \)( _Fi � �]i _Vo�Y _/. Z i &

��WXC7KNID9okDC¾ªX;�S:�<IDGVK6IB9HKl?lkL;OS:�2I�\±9XC ³ c{C69XQ·?B9XAD`>CNM[Kl?B9¶c{C¯QHCNSJC6GJ=7;>9XC6Q<ca?BMeC6QIB9 ��;>AH~ � ~ mX~ �ZCNS ��� ��� ��g �opV?B9HQ ��� ��� �Hg � t ¸6p[csC�SJWHC<?lkDC6GJ?BADC<K Wa?B;O9²K6ILQHC2IB\SJWHC�9HC ³ `>;O9HC¯?B9HQ<;�SUM[9HC¾ªLSF`O;>9HC�Y*?B9HQ�� � �� ��� � g �Dp�c{C©SUWXC7GeCNkBC6GJMeC@KNITQXC7I�\ ��� ��� ��g �opGeC6MeEsCNKNSU;�kDCN`O�DYaSJWHC69

� � �� ��� � g �op;� � ��� ��� �Hg �Dp ��m � ��� ��� �Hg �op �� �+��! � ¢ � ~O¸'mD¦

Page 95: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, � �

c evenre c even

re

c evenre

c evenre

c evenrec even

rec even

re

ceven cevenceven

c evenre

ceven

ceven

cevenceven

ceven

line[j+1]

line[j]

concaveconvex

convex convex

convex

convexconvex convex

convex

concave concave

concave

concave

concave concaveconcave

line[j+1] line[j]

line[j+1]

line[j+1]

line[j]

line[j+1]line[j+1]

line[j]

line[j+1]

line[j+1]

line[j]

line[j+1]

line[j+1]

line[j+1]line[j+1]

line[j]line[j]

line[j+1]line[j+1]

line[j]line[j+1]

line[j+1]

(1) (2) (3) (4)

(6) (7) (8)(5)

line[j+1]convex

convex

concave

line[j]

line[j]

(9)

(10)

line[j+1]concave

line[j+1]

line[j+1]

�j;OADRHGJC � ~ mQ1b�[CNSUCNKNSJ;>9HA7SUWHCyK6ID9okBCfªT;OS:��IDG®K6ID9HK6?lkT;�S:�PIB\«?@9XC ³ c{C69HQ�?B9HAD`OCFIB\�SUWHCF=@CNGJADCNQ`>;O9HC[ca?�MJC6QPID9PCfªLSUCN9HMJ;OID9���GeC6CN=¨?B9%KNITQHCNM6~³ WXC6GJC � � �� ��� � g �Dp­;>MbQHCN_a9XC6QP?BMbSJWHC[CfªLSJC69HMe;>ID9%K Wa?B;O9¤K6ILQHC[I�\�GeCNkBC6GJMeCVQH;>GeC6KfSU;>IB9¤IB\SJWHCV`>;O9HC �a~���WHCVEH?�SJSJC6GJ9XM6Y ³ WH;OK W%Kl?B9%c{C[RHMJCNQ,SUI¯QHCfSUC6Ge=@;O9HC�SJWHCVK6ID9okBCfªT;OS:�,IBGKNID9HK6?'kL;�S:��IB\�SJWHC©9HC ³ csCN9HQ<?B9HAD`OCFI�\�SUWHCF9HC ³ `>;O9HC ��Y�?BGJCFMJWHI ³ 9<;>9��j;>AX~ � ~ºmX~��WXC6MJCFGJRH`OC6M�K6?B9�c{C�QHC6MeK6Ge;>c{C6Q�?BM�\°ID`>`OI ³ ;O9HA 1;r~ 7 S Z`i J I�&Kidi � ^ . &Wr ��r �FIKJ

p�LKL�08»\ � � ��� ��� �ag �Dp ��!HYXSJWHC69� 8»\ ��� ��� �Hg �op � ��� ��� �Hg � t ¸6p � � � �� � � � g �Dp�YHSJWHC69%SUWXCy9XC ³ c{C69XQ�?B9XAD`>C[I�\�SJWHC9HC ³ `>;>9XCBY ��� � � � �Hg �Dp*;OM�K6ID9okDC¾ªs~

� 8»\ � � ��� ��� �Hg � t ¸6p � ��� ��� �Hg �DprYsSUWXC69�SUWXC�9HC ³ c{C69XQ2?B9HAD`OCFI�\.SUWHC�9HC ³`>;O9HCBY ��� � � � �Hg �Dp*;OM�K6ID9HK6?lkDCB~

� 8»\ � � �� ��� � g �Dp � ��� � � �ag � t ¸6p � mXY�SUWXC69�SUWXC�9HC ³ c{C69XQ2?B9HAD`OCFI�\.SUWHC�9HC ³`>;O9HCBY ��� � � � �Hg �Dp*;OM�K6ID9HK6?lkDCB~

;>;r~ 7 S Z`i���I�&Kidi � ^ . &Wr ��r �FI���

�=LKL�08»\ ! � ��� ��� �ag �Dp � mXYXSJWHC69� 8»\ ��� ��� �ag �Dp � ��� ��� �Hg � t ¸Np �m¨SJWHC692SUWXC¯9HC ³ csCN9HQ¶?B9HAD`OC©IB\«SUWXC¯9HC ³

Page 96: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, m �

`>;O9HCBY ��� � � � �Hg �Dp*;OM�K6ID9okDC¾ªs~� 8»\ � � ��� ��� �Hg � t ¸6p � � � �� ��� � g �DprYsSUWXC69�SUWXC�9HC ³ c{C69XQ2?B9HAD`OCFI�\.SUWHC�9HC ³`>;O9HCBY ��� � � � �Hg �Dp*;OM�K6ID9okDC¾ªs~

� 8»\ � � �� ��� � g �op � ��� ��� �Hg � t ¸6p � ��� � � �ag �Dp�YHSJWHC69%SUWXCy9XC ³ c{C69XQ�?B9XAD`>C[I�\�SJWHC9HC ³ `>;>9XCBY ��� � � � �Hg �Dp*;OM�K6ID9HK6?lkDCB~

;O;>;r~ 7 S Z`i���I�&Kidi � ^ .Fr ��r �FI �PL�L�08»\ ��� ��� �ag �DpP� �XYXSJWHC69� 8»\ � � ��� ��� �Hg � t ¸Np � !HYHSJWHC69 ��� � � � �ag �Dp*;>M�K6IB9¡kBCfªs~� 8»\�m ��� ��� �Hg � t ¸Np !HYHSJWHC69 ��� � � � �ag �Dp*;>M�K6IB9HKl?lkDC�~

;Ok{~�7 S Z`i p I�&Kidi � ^ .Fr ��r �FIKJ �=L�L�08»\ ��� ��� �ag �DpP� !HYXSJWHC69� 8»\ � � ��� ��� �Hg � t ¸Np � !HYHSJWHC69 ��� � � � �ag �Dp*;>M�K6IB9HKl?lkDC�~� 8»\�m ��� ��� �Hg � t ¸Np !HYHSJWHC69 ��� � � � �ag �Dp*;>M�K6IB9¡kBCfªs~

z ~�� ^l_FidY QT^ O�� \)(&O��Fib_ i � Z`^`_ i &KikO��WHCF`>;O9HCl?BGe;OS:�¨=@C6?BMJRHGeCFI�\.SUWHCy9HC ³ `>;>9XCyMeCNS�;>M4MJ;O=@;O`§?BGbSJI@SJWa?�S®QHC6MeK6Ge;>c{C6Q�;O9 .bWa?BEL�SJC6G&!H~ºnT~ z ~ �ZCNS4SUWHC ��?B9HQ �¨K6ILIDGeQH;>9a?qSUCVMJCfSUM®IB\½SUWHC�9HC ³ `>;O9HC �@c{C

O�� � � g � p ¢ � � �+�����§¢�� � ¸�¦e¦5R ¢ � ~O¸ � ¦?B9XQ

O�� �� g � p ¢ � � �+������>¢ � � ¸�¦e¦5R ¢ � ~ n �D¦GeC6MJE{C6KfSU;�kDC6`��D~±�TRHEXEsIDMeC ��� � g � p�csC[SJWHC�kBC6GeSJ;>K6?B`�QH;OMeSU?B9HK6CVc{CNS ³ C6CN9�E{ID;O9¡S � IB\ZSUWXCV9HC ³`O;>9HCj?B9HQ �����sIB\¡SUWHC«9HC ³ `O;>9HC�Y ��� � g � pDKl?B9�c{C.\°IDRH9HQ�ca?BMeC6QyID9F3�^¡Ra?�SU;OID9HM�!H~ºn � Y !H~ºnBÁXY�!H~ºnD�?B9XQ !X~ nBmT~¯��`>MeIHYZSUWHC¯\°ID`O`>I ³ ;>9XA¤C6^¡Ra?�SJ;>ID9<K6?B9�c{C¯\°IDRH9HQ<ca?�MJC6Q�ID9 3�^LRH?�SU;OID9HM !H~ºn �?B9XQ !X~ z � 1�8»\ � � � � � g � prYHSUWHCN9�cH?BMJCNQ�ID9,SUWXCyM�SUGJ?B;>ADWoS4`O;>9HC[CN^¡Ra?�SU;OID9PIB\ � ���¾Y

��MP� ¢:� �� g�� ��¸6p � � �� g ��p§¦¢:� � � g�� ��¸6p � � � � g ��p]¦ ¢:� � �

� � g ��p§¦ t � �� g ��p � ¢ � ~ nT¸'¦

³ WHCNGJC�� M±;>MVSUWHC@GJCNMJE{ID9HQH;O9HA�k�?B`ORHC�ID9·`O;>9HC �����f~,��WXC¨K6IB9¡kBCfªT;OS:��IDGyK6ID9XKl?lkL;OS:�¶K6ID9L�SJGJ;>cXRXSU;OID9�I�\«Cl?BK W<E{ID;>9oSw;>M�QXCNSUCNGJ=7;>9HCNQ�ca?BMeC6Q<ID9�SJWHC©Ea?qSJSUCNGJ9HM ³ WH;>K W2;OM�MJWXI ³ 92;O9

Page 97: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, mX¸

�j;OAH~�!H~º�T~%��WHC¤QH;���CNGJCN9HK6C@;>M�SUWa?�SFSUWHC¨?lkDC6GJ?BADC¤K WH?B;>9�K6ILQHC6M©MeWHIDRH`OQ·c{C¨RHMeC6Q�WHCNGJC�~�ZCNS ��� � � g � p«csC¯SJWHC¯kDC6G�SU;OKl?B`�QH;OMeSU?B9HK6C ³ ;�SUW<MJ;OAD92\°IDG�EsID;O9oS � IB\bSJWHC�`>;>9XCl?BGe;866CNQ2`>;O9HCBYSJWHC69 ��� � � g � p*K6?B9PcsC�QHCfSUC6Ge=@;O9HC6Q%ca?�MJC6Q�ID9,SUWHC�Ea?qSJSUCNGJ9HM4;O9���;>AH~ !H~ �¯?BM�\°ID`O`>I ³ ;>9XA 1

� 8»\�n � ��� ��� � ��ÁTYXSUWHCN9

��� � � g � p=������ ������� � g � p ¢ ��M #� �� g � p§¦���� � g � p�¢ ��M �#� �� g � p§¦� ¢ ��MP� � �� g � p§¦

� ¢ � ~ nDnB¦

³ WXC6GJC ��� ��� ��;OM4?'kBC6GJ?BADC�K Wa?B;O9�KNITQHC�IB\½SUWXCy9XC ³ `O;>9HC�~� 8»\ � � ��� ��� � � n©IDG®Á � ��� ��� � � mXYXSJWHC69

��� � � g � p=������ �������� � g � p�¢ ��M #� �� g � p§¦��� � g � p ¢ ��M �#� �� g � p§¦� ¢ ��MP� � �� g � p§¦

� ¢ � ~ n z ¦

³ WXC6GJC ��� ��� ��;OM4?'kBC6GJ?BADC�K Wa?B;O9�KNITQHC�IB\½SUWXCy9XC ³ `O;>9HC�~��WHCNGJCf\°IDGJC

� ��� � �� �>��M �P� ��� � � g � p � ¢ � ~ n !o¦

³ WXC6GJC � ��� � ;OM�SJWHC�QH;OMeSU?B9HK6C®MJRX= ³ ;�SUW@MJ;>AB9@\°IDG«SUWHCwEsIB;>9oSUM«IB\­SJWHC�9XC ³ `>;O9HC4CfªTK6CNEXSM�S ?BG�SU;>9XA�?B9HQPC69HQPEsIB;>9oSUMN~«��RXGeSUWXC6GJ=7IDGeC

��� ����� � � � ��� � �H¢�� �¥nB¦� ¢ � ~ n � ¦³ WHCNGJC ��� ����� � ;>M¯SJWHC�`O;>9HC6?BGJ;�S:� =7Cl?BMeRHGJCPIB\[SJWHC�9XC ³ `>;O9HCB~ 8»\ ��� ����� � ;OM@?¶EsIBMJ;OSJ;OkBCk�?B`ORHCBYLSUWHC�9HC ³ `>;O9HC[Wa?�M®KNID9okDC¾ªX;�S:�%EHGJIBEsCNGeS:�DY�?�9HQ%;O\½;OS�;OM�9HC6AD?�SU;�kDCBYHSJWHCV9HC ³ `>;O9HC[;OMKNID9HKl?lkBC¨?BMy? ³ WHID`OCB~@x�?qªT;>=�RH=�`O;>9HC6?BGJ;�S:��K6?B9�c{C�Kl?B`OK6RH`>?�SUCNQ<ca?BMJCNQ·ID9<SUWXC7MJ?B=7C?B`OADIDGe;OSUWX= QHC6MeK6GJ;OcsCNQ<;>9 .bWa?�EXSUCNG !H~ nL~H!H~��ZCNS ��� � � � csCFSUWHC¯=@?qªT;>=©RX=�`O;>9HC6?BGJ;�S:�%IB\SJWHC�9HC ³ `>;>9XCBYTSJWHC69

� � � � � � � � � ��¸n �

� � ¸� �¥n � � ¢ � ~ nBÁD¦

Page 98: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, mon

³ WHCNGJC � F;>M � �� ¢°MJCNCVC6^¡Ra?�SJ;>ID9 !H~ z Áo¦¾~�8»S�;>Mb9HC6KNC6MJMJ?BGe�¨SUI¯9HIBSJC[SUWa?qS}SUWHCV`O;>9HC6?BGJ;�S:��IB\SJWHC©9HC ³ `O;>9HCy;>M[9XIBS[c{CNSeSUC6G[SJWa?B9�SJWa?�S[I�\�SJWHC©IDGe;>AD;O9a?B`*`>;O9HCl?�GJ;86NC6Q�`>;>9XC�ADCN9HC6GJ?B`>`��P?BMSJWHCF9XC ³ `>;O9HC�K6ID9XMJ;>M�SUMwIB\.=7IDGJC�SUWH?B9�ID9XCF`O;>9HC6?BGJ;�66C6QP`>;O9HCB~b��`>MeIHY�8»S�;OM4EsIDMeMJ;OcH`>C�SUWa?qSSJWHC�`>;>9XCl?BGe;OS:�7IB\½SUWHC�9HC ³ `>;O9HC[;>M�ABGJCl?qSUC6G�SJWa?B9P;OSUM�=@?qªT;>=�RH=�`O;>9HC6?BGJ;�S:�DY���� � � � ~

�)% � % $ ��6 � 5 @ C 1 1 C+D�� @+C D�6 �8»Sy;>M�E{IDMJMe;>cH`OC�SJWa?�S�SUWXC6GJC@?BGeC�S ³ I�^¡RHCNMeSJ;>ID9HM�SUIPc{C@GeC6MJIB`OkDCNQ�\°IDGVSJWHC@9XC ³ `O;>9HC¯MeCNSl~ � 9HCKl?�MJC�;>M[SJWa?�SVSUWXC7`O;>9HC�ID9H`O��K6ID9XMJ;>M�SUM�IB\±ID9HC�`>;O9HCl?�GJ;86NC6Q2`O;>9HC�Y­cHRXSy;OSJMV`>;O9HCl?BGe;OS:�P;>MV`>?BGJABC¯c¡�K6IB=@Ea?�GJ;>9XA ³ ;�SUW�;OSJM@=@?qªT;>=©RX= `>;O9HCl?�GJ;OS:�B~À8:9�SUWH;OM7K6?BMJC�Y}SUWHCP`>;O9HC%MJWHIBRH`>Q csCPMJEH`O;OS�;O9¡SJIS ³ I¨`>;O9HC6MN~±�w9HIBSJWHC6G®Kl?BMeCF;OM�SUWa?�S�?�=@CNGJADCNQ�`O;>9HCVWa?�M®SJITI7`§?BGeADCV`>;O9HCl?�GJ;OS:�¨K6ID=7Ea?BGeC6Q%SUI7;OSJM=@?qªT;>=©RH=�`>;>9XCl?BGe;OS:�D~,8:9�SUWH;OMFK6?BMJC�YjSUWHC¨=@CNGJADCNQ·`>;O9HC�MJWHIBRH`>Q�?�`>MJI�csC7MJEX`>;OSySUIPS ³ I�`>;>9XC6M6~�wI ³ CNkBC6G6Y�SUWXC6GJCy?BGeC�QH; �sC6GeC69oS4K6ID=7Ea?BGe;>9HA©SJWHGJCNMJWHIB`>QHM�\°IDG}SJWHCVS ³ I@QH; �sC6GeC69oS4Kl?BMeC6MN~¸D~ � � i &K[ Z`^ O�OX^`_/. \)( O � iZl^`_ idY QT^��ki o Z`^l_Fi�wM¨QH;OMJK6RXMJMJ;OID9�;O9 .bWa?BEXSJC6G !HY�;O\[SJWHC�`O;>9HC6?BGJ;�S:�¥IB\�?·`O;>9HC6?BGJ;�66CNQ `O;>9HCP;>M7MJ=@?B`>`rY±SJWHC`O;>9HC6?BGJ;�66C6Q�`>;O9HCF;OM[MJ;O=@;O`§?BG}SJI¤SUWHC�`>;>9XC �����f~�8»\�SJWHC¯`>;O9HCl?BGe;OS:�%IB\�SJWHC©`O;>9HC6?BGJ;�66C6Q�`>;>9XCF;OM`>?BGJADC�Y�SJWHC6GeC,?BGJC@;>MF`§?BGeADC@QX; �sC6GJCN9HK6C¨csCfS ³ CNC69�SUWHC¨`>;>9XCl?BGe;866CNQ·`O;>9HC@?B9HQ ;�SUMF`>;>9XC������N~��WHC ³ IDGJM�S�K6?BMJCy;>M�SJWa?�S�SUWXCF`O;>9HC6?BGJ;�S:�¨IB\½SUWXCF`O;>9HC6?BGJ;�66C6Q,`O;>9HCV;OM�� � � �¤~�8:9PSJWH;>M4K6?BMJC�Y;�S�;>MV9HIBSyGeCl?BMeID9a?BcH`OC¯SUIPRHMJC�SUWHC7`>;O9HCl?�GJ;86NC6Q2`O;>9HC©SJI�GeC6EHGeC6MJCN9oS������f~7��WHCNGJCN\°IBGJCBY�;OS�;OMMeRH;OSU?BcH`>C±SUIyMJEH`O;OS.SJWHC4`>;>9XCl?BGe;866CNQ�`>;>9XC};>9oSUIVS ³ IF`O;>9HCNM�;O\{SUWHC4`O;>9HC6?BGJ;�S:��IB\{SUWXC®`O;>9HC6?BGJ;�66CNQ`O;>9HC4;>M«`>?BGJADCNG6~.8:9@IDGJQXC6G±SJI�QHCfSUCNGJ=7;>9HC®;O\�`>;>9XCl?BGe;866CNQ@`O;>9HC4MeWHIDRH`OQ¨c{C�MJEX`>;OS«SJIFS ³ I©`>;O9HCBY³ C©QHCf_a9HC¯?@SJWHGJCNMJWHIB`>Q ³ WH;OK W2;>M®SUWHCFGU?�SJC�IB\�SJWHC�`O;>9HC6?BGJ;�S:�%IB\«?¨`O;>9HC6?BGJ;�66C6Q�`>;O9HC�?�9HQ� � ���¡~���WHC¤GU?qSUC@SJWHGJCNMJWHIB`>Q�;>M�\°R;6 6N� ;O9�\£?BKfSl~2�®C6GeCBY«?�KNID9HM�S ?B9oS¯SUWXGJC6MeWHID`OQ GU?�SJC¨;OMMeC6`>CNKNSJC6Q¶~ �ZCfS�� ���� � � ��� � � � ;>M}SUWXCyGJ?�SUC[SJWHGJCNMJWHIB`>Q­Y�?B9XQ�;�S�;>M�MeC6`>CNKNSJC6Q�?�M �T~ z � YXSUWHCN9

� ���� � � ����� � � � � ��� ���� �� � � � � �+� z � � ¢ � ~ nD�B¦

��WHCNGJCf\°IDGJC�Y�;�\�� ���� � � ����� � � IB\w?�`O;>9HC6?BGJ;�66C6Q·`>;>9XC¨;>M�ADGJC6?�SUCNG�SUWa?�9 �T~ z � Y.SUWHC¤`O;>9HC6?BGJ;�66CNQ`O;>9HC[;OM�MJEH`O;OS}SJI¯S ³ I@`>;>9XC6M6~�TCNAD=7C69oS ?�SJ;>ID9�E{ID;>9oS7IB\[SJWHC�`O;>9HC6?BGJ;�66C6Q¥`O;>9HC%Kl?�9Àc{C�MJCN`>CNKNSUCNQ�ca?BMeC6Q�IB9 \°ID`O`>I ³ ;>9HAEHGeITKNC6QHRXGJC 1

Page 99: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, m z

� ��;>9HQ � ��� �Ng � p�� � � ¸ ����� � � � �!nTY ³ WXC6GJC � � � ;OM¤SUWHC<9¡RH=©c{C6G%IB\FE{ID;>9oSUM,I�\FSJWHC`O;>9HC6?BGJ;�66CNQ,`>;>9XCB~� ��;>9HQ�� ��� �Ng �¤p��:��� � �"O � ��� �'g � p � � ��¸1������ � � � � n�R¡Y ³ WHCNGJC�� ¢ � ��¢ � � � � ¸�¦e¦®;OMSJWHC�EsIB;>9oS49¡RH=©c{C6G ³ WH;>K WPK6IBGJGJCNMJE{ID9HQHM4SUI¯SJWHC�=¨?qªT;O=©RH=PY � ��� �6g��¤p � ~

� ��WXCFE{ID;>9oS ��IB\½SUWHC�`>;O9HCl?�GJ;86NC6Q,`O;>9HCV;OM�;OSUM�MeC6AD=7C69oSU?�SU;OID9%EsID;O9oSl~�²WHCN9¶SJWHC�MJCNAD=@CN9oS ?�SJ;>ID9<E{ID;>9oSV;OM[\°IDRH9HQ­YZSJWHC�`>;>9XCl?BGe;866CNQ2`>;O9HC©Kl?�9�c{C�MJEH`O;OS[SJI%S ³ I`O;>9HCNM6~¯��WHC7IDGJQXC6G�9¡RH=©c{C6G�IB\}IB9HC�`>;>9XC¯;>M[\°GJIB= �¤SUI·¢ � �µ¸�¦¾Y½?B9HQ�?B9HIBSJWHC6G�ID9HC�;OM\°GeID= ��SUI � � � � ¸B~��WHC7`>;O9HCl?�GJ;OS:��?B9HQ¶=@?qªT;>=©RH=�`>;O9HCl?BGe;OS:��IB\bSJWHC�9HC ³ `>;>9XC¯Kl?B9¶csC7Kl?�`>K6RX`§?�SJC6Q<ca?BMeC6QID9 3�^¡Ra?�SJ;>ID9HM � ~�¸ � Y � ~ n �XY � ~ºnT¸DY � ~ nDnLY � ~ºn z Y � ~ºn !HY � ~ n � ?�9HQ � ~ nBÁT~

nT~ � � i &K[ Z`^ O�OX^`_/. \)( O � i� idQ�.;i o�Z`^l_Fi8»\w?2`>;O9HC¨KNID9HMJ;OMeSJM7I�\w=7IDGeC¨SUWa?�9�IB9HC,`>;O9HCl?BGe;86NC6Q `O;>9HC¤;O9 SUWHC,9XC ³ `O;>9HC@MJCfSlY�;OS¯;OM¯?=7C6GeADC6Q�`>;>9XCB~%8:9�IDGJQXC6GFSJI�QHCfSUCNGJ=7;>9HC ³ WHCNSJWHC6G�SJWHC¨=7C6GeADC6Q·`>;>9XC79XC6C6Q�c{C¨MeEH`>;�SFSJIS ³ I<`>;>9XC6M6Y«;�SUM©`O;>9HC6?BGJ;�S:�DY ��� ���� � Y�MJWXIDRH`>Q¥c{C,K6ID=7Ea?BGeC6Q�SUI2;�SUM¯=@?qªT;>=©RX= `O;>9HC6?BGJ;�S:�DY� � ��� � ~ �ZCNS � ���� � � ����� � � c{C�SJWHC�GU?�SJCVSUWHGeC6MJWXID`>Q­YTSUWHCN9

����� � � ����� � � � � � � ���� ���

� � � � � � ¢ � ~ nBmD¦8»S�Wa?BM½csC�9HIBSJC6Q�SJWa?�S�;OS½;>M*E{IDMJMe;>cH`OC�SJWa?�S ��� ����� � ;OM�ABGJCl?qSUC6G*SUWH?B9 � � ��� � ~j��WHC±MJCN`>C6KfSU;OID9IB\ � ���� � � ����� � � ;OM¤\°R;6 6f�D~¿�wCNGJC�Y�;OS¤;>M,MJCN`>CNKNSUCNQ ?BM%?�KNID9HMeSU?B9oSlYV?�9HQ � ���� � � ��� � � � ;>M2¸D~��WHCNGJCf\°IDGJC�Ys;�\ � ���� � � ����� � � IB\«?7=@CNGJADCNQ�`>;O9HCV;>M®ADGeCl?�SJC6G4SUWa?B9�¸DY�SUWHCN9�SUWXC�=7C6GJABC6Q�`O;>9HC;OMyMeEH`>;�SVSUIPS ³ I�`>;>9XC6M6~¨8»\�?�=7C6GeADC6Q�`>;O9HC¯9HC6CNQ·SUIPc{C@MeEH`>;�SlYZSUWHCNGJC¨?BGJC�S ³ I�Kl?BMeC6M�?BM\°ID`O`>I ³ M 1¢r?D¦ � � i� idQ�.;i o�Z`^l_Fi U4\P_/&�^ & O�&N\)( O��7\ Z`^l_FidY QT^��ki o2Zl^`_ i'&Wr

8»\j?©=7C6GJABC6Q%`>;O9HC�KNID9HMJ;OMeSJM®I�\½S ³ I7`>;>9XCl?BGe;866CNQ¤`>;O9HC6M}?B9HQ%;OSJM � ���� � � ����� � � ;OM�ADGJC6?�SUCNGSJWa?B9�¸DY�SUWXC69�SUWXC©=@CNGJADCNQ�`>;O9HCy;>M�MeEH`>;�SwSJI¨S ³ I,`>;>9XC6M6Y ³ WH;OK W<?BGJCyS ³ I,EHGeCNkL;>IBRHM`O;>9HC6?BGJ;�66CNQ,`>;>9XC6M6~

¢°c�¦ � � i� idQ�.;i o�Z`^l_Fi U4\P_/&�^ & O�&N\)( \ QXi O��FY>_ O�� \ Z`^`_ idY QT^��ki o2Zl^`_Fi & r8»\�?[=7C6GJABC6Q¯`>;O9HC}KNID9HMJ;OMeSJM�IB\{=@IDGeCbSUWH?B9©S ³ Iy`>;O9HCl?�GJ;86NC6Q©`O;>9HCNM6YBSJWHC69¯SJWHC�=@CNGJADCNQ

Page 100: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, mW!

`O;>9HC@;>M©MeEH`>;�S�SJI�S ³ I2`O;>9HCNM6~��TC6AB=@CN9¡SU?�SU;OID9 E{ID;>9oS¯I�\�SUWHC,=7C6GeADC6Q�`O;>9HC@Kl?B9�c{CMeC6`OC6KNSJC6Q�ca?BMJCNQ�IB9PSJWHCV\°ID`>`OI ³ ;O9HA©EHGeITKNC6QHRXGJC 1

� �j;>9XQ � ��� � � g � p � � � ¸ �����§¢�� ��nD¦¾Y ³ WHC6GeC ��;OM�SUWHCy9¡RH=©c{C6G®IB\jE{ID;O9¡SJM4IB\jSJWHCSUWHC�=7C6GeADC6Q%`>;O9HCB~

� �j;>9XQ � ��� � � g JLp �W� � � �"O � ��� � � g � p�� � �¸ �����§¢�� �%nB¦5R¡Y ³ WHC6GeC-JP¢/J � ¢�� ��¸'¦J¦;>M}SJWHC�EsID;O9oS�9¡RH=©c{C6G ³ WH;>K WPK6IBGJGJCNMJE{ID9HQHM4SUI�SUWXCy=@?qªT;>=�RH=�Y�� ��� � � g JLp��º~

� ��WHC�EsIB;>9oS�J¤IB\jSJWHC�=@CNGJADCNQP`O;>9HC�;>M�;OSJM�MJCNAD=@CN9oS ?�SJ;>ID9%E{ID;>9oSl~�²WXC69¨SJWHCwMeC6AD=7C69oSU?�SU;OID9�EsID;O9oS±;OM�\°IDRH9HQ­Y¡SUWXCw=7C6GeADC6Q7`>;O9HC�Kl?B9@csC®MJEX`>;OS�SJIyS ³ I`O;>9HCNM6~.��WXCyIBGJQHCNG}9¡RH=©c{C6G�IB\*E{ID;>9oSJM};>9,ID9XC[`>;O9HC�;OMb\°GJID= ��SUI,¢/J ��¸�¦fYX?B9HQ¤SJWHCIBGJQHCNG®9¡RH=�csCNG®I�\jE{ID;>9oSJM�;>9P?B9HIBSJWHC6G4`O;>9HC[;OM}\°GJID= J,SJI � ��¸D~

�aIDG�S ³ I�9XC ³ \°IBGJ=7C6Q�`>;O9HC6MNYq;�S*;>MZ9HCNK6CNMJMU?�Ge��SUI�_a9HQ�SUWXC6;>G*KNRHGek�?�SJRHGJC�?B9HAB`>C6MNY�`>;>9XCl?BGe;OSU;OC6M?B9XQ�csCN9HQ<?B9HAB`>C6MN~[��WHCNGJC�?BGeCFS ³ I,9HC ³ c{C69HQ¶?B9HAB`>C6MN~ � 9HC©c{C69XQ<?B9HAD`OC�;>MwcsCfS ³ CNC69SJWHCV_aGJM�S�MeEH`>;�S4`>;>9XC�?B9HQP;OSUM4EHGeCNkL;>IBRHM4`>;>9XCBY�?B9HQ�?B9HI�SUWHCNG®IB9HCF;OM�csCfS ³ CNC69�SJWHC�MJC6KNID9HQMeEH`>;�Sb`O;>9HC�?B9HQ,;OSJM}9HC¾ªTS4`O;>9HC®GJCNMJE{C6KfSU;OkBC6`��D~«��WHC6MeCy?B`>ADIBGJ;OSJWH=7M±?�GJC�SJWHCVMU?B=7CV?BM±SUWHIDMeCQHCNMJKNGJ;>c{C6QP;>9 .bWa?�EXSUCNG � ~H!H~ºnT~

�)% � % � � -90;5 �-/@ - ��C <�?A@ � 1 0;.�<=1 .�0>?A@"57-/C D)1 � -98 <�-/D�1 -/.�0 � � ? � 6 -/D 6 ��1 6 D � C -/D , 0>6 6 � ?ADE<�- 6 �

�®\]SUC6GF=@CNGJAD;O9HA�?B9HQ MeEH`>;�SJSU;O9HA%`>;O9HCl?BGe;86NC6Q·`O;>9HCNM6Y*SUWHC¨9HC ³ `O;>9HC6?BGJ;�66C6Q�`>;O9HC�=¨?l�¶K6ID9L�Me;>MeS�I�\w=7IDGeC¨SUWa?�9¥S ³ I¶¼L;O9HQHM¯IB\wK Wa?B;O9¥K6ILQHC6MNYb?B9XQ¥SJWHC%QH;>GeC6KfSU;>IB9 K Wa?B;O9�KNITQXC6M�IB\SJWHC�9HC ³ `O;>9HC6?BGJ;�66CNQ¶`O;>9HCNM�MJWHIDRX`>Q¶csC�QHCNMJK6Ge;>c{C6Q�c¡�2SJWHC7CfªLSUCN9HMJ;OID9 �aGJCNC6=@?B9¶K6ILQHC6MNY��� ��� �T~���WHCVM�SUGJRXKNSURXGU?B`sEsID;O9oSUM}IB\ZSJWHCV9HC ³ `O;>9HC6?BGJ;�66C6Q@`>;O9HC6M±Kl?B9H9XIBS�c{C[QHCN_H9HC6QPca?BMeC6QID9%SUWXC�Ea?�SeSUCNGJ9HM®;>9��j;>AX~ � ~�¸�csCNKl?BRXMJC�SJWHCF9XC ³ `>;O9HCl?�GJ;86NC6Q%`>;O9HC6M4K6?B9�KNID9HMJ;OMeSwIB\.=7IDGeCSJWa?B9�S ³ I¨CN`>CN=@CN9¡SwK6ILQHCNM6Y­?�9HQ�SJWHC6;OG�?lkDCNGU?BABC�K6ILQHCNM�?BGeC�GeCl?B`½?B9HQ�?BGJCyKl?�`>`>CNQ�?�M®SJWHCC¾ªTSJC69HMe;>ID9¥�aGeC6C6=@?B9�KNITQHCNM6~<��WHCNGJCN\°IBGJCBY«SUWXC¤MeSJGJRHKfSURHGJ?B`}E{ID;>9oSUM�IB\4K6ID9oSJIDRHGJM ³ WX;>K WKNID9HMJ;OMeS@IB\[MeC6Ge;>C6M@IB\�SJWHCP9HC ³ `O;>9HC6?BGJ;�66C6Q�`>;O9HC6M7?BGeC�QXCNSUCNGJ=7;>9HCNQ cH?BMJCNQ�ID9 SJWHCPCfª¡�SJC69HMe;>ID9 �aGJC6CN=¨?�9�KNITQXC6M7csCfS ³ CNC69�S ³ I·9HCN;>ADW¡c{IDGJ;O9HA29HC ³ `O;>9HC6?BGJ;�66CNQ�`>;>9XC6M6~���WHCNMJCM�SUGJRXKNSURXGU?B`�EsID;O9oSUM[?�GJC�QXCN_a9HCNQ<ca?BMJCNQ2ID9�SJWHC©MeSJGJRHKfSURHGeC¯Ea?�SeSUC6Ge9HM ³ WH;OK W<?BGJCFMJWHI ³ 9;O9��j;OAH~ � ~ � ~µ��WHCNMJC2M�SUGJRXKNSURXGU?B`wEsID;O9oSUM@?BGJC�GJC6EXGJC6MeC69oSUCNQ co��SUWHC�MU?B=7C�K WH?BGU?BKfSUCNGJM

Page 101: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, m �

(1)

(5)

1.5−2.5

"T""t" "m"

"^"

4.5−5.5

"F""f"

"]" "[""S"

"s"

"O""o"

(2) (3) (4)

(6) (7) (8)

7.5−8

0−0.5 "$"

"v"

3.5−4.5

5.5−6.5

(n−1)(n−1)

(n−1)

(n−1)

(n−1) (n−1)

(n−1)

6.5−7.5

nn

n

nn

nn

n

2.5−3.5

(n−1)

0.5−1.5

")" "("

���������iª��� ����������������������������������! �"#�$�����%����������& ��������('����$*)+ ��+-,.��*����/ ��0����*12���3�* .)�*���

465 ��� 5 �7�8���$*)9���9: 5 �����*�zª.�<;.�=?>�@BA!CEDFCHGIAKJMLONPLHQSRUT 5 V�� ���W�%,X�I ��/���Y���Z� 5 [)��/�$*����/ ��\ 7"]�* .)�9;Z^_�$*���$*������*)4 �`� 5 � 5 3� 5 �7�����%��*�ba�ced.c-�fg"ih�j ª0kml%nHopnrq�sutEvVwxh*yPz{;.j¨ª0����)}|Y~�l-nropnrq�sutEvIy�~�l-nropnHqSs�tEv[w�h*y���� 5 *�[� 5 3���$�$�����`,#�� �"M� 5 ��*���$�*�������/���tEv9���i���� ���W�-,?�I ��/�����/�2� 5 �)��/������/ ��2 �"(�* .)�8; 465 *�$8l-nropnrq�sutEvIy����)bl-nropnrq�s�t_vVwxh*yI�7�6� 5 ���W����������* .)�*�� �"&� 5 �tEv&� 5 ����)�^HtEv+wUh�cg� 5 �� 4 ���/��*������*�)���/����� �"!� 5 3�* ���� ����6����I*�%����W�*�`���fg�6�*����'I8"_ �����)['����$*)[ ��V� 5 3���7�$�����V�/�[��������ª.�� S^eh�c-�=?>�@BA!CEDFCHGIA�JMLON!L/�MRbT 5 ��* �������W���I ������������ 5 b)����*�%���� ��� 7"��* .)�V;�^_�$*���$*������*)4 �`� 5 � 5 3� 5 �7�����%��*�ba�^Ed.c-�fg"�h�j¨ª0kml-nropnrq�s�t_v?wxh�yPz�;.j¨ª.��� 5 *�[� 5 ������8� 4 2�*�����*�^_��c�� 5 ]����$�����O,#*�( �"!� 5 3������$*�����/�/��8tE��v��.s�tEv&y!�/�6���� �������W���I ��/�������V� 5 3)��/�$*�%���/ �� �"��* .)��;���"��Y��l%nHo$nHqSs�tEv&yPzxl-nropnHqSs�tEv[w�h*y��^E'Ic�� 5 ]����$�����O,#*�� �"P� 5 3�*���$�*�����/����8tE��vM�.sutEvIy��������* �������W���& ��/�����/��� 5 3)��/�$*�%���/ �� �"��* .)��;���"�|Yz�l-nropnrq�sutEvIy�z����

Page 102: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, mDÁ

|bI�SUW%Kl?BMeC6M®Kl?B9Pc{C�\°IBRH9HQ%ca?BMeC6Q�IB9%SJWHC�Ea?�SeSUC6Ge9�;O9P�j;>AH~ � ~ � ¢�¸�¦¾~� i ,g_ ^ OX^`\ _ ��r pFr�� 0 ��WHC%KNID9okDCfª E{ID;>9oS�;O9¥SJWHCPQH;>GeC6KNSJ;>ID9�I�\[K6ILQHC z ¢£GeC6EHGeC6MJCN9oSUC6Q³ ;�SUW,SUWHC�K Wa?�GU?BKfSUC6G@�e���o¦f~8»\�n � � P ��� ��� �Hg � � � ¸6p � z � � ?B9HQ2� ��� ��� �Hg � �{p ��� ��� �ag�� � �À¸6p�YHSJWHC69PSUWHC�_aGeMeS®EH;�ªTCN`IB\*SJWHCVK6RHGeGJCN9¡S4`O;>9HC � �2;>M�?¯K6IB9¡kBCfª%E{ID;O9¡S};>9¤SUWXCVQH;>GeC6KNSJ;>ID9¨IB\½K6ILQHC z ³ WHC6GeC���� � � �ag�� �?B9XQ ��� ��� �Hg�� � � ¸6p{?�GJC4SUWHC®?lkDCNGU?BADCwK6ILQHC6M�IB\sSUWHC � �sSUW¨?B9HQ�¢�� � �<¸�¦:SUW@9HC ³ `O;>9HC6?BGJ;�66CNQ`O;>9HCNM}IB\½SUWHC�K6IB9¡SJIDRHG4GJCNMJE{C6KfSU;OkBC6`��D~8»S4K6?B9�c{CV\°IDRH9HQPca?BMeC6QPID9%SUWHC�Ea?�SeSUCNGJ9%;>9P�j;OAH~ � ~ � ¢rnD¦f~� i ,g_ ^ OX^`\ _ ��r p r p 0 ��WXC¤K6ID9XKl?lkDC¤E{ID;O9¡Sy;O9�SUWXC¨QH;OGJC6KfSU;OID9�I�\�K6ILQHC z ¢£GeC6EHGeC6MJCN9oSUC6Q³ ;�SUW,SUWHC�K Wa?�GU?BKfSUC6G@��SJ�¡¦f~8»\.n � � P ��� ��� �Hg�� �� ¸Np � z � � YXSJWHC69PSUWHCNGJCy?BGJCVS ³ I@K6?BMJCNM 1¢£?o¦±SUWHC[_HGJMeS®EH; ªTC6`ZIB\½SUWHC�KNRHGJGeC69oS®`>;>9XC � � � � g�� �sp½;>M4?¯KNID9HKl?lkBC�E{ID;>9oS�;O9%SJWHC�QH;>GeC6KfSU;>IB9IB\�K6ILQHC z ;O\ � P ��� � � �ag�� �sp � ��� ��� �ag�� � �À¸6p�~¢°c�¦±SUWHC[_HGJMeS®EH; ªTC6`­IB\*SJWHC�K6RHGeGJC69oS®`>;O9HC � � � � g � �{p�;OM�?¯K6ID9XKl?lkDCyEsIB;>9oS�;>9¤SJWHC�QH;>GeC6KfSU;>IB9IB\�K6ILQHC z ;O\j� � ��� ��� �Hg � �{p �ÀmX~|bI�SUW%Kl?BMeC6M®Kl?B9Pc{C�\°IBRH9HQ%ca?BMeC6Q�IB9%SJWHC�Ea?�SeSUC6Ge9�;O9P�j;>AH~ � ~ � ¢�nD¦¾~

�T;O=@;O`§?BGwSUI�SUWXC¤?Bc{I'kDC%�[CN_H9H;OSJ;>ID9HM � ~s!H~�¸DY � ~H!H~ºnTY � ~s!H~ z ?B9HQ � ~s!H~s!HY.IBSJWHC6G�MeSUGeRHKNSJRHGU?�`E{ID;>9oSJMFIB\49XC ³ `>;O9HCl?BGe;86NC6Q·`O;>9HCNM�K6?B9 c{C¤QHCN_H9HC6Q¥?B9XQ \°IDRH9HQ­Y.?B9HQ·SJWHC6MeC,MeSUGeRHKNSJRHGU?�`E{ID;>9oSJM4?BGJC 1SJWHC�K6ID9okDC¾ª�E{ID;O9¡S®;O9%SJWHCyQH;>GeC6KNSJ;>ID9PIB\jK6ILQHC©nP¢6� c �o¦4?�9HQ�SJWHCFKNID9HK6?'kBC�E{ID;>9oS®;>9,SJWHCQH;OGJCNKNSU;OID9,IB\�K6ILQHCFn%¢6�e=7�¡¦b;O\ z � �$P ��� ��� ��g�� �� ¸6p � !+� � �SJWHCFKNID9okDC¾ª�E{ID;>9oS4;O9PSJWHCFQX;>GJCNKNSJ;>ID9PIB\.KNITQXC � ¢6�J���¡¦�?B9HQ�SJWHCyK6ID9HK6?lkDC©E{ID;>9oS4;O9PSJWHCQH;OGJCNKNSU;OID9,IB\�K6ILQHC � ¢6��\e�¡¦b;O\ !;� � P ��� � � �ag�� � ��¸6p � � � � �SJWHC©K6IB9¡kBCfª<E{ID;O9¡S[;>9�QH;OGJCNKNSU;OID9�IB\«SJWHC©K6ILQHC�Á2¢N�lg��¡¦�?B9HQ�SJWHC¯K6IB9HKl?lkDC�E{ID;>9oS�;>9�SJWHCQH;OGJCNKNSU;OID9,IB\�K6ILQHCyÁP¢6��pO�¡¦b;O\ � � �$P ��� � � �ag�� � � ¸6p � Á+� � �SJWHC�KNID9HKl?lkBCVEsID;O9oSb;O9¨QH;OGJC6KfSU;OID9¨IB\­QH;>GeC6KNSJ;>ID9@IB\*K6ILQHC��,¢6���q�¡¦�?�9HQ¨SUWXC�K6IB9¡kBCfª%E{ID;O9¡S;O9,QH;>GeC6KNSJ;>ID9%IB\�K6ILQHC �P¢6��kL�¡¦};�\.�'� �$P ��� ��� �ag � �� ¸6p �Àm�IBG � P ��� ��� �Hg�� � � ¸6p � �+� � �SJWHC©K6IB9¡kBCfª�EsID;O9oS[IB\�SJWHC©QH;OGJC6KfSU;OID9�IB\«KNITQXC���¢6��MJ�¡¦�?�9HQ�SUWXC©K6ID9XKl?lkDC�E{ID;>9oSw;>9�SJWHCQH;OGJCNKNSU;OID9,IB\�K6ILQHCF�%¢6�U�T�o¦b;O\jÁ+� �$P ��� ��� �ag � �� ¸6p �²� � � �SJWHC�KNID9okDCfª�EsIB;>9oS®;>9�SJWHC�QX;>GJCNKNSJ;>ID9�IB\�K6ILQHC@¸,¢6��ID�¡¦4?B9HQ�SJWHC�KNID9HKl?lkBC¯EsID;O9oSw;O9�SJWHC

Page 103: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, mo�

QH;OGJCNKNSU;OID9,IB\�K6ILQHC�¸@¢6� � �¡¦b;�\ �+� �$P ��� ��� �Hg � � � ¸6p � ¸1� � ~��WHCNMJC7MeSJGJRHKfSURHGJ?B`�EsIB;>9oSUM�Kl?�9�c{C¯QHCN_H9HC6Q·?B9HQ¶QHCNSJC6GJ=7;>9XC6Q¶ca?BMJCNQ�IB9¶SJWHC�Ea?�SJSJC6Ge9HM³ WH;OK W�?�GJCVMJWXI ³ 9�;>9P�j;OADM6~ � ~ � ¢ z �¹mD¦f~|}?�MJC6Q·ID9�SJWHC¤?Bc{I'kDC¨?B`>ADIBGJ;OSJWH=PY­SUWHC@MeSUGeRHKNSJRHGU?�`bE{ID;>9oSUMyIB\}S ³ I�MJ?B=@EX`>C�;>=@?BADCNMy;O9�j;OADM6~ � ~ Áa¢ � ¦j?B9HQ � ~º�H¢ � ¦�Kl?�97c{C}\°IDRH9XQ­Y ³ WH;OK W@?�GJC�MJWXI ³ 97;>9©�j;>ADMN~ � ~ Áa¢r�D¦j?B9HQ � ~ �H¢r�D¦f~|}?�MJC6Q<ID92SJWHC�?B`>ABIDGJ;�SUWH= ;O9 .bWa?BEXSJC6G � ~ºnTY­SUWXC¯MeSUGeRHKNSJRHGU?�`.EsIB;>9oSUM[I�\�S ³ IPCfªX?B=7EH`>CNMK6?B9�c{C�\°IDRH9XQ ?B9HQ MeWHI ³ 9 ;>9���;>ADMN~ � ~ºÁa¢£Áo¦@?�9HQ � ~º�H¢rÁD¦f~�8»S¤;>M@K6`OCl?BG7SUWa?�S7SUWXC�GJC¾�MeRH`OS�IB\[�j;>AX~ � ~º�H¢r�D¦F;>M¯c{CNSeSUCNG�SJWa?B9¥SUWa?qS@I�\V�j;OAH~ � ~ �H¢£Áo¦F;�\wAB`>IDca?�`}MJWa?�EsCPIB\wK6ID9oSUIBRHG¢b��;>AH~ � ~º�H¢ z ¦e¦®;OM[QHC6MeK6Ge;>c{C6Q­~©�w9HIBSJWHC6G�CfªX?B=7EH`OC©;>M[MeWHI ³ 9·;O9<�j;>AH~ � ~ � ¢ � ¦f~�8»SJMVMJCNGJ;>CNMIB\�MeSJGJRHKfSURHGJ?B`ZE{ID;>9oSUMy¢°MJCNC��j;OAH~ � ~ � ¢ � ¦�¦b;>M 1� c � � �J����¢°K6ID9okBCfªH¦ � �e=7�P¢£KNID9HKl?lkBC'¦ � � c � � �lg�� � ��MJ� � ��kL� � �eIB��¢°K6ID9L�kBCfªH¦ � �����À¢£K6IB9HKl?lkDCl¦ � �¹kT� � �U¦�� � � c �À¢£K6IB9¡kBCfªH¦@ca?�MJC6QÀID9 SJWHC�?�`>ADIDGe;OSJWH=QHCNMJKNGJ;>c{C6QP;>9,SJWH;>M�K Wa?�EXSUCNG6~��C±K6?B9©QHCfSUCNGJ=7;>9HC«SUWa?qSjSUWXCbK6IB9¡SJIDRHG½K6ID9XMJ;>M�SUM.I�\HS ³ I�Ea?BGeSJM6~�8»SUMj`OCN\]S½Ea?BG�S.;OMj?®MJ;>=7;>`>?BGCN`>`>;OEHMJC�cH?BMJCNQ�ID9ySUWHC«MJCNK6ID9XQ©K6ID9okBCfª�K Wa?B9HADC�¢£KNID9HMe;>MeSJ;>9HA®IB\XK6ID9okDC¾ª©M�SUGeRHKNSJRHGU?B`¡E{ID;>9oSJM� c �HY��6gi�HY���MJ�HY���kL�o?�9HQ«�eID�o¦fY�?B9HQ�;OSJM�GJ;>ABW¡S®Ea?�GeS®;>M�Me;>=7;>`§?�G±kDCNGeSJ;>Kl?�`½GeC6KfS ?B9HAB`>C�ca?BMeC6QID9FSUWHC}_aGeMeS«?�9HQ©SUWH;OGJQ¯KNID9okDCfª¯K Wa?B9HADCNM6~�8»\{Wa?B9XQ ³ GJ;�SJSUCN9¯QH;>AB;OSUM�?BGeC}GJCNK6IDAD9X;866CNQ­YDSUWXC69SJWHC�;>=@?BADC�;O9P�j;>AH~ � ~ � ¢ � ¦b;OM�K6ID9X9HC6KfSUC6Q�QH;>AB;OSUM ��?B9XQ�¸D~

�,$ � ��/7)23�9l1 <.56/7)�w92CN¬7K6;OC69oSy?B9HQ29HC ³ =7CNSJWHILQ�Wa?BM[c{C6CN9<QHCNkBC6`>IBEsCNQ<SJI¨_a9HQ2SJWHC©MeSJGJRHKfSURHGJ?B`.E{ID;>9oSJMIB\{KNID9oSUIDRHG«ca?�MJC6Q@ID9¯SUWHC4CN`>C6=7C69oS«KNITQHCNM«csCfS ³ CNC69¨S ³ IF9XC6;>ABWLc{IDGe;>9HAV`O;>9HC6?BGJ;�66C6Q�`>;>9XC6M6~��WHCNMJC@MeSUGeRHKNSJRHGU?�`�E{ID;O9¡SJM�QHC6MeK6GJ;OcsC7K6IB9¡kBCfª�IDGyK6ID9XKl?lkDC@K Wa?B9HADC7;>9�?%QH;>GeC6KNSJ;>ID9<IB\}?K Wa?�;>9<K6ILQHCB~¯��WXC6MJC@MJCNGJ;>CNM�IB\bM�SUGeRHKNSJRHGU?B`�E{ID;O9¡SJMVKl?B9¶c{C¯K6ID9HMe;>QHCNGJCNQ ?BM[SJWHC�K6GJ;�SU;OKl?B`E{ID;>9oSJM�I�\­SUWHC®K6IB9¡SJIDRHGNY ³ WH;OK W¨QHCNMJK6Ge;>c{CwSJWHCw=7IDGeEHWHID`OIDAD;>K6?B`XM�SUGeRHKNSJRHGJC[K WH?B9HADCwIB\�SJWHCKNID9oSUIDRHGN~8:9�IDGeQHC6G.SJIyAB;OkDC±SUWHC4AD`OIDca?B`LQHC6MeK6Ge;>EXSJ;>ID9�IB\s?VK6ID9oSJIDRHG6YL?B9�Cf¬@KN;>CN9¡S�?�9HQ�9HC ³ =@CfSUWHILQWa?�M�c{C6CN9¨QHCfkDCN`>IDE{C6Q¨SJIy_H9HQ¨MeEHRHGJ;OIDRHM«`>;O9HCl?�GJ;86NC6Q�`>;O9HC6M«ca?�MJC6Q@ID97=@CNGJAD;O9HAy?B9HQ7MJEH`O;OSe�SJ;>9HA2=7CNSJWHITQXM6~ �®C6GeCBYbC¾ªLSUC69XMJ;>IB9 �aGeC6C6=@?B9¥K6ILQHCNM@?�GJC,;>9oSJGJILQHRHK6CNQ­~ ��WHC,\°C6?�SURHGeC6MNY

Page 104: Processing and recognition of document and GIS images

������������� � ,!� ) ����)+�-� ���K� �'��, ���&�����'�(�')�, mDm

`O;>9HC6?BGJ;�S:�DY«=¨?�ªX;O=©RH= `>;>9XCl?BGe;OS:�DY�K6IB9¡kBCfªT;OS:�BY�K6ID9XKl?lkL;OS:�DYbK6RHG�kB?qSURHGeC�?B9HAB`>C%?B9HQ csCN9HQ?B9XAD`>C�MJCNGJ;OC6M®IB\.SUWXCF9HC ³ \°IDGJ=7C6Q�`>;O9HCVMJCNGJ;>CNM[?BGeCy\°IBRH9HQ­~���WHCFMeSU?BGeSJ;>9HA7IDG®C69HQ�E{ID;O9¡SMeC6GJ;OC6M�IB\{SUWXC®9XC ³ \°IBGJ=7C6Q¯`>;O9HC}MeC6GJ;OC6M«Kl?�97c{C4K6ID9XMJ;>QXC6GJCNQ¨?�M�9HC ³ K6GJ;�SU;OKl?B`TEsID;O9oS�MJCNGJ;>CNMIB\½?©KNID9oSUIDRXG6~«��WHC6MeCV\°Cl?�SJRHGJC[MeC6Ge;>C6M�MeCNSJM�AD;OkBCV?©AD`>IBca?B`{QHC6MeK6GJ;OEXSU;OID9,IB\½?©KNID9oSUIDRHGN~«8»S;OMwE{IDMJMe;>cH`OCVSUI¤K Wa?�9HADCFSJWHCFSJWHGJCNMJWHIB`>QHMwIB\.SUWXC�=7CNSUWXITQPSUI¨ABCNSwIBSUWHCNG�QHCNMJKNGJ;>ETSU;>IB9HMw;O9QH;���CNGJCN9¡S4MeKl?B`OC6MN~

Page 105: Processing and recognition of document and GIS images

� � ��� ���� �

� �²� � � �Z����� � ��� � � � ����� � "

� �!��� � ��� "

�%$'& (*)¤+�-�/%021234+.56/7)�4C6KNIDAD9H;�SU;>IB9�IB\�Wa?�9HQ ³ GJ;�SJSJC69�QH;>AB;OSUM½;>M.?B9©;>=7E{IDGeSU?B9oSjEHGeITKNC6QHRXGJC�;>9¯=@?B9o��?BRXSUIB=¨?�SJ;>KQHILK6RX=@CN9¡S[EHGJILK6CNMJMJ;O9HA%Me�LMeSJC6=7M6~��²WXC69¶Wa?B9HQ ³ Ge;OSeSUC692QX;>AD;�SUM[KNID9oS ?B;O92MJEHRHGe;>IDRXMVMJC6Aq�=7C69oSUM ³ WH;>K W¶?BGeC©RH9a?lkDIB;>Qa?BcX`O��;>9oSUGeITQHRXK6C6Q2QXRHGJ;O9HA,CfªLSUGJ?BKNSJ;>ID92I�\«QH;>AD;�Sw_HC6`>QXM[\°GJID=E{IDMeSU?B`¡\°IDGJ=7M6YqK WHC6^¡RHCNM6YT?B9HQ©KNIDRHE{ID9HM.;O=¨?�ADC6MN~½8:9¯MeID=7CbKl?�MJC6MNYo;OS�;>M½QH;O¬7KNRH`OS�\°IDG�=7IDM�SGeC6K6IBAD9H;OSJ;>ID9y=7CNSUWXITQHM½SUIwK6`§?�MJMJ;�\]��SUWHCN=�g �®h � !Bp�Y¯g���� � Á�prY¯gi��� � m�p�YXg �±?B9 � !BprYXgu�&� � Á�p?B9XQ²g��­�F� � � � pr~<�TIB=@C@CfªX?B=7EH`>C@;>=@?BADC6MF?BGeC¨MJWXI ³ 9¥;O9��j;>ABM6~ ÁX~O¸o¢�¸DY z Y � Y«�LY � Y}¸D¸DY¸ z YZ¸ � Y*¸��TYZ¸ � Y�nL¸DY{n z ¦ ³ WH;OK W�?BGeCySU?B¼BCN9�\°GJID=�SUWHC �F~º�s~{t�?�SJ;>ID9H?B`­8:9HM�SU;OSJRXSUCyIB\��LK6;��CN9HK6C�?B9XQ,��CNK WH9HID`OIDAB�<¢£tw8��T�®¦bQH?�S ?BcH?BMJC7gu´V� � nB?�pr~.��WHCVMeSJGJRHKfSURHGeC�K6ILQH;>9HA�=@CfSUWHILQIB\jWa?B9HQ ³ GJ;OSeSUCN9�QH;>AB;OSUMygi��� � m�p½Kl?�9H9HIBSwcsCFRHMJCNQ�SUI@GJCNK6IDAD9X;866C�SUWXC©?Bc{I'kDCyWa?B9HQ ³ Ge;OS��SJC69�QH;OAD;OSJMFC¾ªXKNC6EXS7QH;OAD;OS � ;>9 �j;>AH~½ÁX~�¸¡¢¹¸ � ¦yc{C6K6?BRHMeCPMeID=7C¤IB\�SUWXC6= KNID9oS ?B;O9 MJEXRHGJ; �IDRXMyMeC6AD=7C69oSJMFIDGVcXGJID¼�C69·MeC6AD=7C69oSJM6~78»\bSUWXC7IBEXSU;O=@;�66C6Q29XCl?BGeC6MeSF9HCN;>ADW¡c{IDGVK6`>?BMJMe;O_aCNG¢ � twt-.�¦7g �±?�9 �Dz cXp�;OMyRXMJC6Q SJI�GeC6KNIDAD9H;�66C�SUWHC¨?BcsI'kBC¨Wa?B9XQ ³ GJ;�SJSUCN9·QH;OAD;OSJM6Y*MJIB=@C7IB\SJWHC6= ³ IDRH`OQ@c{CwGeC¹deCNKNSUCNQ¨SUIyc{CwGeC6K6IBAD9H;86NC6Q­YLIDG«GJCNK6IDAB9H;86NC6Q¤?�M�;O9HK6IBGJGJCNKNS±GJCNMJRH`�SUM6~.��IBGC¾ªH?�=@EH`OCBYLSUWHC�QH;OAD;OSJMb;>9P�j;OADM6~XÁX~�¸¡¢�¸DY�¸ z ¦±?BGJCVGeC¹deC6KfSUCNQPSJI7c{CVGJCNK6IDAB9H;86NC6Q­YHSJWHCVQH;>AB;OS};O9�j;OAH~aÁX~�¸¡¢ z ¦4;OMwGeC¹deCNKNSUCNQ�SUI@csC�?BM®QH;>AD;�SwmXYaSUWHCFQH;>AD;�S4;>9��j;>AH~�ÁT~O¸¡¢ � ¦};>M®GJC:deC6KNSJC6Q�SJI@c{C

m �

Page 106: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, � �

?BM�QH;OAD;OS �XYT?B9HQ¨SJWHC�QX;>AD;�S±;O9¤�j;OAH~¡ÁX~�¸¡¢ � ¦«;OM±GeC¹deC6KfSUCNQ¤SUI�c{C[?�MbQH;OAD;OS±nT~���WXC6GJC�?BGJC®\°C ³

*******

****

***********

***

***

* **

********

*****

*

***

*******************

*****

*******

*****************

***************

*******

****

********

*****

***

**

*****

***

**** ***

****************

*******

********

*******************************

*********

******

************************

***

*****************

****

****

*******

***

****

*******

*******

***********

********************* ******** ***********

***

*****

*****

*****

******

********

*************** *****

*******

***** **

**********

*******

*****************

********

*******************************

*******

******

****

*****

************************

**********

******

******* **** **************************************

*****

*********************

***************

**************************

*********

********** **********************

****

****************************************

**********************

*****

***************************

*********

**********

***************************

**********

********

*****

*******

************

******************** ******

**************************************

**********

*******

***********************

*****

*******

****

*******

*******

***************** *****

*******

******

******

************

******

******* *********************

********************************************

*******

*******

****************************************

*******

****************************

**************** ****

******

*****

***************************

********

*************

*****

*******

***********************

*****

******

*********

************************

*****

************************

*****

*******

*****

*******

************************

*********************************************

******

***** ***

**************

*******

*****

********************************************

**************

***************************

******

****** **

***********************

******* ******

******* ******

***************

******* **** **

*****

********************

******

*********************************************

******* *****

*************

*******

*******

*****

*****

*******

***************

****

***********************

********

*****

*************************

*********************************************

******

***** *****

******

******* ** * ******

************ *

***

******

**** ****

*******

************************

******* ******

*******

*******

**************** ***

******

********

***

****

**********************************************

*****

*******

**

*****

*************************

***** *****

********** *****

****

*********************************************

******

******* * **** ***

****

*******

******

************** *****

********* ****

***** *****

**

*******

**

********** ****

********

******** *****

******

*****

****

**************************

******

*****

******

********************************************** **********************************************

**************************

*****

*******

***** *****

**

******

**************************

******** *****

*******

*****

*****

*******

****** ********* ***

*********** *****

********* ***** ************ ******

********

******

******

******

********************************************

*****

****

*********************************************

************ **********

*******

********** *********

*********

*****

*****

*****

************ **********

************************************ **

********

*******

******** *****

******

********* ******

*******

******

***** ********* ****

*****

******

*********** ******

********************************************

*********** *******

***** ***

******

******

******

***** **

********* *********

*****

*****

******

********** ********

****** ************************

*

*******

********

******

*****

******** *******

************************************ ****

******** ******

****

*** ********

*********

* ******

****** ********* ***** ********** *********

*********** ******

*** *******

********* *********

************************

*** ******

******

********* **********

*****

****** ******* * ****

******

********* ******

************ *****

******

******

** ******** ***** *********

********* *****

***** **

******* ********

*******

**********

******** ********

*****

********* **********

*******

******* ********

****** ******** **** ******* **********

*******

*******

****** ******

****** ********

********** ****

**********

****

******

*** ***************

*** *******

********* ******

** ***** *******

******

** ********

***** ********

*****

********

**** ******

***** *******

********** *****

***********

***

******* ******** ***

****** ********

*******

***** ******

******

***** *****

********

******* ***** *****

*** **********

******** ********** ******* *********

******

******

****** ***** ******

**************

****** ********

******

***** ******

****** *********

*********** *****

*******

******

*****

******

*****

**** ******

******* **

****** ******* * ***

********** ***** *******

*********

******

******* ***********

********* *********

***** ******

****

*******

******

******

******* **

***** *****

*********************

******

**********

********

************* ******

******* ********** ** **

****

*** ******

****** *******

****** **********

*********

******* *********

******

*******

*****

************ ****** *******

******* ***********

******** *********

****** *********** ******

*****

*******

******

****** ***

*******

******

******

************* ****** *******

******

************* ******

******* *********

****** ******* ****** *****

****************

******** *************

*******************

****** *******

*** *******

*********

******* ***

***** ******

******************

************* ******* ******

******

*****************************

******* *******

*******

*******

*********

******

************** ******

******

****************

******

****** ********* *****

******* *******

******

******* *******

******** ************

*****

*********

******

*********** ***************

*******

******

******

****************************

************* ******* ****** ******** ********

******

************* ******

******

****** ******* ****** *******

******* ********** ***

*******

****************** *****************

********

****

******* ****

*******

*****

***************************

****

******* **** *******

*****

****** ********** ****

*********

*************************

*******

*********** ******* *******

***** ******

******** ********

******* ********

******* *****

************* ****

*******

*********

***** ******

*******************

*******

*************************

*****

*****

********

****

**** ********

******

******* **** *******

*******

******

****** ******

*********** ******* ********

***********************

********* *********

****** *******

********

******** ********

******* ********** ****

*********

************* *****

******

********* **********

********** *******

******* ********

*****

******** ************ ****

*********************

*********

******

******

******* ****

***********************

******

********** ******* *********

*****

******

************* ******

******** ******

********

*******

*******

****** ****

******

*********** ******

*******

********

******

******

******** *********** *****

******* ****

*********************

******** *********

******

*******

*********** ******

******

********

******** ******** ********

*********

****

******************

************* ******

*********** *****

********

********

******* ******* *******

************ *******

************* ******

*******

********* *********

******

********

******* ************ *****

******

******************

****

*********

******

******* ****

****

*****

********

*******

******

************* ******

*****

******* ******* ******

**********

******

********

******

********* *****

******

********

****** ******

****** ****

*****

************* *******

*******

*****

********* ********

*

*******

*********

******* *********** *****

*****

********

*****

*****

*******

*****

*********

******

********

********

******

******* *********** ******

*****

****** ****

**** ******* *******

******

********

******

******

************ *******

*******

********

************ ****** ************* *******

*******

********* *********

******

******

******

*********

********

*****

*****

********** ******

********* ********** *** ******* ********

*******

**** *********

********

****

** ***********

************* ******

*****

******

*********** ******

****** ****

********* * ********

********* ******

******

********* **********

******

***** *******

***** ** ************

********

********* *********

********** *******

********

*********

*******

********* ******

******

*******

******** ******

***

****** ****

****

** ******* ********

******

*********

*** * *********

****** **

********** *******

********

********* **********

******* *****

***

****** **** ************

*********

***** **** *** ********

********

****** *********

**

********* *******

******

********* *******

********

******* ******

*******

*********

****** **

******

********

******* ********

****** ****

********* *******

*********

************** ***********

******

***** ***** * * ******

********* **********

******

****** ***** ***********

******** *******

********

************* **********

**** ****

******

******* *******

*************** ***********

******* *********

****** ******

****** ********* **** ****** ***********

*********

********

*******

****** *****

*********

****** ****

*******

********* ****** **************

***** ******

******

****** *****

**** ***** ****

********* *********

***** ******

******* ********

**** ****

****** *******

*******

********

****** ************ ****

********

****** *******

*******

******

************** **********

***** ********* **********

************ ***

******** *******

* ******

****** *****

********* ****** ****************

*********

******** *********

****** *************** ***

**** *** ***** ****

********

********

**** *******

******

**** ******

******

******

****** ********** ****

********** *********** **

*********

***** *******

******

*******

******** *********

********

******* ********** **** ***** ** ** ** ****

****** **************** *** *********

********

**********

*******

*******

*** ******

******* ********

***** *****

********

*******

******

******* ******************

*********

***** *******

*******

*******

**********

******

******

*********

******* ****** ****

****** *****

*******

*** *******

*********

****** ********

******* ******************** **********

********

********

******* **********

******* *

****** ****** ****

******* ******************* ***

****** ***** *****

********

****** *********

*****

***** *****

****** ** ****

********** ******* ********************* ** ******* *********************

********

********

********

******

**********

*********

****** *********

****** ******

*******

******

*******

********* ******* ******** ******* **

******* ********* ********

*******

****** ** ******

****

******

*******

******

***** *****

***** * *** **

******

******

******* *********************** ***** **********

*********

******* ********** ****** ********

********

****

*********

*******

****** *********

****** ********

*********

********

******* ********

******** **********

*******

******** ***********

****** ********* ******* **

**** * *

******** *********

******* ********** ********

******

*******

******

******** **********

****** *********

********

***** *****

*****

******** *********

********

*******

****** ********* ****** **

******

******* ********** *******

******* ********

******

********* **********

*********

******

********* ******** ********** ******* *********

******* **********

******* ******** ****** **

*******

********

**** *******

*********

******

******

********* *********

*********

******** ***********

*******

*********** **********

*********

***** ***********

******* ********** ******

*****

******** *********

*********** ********

*******

********

******* ******** ****** **

******

******

******* ********* ******

**** *********

******* ********

* ****** *********

*******

******** **********

******

***** ***********

************************

******

******** **********

****************** ******

************************

******

******

***** * **********

******* ****** *******

******

****** ************

*********

*** ******* ********

*******

*******

******* ******** ****** *

*******

************** ********

******

*******

************************

*************** ************

********* **********

*********

****************** ******

********

******

************************

**** ******* ********

*****

******

******** ******** ****** *

******* *******

******

****** ***********

****** *****

********** *********

********

*******

******

************************************

**** *****

*********

**** *****

************* * * **********

************************

***** ********* ********

******

*********

*****

***************** ******

************************ ***************** ****** *

***************** * ** *********

*********

*************** ****** *****

*******

** ***

************* **********

***************** ******

****

****

******

*********

***** ********** ********

************************

*******

************************

***********************************

********

***

**************** ******

*********

********************************

*******

** **

************************

******************************

*******

***

**************** ********** ***** ************** *********

************************

*********

******

********

************** ****** *****

**

******

******** ****

******************************

************************

************************ ********** ***** *************** ********

********

*************** ******

******

**************************

************* ****** *****************************

*********

********

**

*********

************** ****** *****

*************************************

************************

********

******* *****

******

****************** *********

******

*******

***** ************************ *********

************************

***********************

**************************

***********************

***************** ********* ***** ********************************

*********

********

*******

****** ************************************

*******

************************

*************************************

******** ********

*********************

******************* *

*******

********************

****** ********** ************************ *

** **********

********

********************

******** *********

*********

******

*********************

********

****************************** *****

************************************** ***

*********

*******************************

********

********* ******** *********

**************************** *

*************************************** ********

********************

*********

******* *******

******************

******************************

****** ********* ********************* *** *

******************

**************** *********

**************************** ************************

* ******

*********

*******

******** ***********

****** ********* ********************* * ** ******

*****************

********** *******************************************

******

************************

*********

*********************

*******

**************** ******

******************************

********* ****************************************

******* **********

*****************

******

*******

****** ******* *************************************** ******** ***************************************

*********

********************************

***** ******* *************************************

***************************

*****

****** *******

*************** ********************

******** ************************************

******************************

***************

************************************

***** ****** *******************************

******

*********

******

**********

***********************************

****** ********************************

**************************************

****** ***** *****************************

********

****** ****** ******

****** ** ******************************

**************************************

******

***** ********************************

******************************************

******

*** ******************************** ***** ************************* ***

******************************************

*****

*********************************************

*********************************

*****

************************************************

*********************************************

*****

****** ********* **

********************* *******************

********** ***

******

**** *********

****

************************************************* *********************** ************************

***** *****

**********

***************** *********************

***** ********

*****

**************** ********** ********

*** ******** *********

****

******************* ************************

** ********

**************** ************* ********

***

************** *********** *******

*********

****

********

*********** ********** ******

**********

************** ************** ********

********** *********** *****

******** *********

************ ************* ********

*********

********** ********** ******

********

*********** *************** *******

******** ************ *****

********** ************** ******

******* *********** ****

******** ************** ******

******* *********** *****

******* ************* ***** ******* ************** ******

****** *********** *****

****************************** ******

***** ************ *****

***************************** ******

***** ****** *********** *****

************************* *******

********************* ****** ********************* ****

********************** ****** ********************* *****

********************* **** ****************** ****

******************** **** ****************** **

*************** ****

(11) (12)(10)

(22) (24)

(18)(16) (17)

(23)

(4) (5) (6)(2) (3)

(7) (8) (9)

(15)(14)(13)

(1)

(19) (20) (21)

�j;>ADRXGJCVÁX~�¸21 � GJ;OAD;>9H?B`�MJ?B=@EX`>C[;O=¨?BABC6M4?B9HQ,_a9H?B`ZEHGJILK6CNMJMeC6Q�GeC6MeRH`OSJM6~=7CNSJWHITQXM.SUIyQHCl?B` ³ ;�SUW@?B9HQ7GJCNK6IDAD9X;866C�SJWHC4Wa?B9HQ ³ Ge;OSeSUC697QH;OAD;OSJM ³ WH;>K W@K6ID9oSU?B;>9�MJEXRHGJ; �IDRXM®MeC6AD=7C69oSJM6~±��IBG®C¾ªX?B=@EX`>CBYTSUWHC�Wa?B9XQ ³ GJ;�SJSUCN9�QH;OAD;OSJM ³ ;OSJW%MJEHRHGe;>IDRXMwMeC6AD=7C69oSUMw?BGeC9HI�S�EHGeITKNC6MeMJC6Q¥?�9HQ·GeC6K6IBAD9H;86NC6Q ;O9¶S ³ I�=7CNSJWHITQXM6YjM�SUGeRHKNSJRHGU?B`�EHGe;>=7;OSU;�kDC¯C¾ªTSJGU?BKfSU;OID9?B9XQ�?BQa?�EXSU;�kDCf�»MJRHcXMJEa?BKNC¯MJCN`O\§�:IBGJAo?B9X;866;O9HA�=¨?�E gi��� � Á�prY.g �­� � � � � p�~48:9�SJWH;>MwK Wa?BEXSJC6GNY³ CwQXCNkDCN`>IDE@?B97C �sC6KfSU;OkBCw=7CNSJWHILQ7SJIF?�9a?B`O�'6NCBY¡GJCNK6IDAD9X;866C®?B9XQ¨MJCNEa?BGJ?�SUC4MJEXRHGJ;OIDRHM�MJC6Aq�=7C69oSUM®;>9�Wa?B9HQ ³ GJ;OSeSUCN9�QH;OAD;OSJM4SJI¨CN9HWa?B9HKNC�GeC6K6IBAD9H;OSJ;>ID9PGU?qSUCyIB\�Wa?B9XQ ³ GJ;�SJSUCN9�QH;OAD;OSJM6~��WHCPMJWH?BEsCPIB\Vc{IBSJW�SJWHC�=@?B;O9 ?�9HQ�?BQ�deRH9HKNSJ;OkBC�MeC6AD=7C69oSUM¨?BGJC%GeC6K6IBAD9H;86NC6Q­~ �TID=7CEa?qSJSUCNGJ9HMw\°IDG[QHCfSUC6KfSU;O9HA,MJEHRXGJ;>IBRHM[MJCNAD=7C69oSUM�?BGeC©K6IB9HMeSJGJRHKfSUC6Q¶ca?BMeC6Q2ID92GeC6KNIDAD9H;�SU;>IB9GeC6MJRX`OSUM�IB\wSUWHCP=@?B;>9¥?B9XQ�?BQqdeRX9HKNSJ;OkDCPMJCNAD=7C69oSUMNYbSUWHCN;>G�ADCNID=@CfSUGe;>Kl?�`b\°Cl?�SJRHGJCNM6Y�?�9HQSJWHC6;OGy=7IDGeEHWHID`OIDAD;>K6?B`½MeSUGeRHKNSJRHGJCNM%¢°SJWHC7GJC6`>?�SU;OID9<csCfS ³ CNC69·SJWHC7=¨?B;O9¶?B9HQ ?�QqdeRH9HKfSU;OkBC

Page 107: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, � ¸

MeC6AD=7C69oSUMU¦f~w�j;>GeMeSJ`O�DY{?7MJCNS�IB\�EHGeC6EHGeITKNC6MeMJ;>9XA%?B`>ADIBGJ;OSJWH=7M�?BGJCF=@CN9oSU;>IB9HC6Q­~w�TCNK6ID9XQH`O�BYSJWHC�MeSUGeRHKNSJRHGJC¨?B9HQ�GJC6KNIDAD9H;�SU;OID9<=@ILQHC6`OMVIB\bSJWHC7=¨?B;O9<?B9HQ·?BQqdeRH9HKfSU;�kDC7MJC6AB=@CN9¡SJMF;O9SJWHC}_aC6`OQHM«IB\sWa?B9HQ ³ Ge;OSeSUC697QH;OAD;OSJM�?BGJC�KNID9HM�SUGJRXKNSUCNQ­YH?�9HQ7?B9a?B`��TMe;>M«?B9XQ@QHCfSUCNGJ=7;>9a?�SJ;>ID9Ea?qSJSUCNGJ9HM7IB\wMJEHRXGJ;>IBRHM@MeC6AD=7C69oSJM¨?BGeC�QX;>MJKNRHMJMeC6Q�;O9¥QHCNSU?B;>`OM6~���WHC�=@?B;O9�EHGJILK6CNMJMJ;O9HAM�SUC6EXM�?BGeCVMJWHI ³ 9�;>9P�j;>AX~HÁX~ºnT~

The handwirtten digits

No Yes

Finish processing

and adjunctive segments

Determine the main region

Determine how many segments inthe digit field: one;

YesNo

Determinine the main segment

Determine whether the adjunctive segment is in the main region?

Yes No

1.The recognition of the main segment2. The recognition of the adjunctive segment

or not (the adjunctivesegment being not in

segment being spuriousDetecting an adjunctiveDetecting an adjunctive

segment being spuriousor not (the adjunctivesegment being in themain region) the main region)

more than one;

The preprocessing

contour

5. Extracting skeletons4. Extracting structural points

3. Linearization of smoothed2. Smoothing contour1. Contour following

�j;>ADRXGJC�ÁX~ºn 1«|b`OITK ¼@QH;§?BABGU?B=�IB\�SJWHCy?B`>ABIDGJ;�SUWH=�ID9PGJCNK6IDAD9X;OSU;OID9,IB\�MJEHRXGJ;>IBRHM4MJC6AB=@CN9¡SJM6~

�%$54 : -8? �2-�/%3�?�<�<.5l)�� 7B9��/7-�5f+��� <

8:9�IDGJQXC6G%SUI�QHC6MeK6GJ;OcsC<SUWXC�MeWa?BE{C·?B9XQµMeSJGJRHKfSURHGeC·IB\�MJCNAD=@CN9oSUMP;>9 ?�Wa?�9HQ ³ GJ;�SJSJC69QH;OAD;OS6YjMeID=@C@EHGJCNEHGJILK6CNMJMe;>9HA¶?B`OADIDGJ;�SUWH=7My?BGJC@RHMJCNQ�SUI2EHGeC6EHGeITKNC6MJM¯cX;>9a?BG��·;O=¨?�ADC6MyIB\Wa?�9HQ ³ GJ;�SJSJC69�QH;>AD;�SUMN~���WHCNMJC·EXGJC6EXGJILK6C6MeMJ;O9HA ?B`OADIDGJ;�SUWH=7M¤Wa?lkBC·c{C6C69 QHC6MeK6Ge;>c{C6Qµ;O9.bWa?�EXSUCNGJM z YVnLY !�?B9HQ � ~ ��WHCNMJC�?B`>ADIBGJ;OSJWH=7M¤?BGeC 1�QH;O`§?�SJ;>9HAHY�KNID9oSUIDRXG%\°IB`>`>I ³ ;O9HAHYKNID9oSUIDRHG@MJ=7ITI�SUWÀ\°ID`O`>I ³ ;>9XAHYb`O;>9HC6?BGJ;�6l?�SJ;>ID9�?B9HQÀQHC6MeK6GJ;OEXSU;OID9À\°C6?�SURHGeC6M¤I�\�K6ID9oSUIBRHGJMNYMe¼BC6`OCNSJID9­YH?�9HQ¤QHCfSUC6KfSU;OID9¨IB\*M�SUGeRHKNSJRHGU?B`{E{ID;>9oSUMN~.��WHCFJ¡SUW¤KNID9oSUIDRHG±IB\*?ycH;>9a?�Ge��;>=@?BADC;OM�GJC6EXGJC6MeC69oSUCNQ2?BM 1

� H �*O �������R� ��� � M ����� �����>� ��� ��R ¢£ÁX~O¸'¦

Page 108: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, � n

³ WHCNGJC � H%;>M�SUWHCPQH;>GeC6KfSU;>IB9�K WH?B;>9 K6ILQHC�MeCNS@IB\[KNID9oSUIDRXG JsY}?B9HQ � ;OM�SJWHCP;>9HQHC¾ª�IB\SJWHC�KNID9oSUIDRXG¨EH; ªXCN`>MN~��TID=7C�IDGe;>AD;O9a?B`±;>=@?BADC6M7?BGeC�MeWHI ³ 9�;>9À�j;>ADMN~ºÁT~O¸¡¢¹¸DY z Y � Y4�TY � Y¸D¸BY�¸ z Y�¸ � Y�¸'�TY«¸ � Y½nT¸DY½n z ¦fY*?B9XQ¶SJWHC�EHGJCNEHGJILK6CNMJMJCNQ·GeC6MJRX`OSUMy?BGeC�MJWHI ³ 9¶;>9¶�j;>AX~­ÁX~ zGeC6MJE{C6KfSU;�kDC6`��,ca?BMeC6Q�ID9,SUWHCy?Bc{I'kDCyEHGJCNEHGJILK6CNMJMJ;O9HA@?B`>ADIBGJ;OSJWH=7M6~��WHC@CfªLSUGJ?BKNSJC6Q M�SUGeRHKNSJRHGU?B`�E{ID;>9oSUMyIB\bMJID=7C@MJ?B=7EH`>CNM�?BGeC@MeWHI ³ 9�;>9��j;>ABM6~*ÁX~ z ¢�¸f� ¸�nD¦?B9XQ�SUWHC�IDGJ;OAD;>9a?�`½;O=¨?�ADC6Mw?BGJC�MJWHI ³ 92;>9��j;>ADMN~�ÁT~O¸¡¢¹¸DY z Y � Y­�TY � Y�¸D¸DY�¸ z Yj¸ � Yj¸��LYj¸ � YnT¸BYLn z ¦�GeC6MJE{C6KfSU;�kDC6`��D~��½I�;>9HKNGJCl?�MJC4K6`>?BGJ;�S:�DYDMeID=@C�M�SUGeRHKNSJRHGU?B`aE{ID;O9¡SJM«?BGJC�=@?BGe¼BC6Q ³ ;OSJW`>?BGJADCNG[K Wa?BGJ?BKNSJC6GeM6~7��WHC@Me¼BCN`>CNSJID9·I�\bMeID=@C¯MJ?B=7EH`>CNMF?�GJC¯MJWXI ³ 9·;>9<�j;OADM6~ZÁT~ z ¢¹¸N� ¸'nD¦fY?B9XQ%SJWHC6;OG}IDGe;>AD;O9a?B`{;>=@?BADC6M}?BGJCVMeWHI ³ 9�;>9%��;>ADMN~HÁX~�¸¡¢�¸BY z Y � Ya�TY � Y­¸B¸DY­¸ z Ys¸ � Y­¸'�TY­¸ � YnT¸BY�n z ¦bGeC6MJE{C6KfSU;�kDC6`��D~

�%$ # 6¤+�-«123�+�12-8? 7©)20 -8?V34/ �7)25N+�56/7) /�� <�?�� � ?V)¤+8<

��WHC�EHGe;>IDGb¼L9XI ³ `OC6QHABCF;OM}SUWa?�S�SJWHC�EHGJILK6CNMJMeC6Q�IBcLdeC6KfSw;OM�Wa?B9HQ ³ GJ;OSeSUCN9�QH;OAD;OSJM6~.��WXC6GJC¾�\°IDGeC ³ CyKl?�9P\°RH`O`O�¨RHMJC�SUWH;OM�EHGJ;OIDG�¼¡9HI ³ `>CNQHADC�SUI�QHC6Me;>AD9PIDRHG4EHGeITKNC6MeMJ;>9XA@EHGeITKNC6QHRXGJC6MN~8»S±;>M�K6`OCl?BG�SUWH?�Sb;�\Z?yWa?B9HQ ³ Ge;OSeSUC69¨QH;>AD;�S«K6ID9oSU?B;>9HM�MJEXRHGJ;OIDRHMbMeC6AD=7C69oSJM6YX;�SUM«SUIBSU?B`a9¡RH=¯�c{C6GwIB\�MJCNAD=7C69oSUMVMeWHIDRH`OQ�csCFADGJC6?�SUCNGwSJWa?B9 ¸©;O9�SJWHC©Wa?B9XQ ³ GJ;�SJSUCN9�QH;OAD;OS4_aCN`>Q­~[�TID=7CMJ?B=@EX`>C7;>=@?BADC6M ³ ;OSJW MJEXRHGJ;OIDRHM�MeC6AD=7C69oSJM¯?BGJC¨MJWHI ³ 9�;>9 �j;>ADMN~½ÁX~O¸o¢�¸DY z Y � Y}¸B¸DY}¸ z YnT¸BY{n z ¦f~b�wI ³ CNkDCNG6Ys;O\½SUWHCNGJCF?BGJCy=@IBGJCVSUWa?�9�ID9XCFMeC6AD=7C69oSw;>9%SUWHCyWa?B9HQ ³ GJ;OSeSUCN9�QH;OAD;OS_aCN`>Q­YZ;�S�;>MVE{IDMJMe;>cH`OC©SUWa?qSySJWHC6GeC�;>M�9HI%MJEHRXGJ;>IBRHM�MJC6AB=@CN9¡SF;>92SJWHC�Wa?B9HQ ³ Ge;OSeSUC69¶QH;OAD;OS_aCN`>Q­~2�TID=7C¨CfªX?B=7EH`OC6M¯?BGeC¨MeWHI ³ 9�;O9��j;OADM6~�ÁX~�¸¡¢ � Y��TY}¸ � Y�¸'�TY}¸ � ¦¾~���WHC,;O=¨?BABC7;O9�j;OAH~�ÁX~�¸¡¢�¸ � ¦};>Mw?@9HIDGe=¨?�`½WH?B9HQ ³ Ge;OSJSJC69�QH;>AD;�S � Y{?B9HQ�SJWHC6GeC�;>M®9HI@MJEHRHGe;>IDRXM�MJCNAD=7C69oS;O9©SUWHC4QH;OAD;OS�_aC6`OQ­~j��WHIBMJC®;>=@?BADC6M�;>97�j;OADM6~BÁX~O¸o¢ � YL�TYa¸ � YH¸��D¦.?�GJC�cHGeID¼BCN9@Wa?�9HQ ³ GJ;�SJSJC69QH;OAD;OSJM6Y*?B9XQ�SUWXC6GJC7;>M�9HI�MJEHRXGJ;>IBRHM�MJC6AB=@CN9¡S�;>92SUWXC6;>G�QH;OAD;OSV_HC6`>Q�~,x�IDM�S�GeC6KNIDAD9H;�SU;>IB9=7CNSJWHITQXM4\°IBGwWa?�9HQ ³ GJ;�SJSJC69�QX;>AD;�SUM�Kl?�9H9HIBSwQHCl?�` ³ C6`O` ³ ;OSUWPSUWHCNMJCFWa?B9HQ ³ Ge;OSeSUC69�QH;>AB;OSUM³ WH;OK W Wa?lkDC,=7IDGeC7SJWa?B9 ID9XC¤MJCNAD=@CN9oSl~ � RHGyS ?BMe¼�;OMySJI�QHCNSJC6KfS ³ WHCNSJWHC6G©SJWHC6GeC,?BGeCMeEHRHGJ;OIDRHM�MJCNAD=@CN9oSUM�;>97Wa?B9HQ ³ Ge;OSeSUC69@QH;>AB;OS�_aCN`>Q7;O\�SJWHC6GeC�?�GJC®=@IDGeC}SUWa?�9¨ID9HC®MJCNAD=7C69oS;O9%?7Wa?�9HQ ³ GJ;�SJSJC69%QH;>AB;OS}_aCN`>Q­~�j;OGJM�SU`O�BY�SUWXGJC6C7QHCf_a9H;OSJ;>ID9XM6Y*=¨?�;>92MJCNAD=7C69oSlY�?BQqdeRH9XKNSU;�kDC7MJCNAD=@CN9oS�?�9HQ�=@?B;O92GJC6AB;>ID9­Y?BGeCVAD;OkBC69�?BM�\°ID`>`OI ³ ;>9HA 1

Page 109: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, �Dz *^*********

*^*************** *^

F^*****************

*^***

F^*

*** T

F*** *** ** T

* T

* *

* T * ***e *

[ *********** * * e *

* )

** *

* e ) *** **** )

* e**** ***** * * * )

* * * * T

* * * ** * o

s * T * * o

* ******* * * *** ** )

* * * *** *** *****

*********************S * ) * * *

* *** * * * ** * *

* * * ** *** *****

] * * * * *

* * * * * * $S * *

* * * * ** *** *^*

** * * * *

* * * * ^**** ** * *** ]* *

* * * * ** *** * T

* * * F * *

* * * * * e T ** * * ** *

* * *

* * ** * )

* * * [ e *

* * *$S * * * * ) *** ** * * * *

* * *

F * ** * *

f * *

s *

* e ** ] * *

* * *o * *** * * * *

* * *

* * * * *

** * *

v***

[ * * * *

* * O * * * * * *

F^* * * *

* * * * *

** * *o

s * * * *

* * * ** * *** * * *

^*** * T * * *

* * * * *

** ** *

*** * * * *

* * * * * O ** *

* T * ) * * *

* * * * *

** ** *

*v* * * *

* * * * * * * * *

**** * * * * * *

* * O ** *

**** ** *

* * *

* * * ** * * * **

* * * e * * * *

* * ( * *

******** * ***

* * *

* * * ** ** * * * *

** **e * * * * * * *

* * * *** *e *

F * * **

* * *

* * * * * o * * *

* * ) * * * * * *o

* * tm******* * *

[ e********* j O

* * *

* * * ** ** *** ** *

F ** *o * * * * * O

[ * ** *

* * (

* * *

* * * ** * * * * *o

* * * * * * * * *

s *** * *

s *****$* * *

* * *

* * * * ** ** * *O

* * ** * * * * * *

* ******** *** *

v*** *S * *

* * *

* * * ** * * * * *

* ** * * * * * * *

* j *

] * *

* * *

* * * * * * * * *

* * * * * * * * *

** * *

* * *

* * *

* * * * ** * * * *

* * ** * * * * * *

******S * *

* * *

* * *

* e * F e* * * * *

* ** ** * * * * * *

] * *

* * *

^****

* * *

* * * * * * *

* * * * * * f * *

* * *

f * *

* **

* * *

s * * * * * *

* * *** * * * ** * *

* * *

^*** *** * )

*^ ** T

* * *

****vo * ** * * *

[ e * * * * * * *

* * *

* **** * * o

F* T ** [ ** *

* * *

* * * * *

s * * * * * * *

* * *

[ e** ***** F** ** *

* e ) * T * e * *

* * *

[ * * * *

v* * * * F * *

* * *

s ******e * [ e*** *

* * * * * s * *

* * *

s * * * *

* * * * * *

* * *

** ) s *******

f* * **** e * *****S * *

* * *

* * * * *

* * * * * *

* * *

*********vo v*

** * * F **** ) ]* *

* * *

**v* * * *

* * * * * *

* * *

F * * [ * ***o ** *

* * *

* * *

* * * * * *

* * * ^****

* * * * e * ** *

* * *

* * *

* * * * * *

* * * * ***

* * * s ** * * *

* * *

* ** o

* * * * * *

* * * * *

* * * v* f * )

* * *

* * *

* * * * * *

* * * [ e** *

* * * *** * *o

* * *

* * ***

* * * * * *

* * * s * )

* * * *** ** *

* * *

* * O

* * * * * *

* * * * * *

** * *** ** *

* * *

* * *

* * * * * *

* * * * e *

* * * * * *

* * *

* * *

** * * * * * *

* e * ** *

* * ( ** ** *

* * *

* * *

* T * * * * * *

* * * *

* * t******** * * *

* * *

f * *

* * * * * * * *

[ * * *

[ * *m******** ** *

* * *

** * *

* * f * ( * * *

s * * *

* * *** **

* * *

F ** *

* e * ** * t * * *

vo vo

* ****** ****** **

* * * ^**

* * *

[ * * F * ** * * *

* ********* ***

* * * * *

* * *

* * * * *j ******* f * *

* **

* * * * *

* * *

* * * * *** **** **m * *

s ***

* * * * *

* * *

* * ) * * ***** * *

v*******************

* * * * e *

* * *

] * * * * * * ( *^*

[ e * [ * *

* * *

* * * * * $**** **** * * ** ***

s * s )

*^************** f * *o

* * * * * O *** * * tm******** T

*****vo ******vo

***** *m * O

* * * * e * * j****j ***e *

*** * *

* * * [ * ** * * * )

**** * *

* * * s * S * ***************** **o

** *********** * (

* * * * * ] * O

** *** * *******j t*

* * * * * * * *

** **** j* * T

* e * *vo * * *

** ** * *** *

* * * * $****************** *

* ** ^*** * * *

* * * * O *vo

F *** ***** T * * *

[ * * * *

* * *** ) * **$S * *

s * * * *

* * ** o * * * * *

vo * * *

* ** *** ** * ** * * *

* * *

* * * * * * * * *

* * *

* * * *** ** ** * * *

* * *

* * ** * * * * * *

* * *

* * F * ** ** * * *

* * *

* * [ * ** * * * *

[ *

* * s ** * * * * *

s *

[ * v********* ** * * * *

****vo

* * ** *** * * *

* * ** *** * * *

* ************ * * e *

* * * )

s * s o v***************** v*

ym

ym

upperA

lowerA

upperA

upperM

MlowerMlower

rightA

rightMrightM

leftA

lowerA

leftM

leftM

upperM

leftA

hmhm

rightAha

ha

upperA

lowerA

m

^

S

^

[

^

m

S

v

^)

)

]S

S]

)

(

(1)

(4)

(5) (6)

(3)

(1)

(4)

(5) (6)

(3)

(2)

Page 110: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, � !

F^

F^***

F^*

F^***

*^*************

F^*****

* T

* T

* T

* T

*************** T

* T

* )

* e *

* )

* )

******* )

* e*e *

* e *

* * )

* e *

* *

** *

* )

* * * ^*

* * o

* * *

* e *

F*** *

* *o

* * * * *

* * *

* * *

* * *

* *******e *

[ *

* * * * )

** *

^***** * * *

* * *

* ************ *

s **

* * * * e *

f * **

* T * * *

* * *

* ******* *

*v*

* * * * * *

F* *O

* * * * *

* * *

* ***** *

^*

* * * s *

* * *

* * * * *

* * *

* e *

* *

* * * * *

* * *

* e * * * *

* * *

* *$* *

* )

* * * vo

* * *

* * * * * *

* * *

[ ************ **vo

* *

* * *

^** * * *

[ * * * * *

* * *

s ********

*e *

* * *

* * * * *

s * * * * *

* * *

^** * *********

* * *

* * *

* ) * * *

***S * * * * *

* * * ^*

* T ***v*

* * *

* * *

* e * * * *

*e * * * *

* * * * *

* *

** *

* * *

* * * * * *

* * * * *

* * * * )

* *

* * *

* * *

* * * * * *

s ) * * *

* * * *e *

* e *

* * *

* * *

* * * * * *

vo * * *

* * * ** *

* * *

* * *

* * *

* * * * * *

* * *

* * * ** *

* * *

* * *

* * *

* * ( * * *

* * * * * * ** *

* * *

* * *

* * *

* * * * * *

* * * * * * ** *

* * *

* * *

* * *

* * * * * *

* * * * * * ** *

* * *

* * *

* * *

* * * * * *

* * * * * * ** *

* * *

* * *

* * *

f ** ) * * *

* * * * * * ** *

* * *

* * *

* * *

** * o * * *

* * * * * * ** *

* * *

* * *

* * *

F * * * * *

* * * * * * ** *

* * *

* e *

* * *

[ ** *** * * *

* * * * * ( ** *

* * *

[ *

* * *

* * * * * *

* * * * * * ** *

* * *

s *

* * * ^**

* * ** * * *

* * *

* * * ********^ ** *

* * *

vo

* * * * *

* * O * * *

* * *

* * * * T ** *

* * *

* * * * )

* e * * * *

* * *

* * * ** * ** *

* * *

* * * * e *

* * * * *

* * *

* * * * * * ** *

* * *

* e * * * *

s * * * *

* * *

* * * * **** *** * ***

* * *

[ * [ *

v*o * * *

* * *

* * * * * * * ***

* * *

s * s *

* * *

* * *

* * * * * * * *

[ * *

**vo *vo

* * *

* * *

[ * * * * ^***** * * *

F^*** * * *

* * *

* * *

* * * * * * T * * *

* ** * * *

* * *

* * *

* * * F * * * * * *

* * ] * )

* * *

* * *

* * * * * * * * * *

* ** f * *

* * *

* * *

* * * f * * * * * *

* *m * *

* e *

* * *

* * t*m * * * * * *

* * *

* *

* * *

* * * * * * * (

* * *

[ *

* * *

* ** * * * * * t*

* e* * *

s *

* * *

* *** * * * * * ** T

* ** * *

vo

* * *

* ** * [ * * * ** )

* **** * *

* * *

* j s ) * * * * *

[ **** *

* * *

* * **** **o * * * e *

s *

* * *

* * ****v* * * * *

** *

* * *

* * ** * s *

* *

* * *

s ** ******* ) *vo

** *

* * *

** ******* *o

* *

* * *

* ***

******* *

* * *

* ****

*******vo

* * *

* ****

* * *

********v*

* * *

* * *

** *

* * *

[ e * s * *vo

^

[]m

^)

v

h yOao

(7) (8)

(9) (10)

(11) (12)

�j;OADRHGJCyÁX~ z 1}�LSUGeRHKNSJRHGU?B`*E{ID;>9oSJM�?B9XQ�MJ¼�C6`OCNSUIB9HM�IB\jMJCNAD=@CN9oSUM6Y �,K6ILIDGJQX;>9a?�SJC�IB\.MeID=@CyMeSJGJRHK¾�SURXGU?B`­E{ID;O9¡SJM4?B9HQPWHC6;OADWoS4IB\�MJID=7C�MJC6AB=@CN9¡SJM6~

Page 111: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, �o�

� Y>^`_ &Ki . i _PO 0 8»\4SUWHCNGJC%?BGeC¤=7IDGJC7SUWa?B9�IB9HC,MJCNAD=@CN9oS¯;>9¥?�WH?B9HQ ³ Ge;OSJSJC69¥QH;OAD;OS_aCN`>Q­YTSUWHC�ID9HC ³ WH;OK W�WH?BM�SUWHC�cH;OADADC6M�S4K6ID9oSJIDRHG4`>CN9HABSUW%;OM�Kl?B`O`>C6Q,SJWHC�=¨?B;O9¤MJCNAD=7C69oSl~�®MJRa?B`O`O�BY�SUWHC¯=@?B;O9�MJCNAD=@CN9oS�GJC6EXGJC6MeC69oSUMySUWHC¯=@?B;O9�MJWa?�EsC¯;O9X\°IDGJ=@?�SJ;>ID9�IB\«SUWHC�QH;OAD;OS_aCN`>Q­~Y>o'*�S _VUWOR^ h i &Ki . i _PO 0 8»\}SJWHC6GeC,?BGeC@=7IDGJC�SUWH?B9 ID9HC@MJCNAD=@CN9oS©;>9·?�Wa?�9HQ ³ GJ;�SJSJC69QH;OAD;OSV_HC6`>Q�YjIBSJWHC6GyMJCNAD=@CN9oSUM©C¾ªXKNC6EXS�SUWHC7=¨?�;>9¶MJC6AB=@CN9¡S©?BGJC7Kl?�`>`>CNQ¶SJWHC¤?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oSl~� Y>^`_ QXi .P^ \ _50 ��WXC,GJC6AB;>ID9 c{CNS ³ C6CN9�SJWHC¤`OCN\]SU=7IDM�S¯?B9HQ SJWHC¤Ge;>ADWoSU=7IDM�S©E{ID;>9oSUMFIB\SJWHC�=¨?B;O9¤MJCNAD=7C69oS�;OM�Kl?B`O`>CNQ¤SUWHC�=@?B;>9,GeC6AD;OID9­~|}?�MJC6QPID9%SUWHCy?Bc{I'kDCyQHCN_H9H;OSJ;>ID9HMNYX\°IDG�SUWXCyMJ?B=7EH`>CV;O=¨?BABC6M};O9��j;OADM6~XÁX~�¸¡¢�¸DY z Y � Y{�TY � Y¸D¸BY�¸ z Y«¸ � Y«¸��TY«¸ � YjnT¸DY�n z ¦fYZSUWHCN;>G�=@?B;>92MeC6AD=7C69oSlY�?BQqdeRX9HKNSJ;OkDC7MJCNAD=7C69oS©?�9HQ�=@?B;O9GeC6AD;OID9¤Kl?�9Pc{CVQHCfSUC6Ge=@;O9HC6QP?B9XQPMeWHI ³ 9�;O9%�j;>AX~XÁX~s!HY ³ WHC6GeC�SJWHCVGJCNAD;>IB9,csCfS ³ CNC69�S ³ IkBC6GeSJ;>K6?B`­`>;O9HC6M�;OM}SUWHC�=@?B;>9,GeC6AD;OID9%;>9,SUWXCyQX;>AD;�Sb_aCN`>Q­~

�&% $&% * � �?A576 0>6F<�- ��D C 1>C -/D -98 1 �6 � ?AC+D � 6 � � 6VD�1

8:97IDGJQXC6G�SUIy?B9a?�`O�'66C�SUWXC®=7IDGeEHWHID`OIDAD;>K6?B`LMeSUGeRHKNSJRHGU?�`a=@ILQHC6`OM�IB\�?�QX;>AD;�S._aC6`OQ­Y ³ C®9HCNC6QSJI¤¼¡9HI ³ SJWHC©MeWa?BE{C©MeSJGJRHKfSURHGeC¯IB\�SUWHCF=¨?�;>9�?�9HQ<?BQqdeRH9XKNSU;�kDC©MeC6AD=7C69oSJM6~V��WHC©MeWa?BE{CGeC6K6IBAD9H;OSJ;>ID9yIB\HSJWHC}=@?B;>9yMJCNAD=7C69oS.;O9¯?wQH;OAD;OS*_aCN`>Q©;OM�cH?BMJCNQ¯ID9�SUWXCbMeSJGJRHKfSURHGeC�?B9a?�`O�LMJ;OMIB\½SUWXCF=@?B;>9%MeC6AD=7C69oSUMN~±��CFK6?B9PMJCNSwRHE�MJID=7C�=@IDGeEHWHID`OIDAD;OKl?B`{MeSJGJRHKfSURHGJ?B`*=@ILQHC6`OM�IB\SJWHC�=¨?�;>9VMJCNAD=7C69oSUM½ca?BMeC6QyID9�MJID=7C«MJC6Ge;>CNM½I�\TM�SUGeRHKNSJRHGU?B`¡E{ID;>9oSJM6Y'SUWHC«`OITK6?�SU;OID9V?B9HQVSJWHC9¡RH=©c{C6G±IB\��eC69XQH�©E{ID;>9oSUMNYTSJWHC[EHGeIDEsCNGeS:�@IB\ZSUWXC[;>9oSUCNGJ9a?�`sKNID9oSUIDRHGNYa?B9HQ@SUWHC[CN`>CN=@CN9¡SJMIB\�?2MJE{C6KN;§?B`�`O;>9HC¤IB9�SJWHC%IDRXSUCNG�K6ID9oSUIBRHG�IB\wSJWHC%=¨?�;>9�MJCNAD=7C69oSl~¥��WH;OM7;OM¯csCNKl?BRXMJCSJWa?�S«MeSJGJRHKfSURHGJ?B`aE{ID;>9oSUM�K6?B9�csC4RHMeC6Q�SUI�QHCNMJK6Ge;>c{C�SUWHC4QH;OGJC6KfSU;OID9¯K Wa?B9HABC®I�\­?VK6IB9¡SJIDRHGNYSJWa?�S¤�eC69HQX�¤EsIB;>9oSUM®Kl?B9�csCFRHMJCNQ�SUI¨QXC6MJKNGJ;OcsC�SJWHC�QX;>MeSJGJ;OcHRXSU;OID9PIB\�MeSJGJID¼�C6MNY�SUWa?qSwSJWHC;O9¡SJC6Ge9a?B`jKNID9oSUIDRXG[Kl?B9<c{C©RHMeC6Q<SUI,QHCfSUC6Ge=@;O9HC©;�\�SUWHCNGJC¯;>M[?¤GJ;>9XA¤;>9<?¤MeC6AD=7C69oSlY*?�9HQSJWa?�S�SUWXCFK Wa?�;>9%K6ID=7E{ID9HC69oSJM�?B9XQPSJWHC�MeSUGeRHKNSJRHGJCyIB\�SUWHC�MJE{C6KN;§?B`Z`O;>9HCVK6?B9PcsC�RHMeC6Q�SJIQHCNMJKNGJ;>c{C¨SJWHC,EHGJIBEsCNGeS:� I�\®?�MeSUGeID¼BC�~���WXC,MJC6Ge;>CNM¯IB\®MeSUGeRHKNSJRHGU?�`bE{ID;>9oSUM�;>M©MeCl?BGeK WHC6QID9 SJWHC2IDRXSJC6G,K6IB9¡SJIDRHG%IB\ySUWHC2=@?B;O9 MJC6AB=@CN9¡S6~ ��WHC<MJWH?BEsC<GeC6K6IBAD9H;OSJ;>ID9 I�\F=@?B;O9MeC6AD=7C69oS�;>M«ca?BMeC6Q@ID9¤?Bc{I'kDC4\°Cl?�SJRHGJC4QHCNMJKNGJ;>ETSU;>IB9­~.��WHCw?lkB?�;>`§?�cH`>C}EXGJ;>IBG�¼L9XI ³ `OC6QHABCw;OMSJWa?�S4SUWHCF=¨?�;>9%MJCNAD=@CN9oS[c{C6`>IB9HADM4SUI@SJWHCyWa?B9HQ ³ Ge;OSeSUC69�QH;>AB;OSl~±�·CyKl?B9�K6ID9HM�SUGeRHKNS[?B`>`

Page 112: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, � Á

| * * * |

| F^*|

| * * * |

| F^*| | *^ | | *^ |

| *^*************** | | *^*************** |

| | *^*************

| *^*** | | *^*** |

| F^*** |

F^***** | |

| F^***|

| F^*****************|

| F^*|

| F^|

| *^********* |

| * e * |

| * |

| * e * |

| * | | ** T | | ** T |

| F*** *** | | F*** *** |

| | *************** T

| * * | | * * |

|* T |

* T| |

| * |

| * |

| * |

| * T

| *** T |

| [ * |

| * e |

| [ * |

| * e | | * e * | | * e * |

| [ *********** * | | [ *********** * |

| | ******* )

| ** *| | ** *|

|* ) |

* e*e *| |

| * e |

| * |

| * |

| * )

| * ***e *|

| s * |

| * * |

| s * |

| * * | | * * ) | | * * ) |

| * e**** ***** *| | * e**** ***** *|

| | ** *

| * * | | * * |

|* * |

* )| |

| * * |

| * |

| * e |

| * e |

| *** **** )|

| ****vo |

| * * *|

| ****vo |

| * * *| | * * o | | * * o |

| s * | | s * |

| | F*** *

| * *** ** | | * *** ** |

|* e * |

* *o | |

| * * o|

| * ******* |

| * * |

| * * | ^*

| ** * o |

| |

| * * *|

| |

| * * *| | * * * | | * * * |

| *********************S * | | *********************S * |

| | * *******e *

| * ** * | | * ** * |

|* * * |

[ * | |

| * * * |

| * *** * |

| * * |

| * * | * *

| *** *** ***** |

| |

| * * *|

| |

| * * *|

| * * * | | * * * |

| ] * | | ] * |

| | * ************ *

| * * $S * | | * * $S * |

|* * * |

s ** | |

| ** * |

| * * * |

^***** | * * |

| * * | * )

| ** *** ***** |

| |

| * * *|

| |

| * * *|

| * * * | | * * * |

| ** | | ** |

| |* ******* *

| ^**** ** * *** ]* | | ^**** ** * *** ]* |

|* * * |

*v* | |

| f * ** |

| * * * *|

* T | * * |

| * * | * e *

| * ** *** *^*|

| |

| * * *|

| |

| * * *|

| F * * | | F * * |

| * * | | * * |

| |* ***** *

| * e T ** * * ** *| | * e T ** * * ** *|

|* * * |

| ^*|

| F* *O |

| * * * *|

* * | * * |

| * * | * e *

| * ** *** * |

| * * * | | * * * |

| [ e * | | [ e * |

| * * *| | * * *|

| |* e *

| * * ) *** ** * * * *| | * * ) *** ** * * * *|

|* * * |

| * |

| * * * |

| * * *$S * *|

* * | * * *|

| * * | s *

| * * ** * |

| * * * | | * * * |

| s * | | s * |

| f * *| | f * *|

| |* *$* *

|* * *o * *** * * * *| |* * *o * *** * * * *|

|* * * |

| * |

| * * * |

| * e ** ] * * |

* e * | * * *|

| * * | * *

| F * ** * |

| F^* * * * | | F^* * * * |

| v*** | | v*** |

| ** * *| | ** * *|

| |[ ************ **vo

|* * O * * * * * * | |* * O * * * * * * |

|* * * |

| * |

| * * * |

| [ * * * * |

* * * | * * *|

| * * | vo

|* * * * |

^*|* * T * * * | ^*|* * T * * * |

| | | |

| ** * *o | | ** * *o |

| |s ********

| * * ** * *** * * * | | * * ** * *** * * * |

| * * |

| *e |

^** | * * * |

| s * * * * |

[ * * | * * *|

| * * |

|* * * * |

* | T * ) * * * | * | T * ) * * * |

| | | |

| ** ** * | | ** ** * |

| ^** | * *********

*| * * * * O ** * | *| * * * * O ** * |

| * * |

| * * |

* *| * * * |

| *** * * * * |

s * * | * * *|

| * * |

| * * * |

**** | * * * * * * | **** | * * * * * * |

| | | |

| ** ** * | | ** ** * |

| * T | ***v*

* | * * * * * * * * | * | * * * * * * * * |

| * * | ^*

| * * *|

* )| * * * |

| *v* * * * |

***S * * | * * *|

| * * |

| * * * *|

* | * * e * * * * | * | * * e * * * * |

| | | |

| **** ** * | | **** ** * |

| * * |

* |* * ** * * * ** | * |* * ** * * * ** |

| * * | * *

| ** *|

* e *| * * * |

| * * * |

*e * | * * *|

| * * |

| * O ** * |

** **e| * * * * * * * | ** **e| * * * * * * * |

| | | |

| ******** * *** | | ******** * *** |

| * * |

* | * ** ** * * * * | * | * ** ** * * * * |

| * * | * )

| * * * |

* * *| * * * |

| * * * |

* * | * * *|

| * * |

| * ( * * |

* * | ) * * * * * *o | * * | ) * * * * * *o |

| | | |

|F * * ** | |F * * ** |

| * e * |

* *| * * * o * * * | * *| * * * o * * * |

| * * | *e *

| * * * |

* * *| * * * |

| * * * |

s ) | * * *|

| * * |

| * * *** *e * |

F ** |*o * * * * * O | F ** |*o * * * * * O |

| | | |

| e********* j O | | e********* j O |

| * * * |

* *| * ** ** *** ** * | * *| * ** ** *** ** * |

| * * | ** *

| * * * |

* * *| * * * |

| * * * |

vo | * * *|

| * * |

| * tm******* * * |

* * | * * * * * * | * * | * * * * * * |

| | | |

| * ( | | * ( |

| * * * |

* * |* ** * * * * *o | * * |* ** * * * * *o |

| * * | ** *

| * * * |

* * * | * * * |

| * * * |

| * * * |

| * * |

| * ** * |

* * **| * * * * * * | * * **| * * * * * * |

| | | |

| *****$* * * | | *****$* * * |

| * * * |

* * |* * ** ** * *O | * * |* * ** ** * *O |

| * * | ** *

| * * * |

* * ( | * * * |

| * * * |

| * * * |

| * * |

| *** * * |

* ** * | * * * * * * | * ** * | * * * * * * |

| | | |

|v*** *S * * | |v*** *S * * |

| * * * |

* * | ** * * * * * | * * | ** * * * * * |

| * * | ** *

| * * * |

* * * | * * * |

| * * * |

| * * * |

| * * *|

|* ******** *** * |

* * * | * * * * * * | * * * | * * * * * * |

| | | |

| ] * * | | ] * * |

| * * * |

* * | * * * * * * | * * | * * * * * * |

| * * | ** *

| * * * |

* * *| * * * |

| * * * |

| * * * |

| * * *|

| * j * |

* * ** | * * * * * * | * * ** | * * * * * * |

| | | |

| * * * | | * * * |

| * * * |

* * | * ** * * * * | * * | * ** * * * * |

| * * | ** *

| * * * |

* * *| * * * |

| * * * |

| * * * |

| * * *|

| ** * * |

* ** ** | * * * * * * | * ** ** | * * * * * * |

| | | |

| * * * | | * * * |

| * * * |

* e *| F e* * * * * | * e *| F e* * * * * |

| * * | ** *

|* * * |

f ** )| * * * |

| * * * |

| * * * |

| * * *|

| ******S * * |

* * * | * * * f * * | * * * | * * * f * * |

| ^**** | | ^**** |

| * * * | | * * * |

| * * * |

* * | * * * * * | * * | * * * * * |

| * * | ** *

| * * |

** * o | * * * |

| * * * |

| * * * |

| * * * |

| ] * * |

* * *** | * * * ** * * | * * *** | * * * ** * * |

| * **| | * **|

| f * * | | f * * |

| * * * |

s * | * * * * * | s * | * * * * * |

| * * | ** *

| e * |

F * * | * * * |

| * * * |

| * * * |

| * * * |

| * * * |

[ e * | * * * * * * | [ e * | * * * * * * |

| *^ ** | | *^ ** |

^*** | *** * ) | ^*** | *** * ) |

| * * * |

****vo | * ** * * * | ****vo | * ** * * * |

| * ( | ** *

| * |

[ ** *** | * * * |

| * * * |

| * * * |

|* * * |

| * * * |

s * | * * * * * * | s * | * * * * * * |

| F* T ** [ ** | | F* T ** [ ** |

* **** | * * o | * **** | * * o |

| * * * |

| * * * * * | | * * * * * |

| * * | ** *

| * |

* * * | * * * |

| * * * |

| * * * |

|* * * |

| * * * |

v* | * * * F * * | v* | * * * F * * |

| * e ) * T * e * | | * e ) * T * e * |

[ e** ****| F** ** * | [ e** ****| F** ** * |

| * * * |

| [ * * * * | | [ * * * * |

| * * ********^ | ** *

|vo |

* * ** | * * * |

| * * * |

| * * * |

|* * * | ^**

| * * * |

| * * * * * * | | * * * * * * |

| * * * * * s * | | * * * * * s * |

s ******e |* [ e*** * | s ******e |* [ e*** * |

| * * * |

| s * * * * | | s * * * * |

| * * * T | ** *

| |

* * O | * * * |

| * * * |

| * * * |

|* * * | * *

| * * * |

| * * * * * * | | * * * * * * |

| f* * **** e * *****S * | | f* * **** e * *****S * |

** |) s ******* | ** |) s ******* |

| * * * |

| * * * * * | | * * * * * |

| * * ** * | ** *

| |

* e * | * * * |

| * * * |

| * * * |

|* * * | * )

| * * * |

| * * * * * * | | * * * * * * |

| ** * * F **** ) ]* | | ** * * F **** ) ]* |

*********v| v* | *********v| v* |

| * * * |

| **v* * * * | | **v* * * * |

| * * * * * | ** *

| |

* * | * * * |

| * * * |

| * * * |

|* * * | * e *

| * * * |

| * * * * * * | | * * * * * * |

| F * * [ * ***o ** | | F * * [ * ***o ** |

| | | |

| * * *|

| * * * | | * * * |

| * * * **** *** * | ***

| |

s * | * * * |

| * * * |

| * * * |

| e * | * e *

| * * * |

| * * * * * * | | * * * * * * |

| * * * * e * ** | | * * * * e * ** |

| | | |

| * * *|

| * * * | | * * * |

| * * * * * *| ***

v*o | * * * |

| * * * |

| * * * |

[ * | [ *

| * * * ^**** |

| * * * * * * | | * * * * * * |

| * * * s ** * * | | * * * s ** * * |

| | | |

| [ * *|

| * ** o | | * ** o |

| * * * * * *| *

| * * * |

| * * * |

| * * * |

s * | s *

| * * * * *** |

| * * * * * * | | * * * * * * |

| * * * v* f * | | * * * v* f * |

| | | |

| F^*** * * *|

| * * * | | * * * |

| * * * * ^***** * | *

| * * * |

| * * * |

| * * * |

|**vo | *vo

| * * * * *|

| * * * * * * | | * * * * * * |

| * * * *** * *o| | * * * *** * *o|

|* ** * * |

| * * *** | | * * *** |

| * * * * * T * | *

| * * * |

| * * * |

| * * * |

| |

| * * * [ e** |

| * * * * * * | | * * * * * * |

| * * * *** ** * | | * * * *** ** * |

|* * ] * |

| * * O | | * * O |

|* * * F * * * * | *

|* * * |

| * * * |

| * * * |

| |

| * * * s * |

| * * * * * * | | * * * * * * |

| ** * *** ** * | | ** * *** ** * |

|* ** f * |

| * * * | | * * * |

|* * * * * * * * | *

| * * |

| * * * |

| * * * |

| |

| * * * * * |

** | * * * * * * | ** | * * * * * * |

|* * * * * * | |* * * * * * |

| *m * |

| * * * | | * * * |

|* * * f * * * * | *

| * * |

| * * * |

| * * * |

| |

| * * * * e |

* T | * * * * * * | * T | * * * * * * |

| * ( ** ** * | | * ( ** ** * |

| * |

| * * * | | * * * |

|* * t*m * * * * | *

| e * |

| * * * |

| * * * |

| * e * ** |

* * | * * * * * * | * * | * * * * * * |

| * t******** * * * | | * t******** * * * |

| * |

| f * * | | f * * |

|* * * * * * | (

| * |

| * * * |

| * * * |

| * * * |

* * | f * ( * * * | * * | f * ( * * * |

| * *m******** ** * | | * *m******** ** * |

| e* * |

| ** * * | | ** * * |

|* ** * * * * | t*

| * |

| * * * |

| * * * |

| [ * * |

* e * | ** * t * * * | * e * | ** * t * * * |

| * *** ** | | * *** ** |

| ** * |

| F ** * | | F ** * |

|* *** * * * * | ** T

| * |

| * * * |

| * * * |

| s * * |

[ * * | F * ** * * * | [ * * | F * ** * * * |

|* ****** ****** ** | |* ****** ****** ** |

| **** * |

| * * * | | * * * |

| * ** * [ * * | ** )

|vo |

| * * * ^** |

| * * * |

| vo vo|

* * * | * *j ******* f * * | * * * | * *j ******* f * * |

|* ********* *** | |* ********* *** |

| **** |

| * * * | | * * * |

| * j s ) * | * * *

| |

| * * * * * |

| * * * |

| |

* * * | * *** **** **m * * | * * * | * *** **** **m * * |

| * ** | | * ** |

| |

| * * * | | * * * |

| * * **** **o * | * e *

| |

| * * * * * |

| * * * |

| |

* * ) |* * ***** * * | * * ) |* * ***** * * |

| s *** | | s *** |

|** |

| * * * | | * * * |

| * * ****v* * | * *

| |

|* * * * * |

| * * * |

| |

] * * | * * * ( *^* | ] * * | * * * ( *^* |

| v******************* | | v******************* |

| * |

| * * * | | * * * |

| * * ** | s *

| |

|* * * * e * |

| * * * |

| |

* * * | * $**** **** * * ** *** | * * * | * $**** **** * * ** *** |

| | | |

| ** |

| * * * | | * * * |

| s ** ******* | *vo

| e * [ * * |

| * * * |

| |

* * * | * O *** * * tm******** T | * * * | * O *** * * tm******** T |

| | | |

| * |

| *^************** f * *o | | *^************** f * *o |

| ** ******* *o|

| * s ) |

| * * * |

* * * | e * * j****j ***e * | * * * | e * * j****j ***e * |

| | | |

| ******* |

| ***** *m * O | | ***** *m * O |

| * *** |

|*****vo ******vo |

|* * * |

* * * | * ** * * * ) | * * * | * ** * * * ) |

| | | |

| *******vo|

| *** * * | | *** * * |

| * **** |

| |

|* * * |

* * * | * S * ***************** **o | * * * | * S * ***************** **o |

| |

| **** * * | | **** * * |

| * **** |

| |

|* * * |

* * * |* * ] * O | * * * |* * ] * O |

| |

| ** *********** * ( | | ** *********** * ( |

| ********v* |

| |

|* * * |

* * * | * * * * * | * * * | * * * * * |

| |

| ** *** * *******j t* | | ** *** * *******j t* |

| |

| |

|* * * |

* e * | *vo * * * | * e * | *vo * * * |

| |

| ** **** j* * T | | ** **** j* * T |

| |

|* * * |

* * | * * $****************** * | * * | * * $****************** * |

| ** ** * *** * | | ** ** * *** * |

| |

|** * |

* * | * * O *vo | * * | * * O *vo |

| * ** ^*** * * * | | * ** ^*** * * * |

| |

| * * |

[ * | * * * | [ * | * * * |

| F *** ***** T * * * | | F *** ***** T * * * |

| e * |

s * | * * * | s * | * * * |

|* * *** ) * **$S * * | |* * *** ) * **$S * * |

| * |

vo | * * * | vo | * * * |

|* * ** o * * * * * | |* * ** o * * * * * |

|*vo |

| * * * | | * * * |

|* ** *** ** * ** * * * | |* ** *** ** * ** * * * |

| |

| * * * | | * * * |

| * * * * * * * * | | * * * * * * * * |

| |

| * * * | | * * * |

| * * *** ** ** * * * | | * * *** ** ** * * * |

| |

| * ** * * * * * * | | * ** * * * * * * | | * F * ** ** * * * | | * F * ** ** * * * | | * [ * ** * * * * | | * [ * ** * * * * | | * s ** * * * * * | | * s ** * * * * * | | * v********* ** * * * * | | * v********* ** * * * * | | * ** *** * * * | | * ** *** * * * | |* * ** *** * * * | |* * ** *** * * * | |* ************ * * e * | |* ************ * * e * | |* * * ) | |* * * ) | |s * s o | |s * s o | | v***************** v* | | v***************** v* | | | | | | | | | | | | | | | | |

e

^^

)e

T

s

^

vo

[ [

)ee

svo

)ee

svo

the main region

e

^^

)e

T

s

^

vo

[ [

)ee

svo

)ee

svo

the main segment the adjunctive segment 1

the adjunctive segment 2

S

^

m

mt

^

j

j j

e

e

e

e

e

e

e

e

v

e

$

$

t

the adjunctive segment 1

S

^

m

mt

^

j

j j

e

e

e

e

e

e

e

e

v

e

$

$

t

(10) (11) (12)

(2)(1) (3)

(4) (5) (6)

(8)(7) (9)

the main region

the adjunctive segment 2

the main segment

the adjunctive segment 2

the adjunctive segment 1

"reverse crossing"

�j;OADRHGJC[ÁX~H!Q1.��WHC�=¨?�;>9,GJCNAD;>IB9­YTSJWHCV=¨?�;>9,?B9XQ�?BQ�deRH9HKNSJ;OkBCVMJC6AB=@CN9¡SJM6Y�?B9XQPMeC6AD=7C69oS®GJCNK6IDAq�9H;�SU;>IB9%?B9HQ%QHCNSJC6KfSU;>IB9 ¢°MJEHRHGe;>IDRXM®IBG�9HIBS¾¦¾~

Page 113: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, � �

E{IDMJMe;>cH`OC@=7IDGeEHWHID`OIDAD;>K6?B`jM�SUGeRHKNSJRHGU?B`±=@ILQHCN`>M�IB\}SJWHC¨=@?B;>9¶MJCNAD=7C69oSUM©co�¶K6IB=@Ea?�GJ;>9XA?B`O`sE{IDMeMJ;>cX`>C[=7IDGJEXWHID`>IBAD;>K6?B`�QHC6MeK6GJ;OEXSU;OID9HMN~�8:9PIBGJQHCNG}SUI¯QHCNMJK6Ge;>c{CVSUWHCV`OITK6?�SU;OID9¨IB\*SJWHCMeEsCNK6;§?�`sM�SUGJRXKNSURXGU?B`{EsIB;>9oS}?�9HQ,MJCNAD=@CN9oSlYXMeID=7C�ADCNID=@CfSUGe;>Kl?�`aEa?BGU?�=@CfSUC6GeM}?BGeC�QHCf_a9HCNQ­~�ZCNS � + ����¤?B9HQ � � ��� ��%csC � K6ILIDGJQX;>9a?�SJC�IB\�SUWXC¶RXEHEsCNGJ=7IDMeSP?�9HQ²`>I ³ CNMeS%E{ID;>9oSJMIB\�SUWXC@=@?B;>92MeC6AD=7C69oS6Yj?B9XQ � � ��� ��?�9HQ � � M ��� �bc{C �·K6ILIDGJQX;>9a?�SJC¯IB\bSJWHC7`>CN\]SJC6M�S�?�9HQGe;>ADWoSUCNMeS�E{ID;>9oSJMVIB\±SJWHC�=¨?�;>92MJCNAD=7C69oSyGJC6MeEsCNKNSJ;OkDCN`O�B~ �ZCfS ���!c{C©SUWXC7WXC6;>ABW¡S�I�\±SJWHC=@?B;>92MeC6AD=7C69oS6Y�SUWXC69 � � � � � ��� ��� � � ����N~¤�aIDG�CfªX?B=7EH`>C�YZSUWHCf�¶?BGJC7=¨?�GJ¼BCNQ�;O9�j;OADM6~¡ÁT~ z ¢¹¸DYºnD¦f~«�LID=@C®=7IDGJEHWXID`>IDAB;>Kl?�`XMeSJGJRHKfSURHGJ?B`{=@ILQHC6`OM«IB\­SUWXC�=@?B;>97MJCNAD=@CN9oSUMbK6?B9c{CVK6ID9XMeSUGeRHKNSJC6Q2?�M}\°ID`>`OI ³ ;O9HA 1

� ��WXCFMeWa?BE{CyI�\jQH;OAD;OS[¸21¢r?o¦,��WHC6GeC4?BGJCb9HIVEsIB;>9oSUM���=@�HY­�����HYZ�U�T�HYB?B9HQ¶��SJ�VID9©SUWHC�IBRXSUCNG.K6ID9oSJIDRHG�IB\aSJWHC

=¨?�;>9�MeC6AD=7C69oS6~.��Wa?�S«=7Cl?B9XMjSUWHCNGJC4;>Mj9HIVK6ID9XKl?lkDC4K Wa?B9XADC�;>9©SJWHC�QH;>GeC6KfSU;>IB9IB\�K Wa?B;>9%KNITQHCNM�!XY �XY���?B9HQ z ~

¢£c�¦,��WHC6GeC�;>M49HI�;>9oSUCNGJ9a?�`­K6ID9oSJIDRHG4;>9,SUWXCy=@?B;O9,MJC6AB=@CN9¡S6~¢°K'¦,��WHC6GeC2?BGeC�ID9H`��¥S ³ I�eCN9HQH� E{ID;O9¡SJM¨;O9 SUWXC�=¨?�;>9�MJC6AB=@CN9¡S<¢yWa?lkL;>9HA·9HI

�]deRH9HKfSU;OID9H�¯E{ID;>9oS4;>9,SJWHC�MeSUGeID¼BCl¦f~�LID=@CwCfªX?B=7EH`>CNM�?BGeC[MJWHI ³ 9%;>9¤�j;>ADMN~XÁT~H!�¢r�TY � YO¸B¸�¦f~���WHCV=¨?�;>9¨MeC6AD=7C69oS�I�\ZSUWHCNMJCC¾ªX?B=@EX`>C6MF=@CNCNSJM�SUWHC@K6ID9XQH;OSJ;>ID9HMyIB\�SJWHC,?Bc{I'kDC¤=7ITQXC6`�Y�?B9HQ·;>M�GeC6KNIDAD9H;�66C6Q ?BMSJWHC¨MeWa?BE{C¤IB\�QX;>AD;�S@¸B~���WHC¨GJC6`>?�SUCNQ·MeC6GJ;OC6M©I�\�MeSJGJRHKfSURHGJ?B`bE{ID;>9oSJMFK6?B9 c{C¨MJCNC69?�9HQP\°IBRH9HQP=@IDGeC[K6`OCl?BG}\°GeID= �j;OADM6~XÁX~ z ¢��TY � Y�¸D¸�¦¾~

� ��WXCFMeWa?BE{CyI�\jQH;OAD;OSJM4nd�}?B9HQ�n � 1¢r?o¦,��WHC6GeC�;>M�ID9HC�MeC6GJ;OC6M®IB\�MeSUGeRHKNSJRHGU?�`ZEsID;O9oSUM6Y��U�T� � ��pO� � ��kL� � �U¦�� � ��SJ�

� �J¦�� � � c �HYaID9,SJWHC�IDRXSUCNG4K6ID9oSUIBRHG4IB\�SJWHC�=¨?�;>9,MJCNAD=7C69oSl~¢£c�¦ �ZCNS����[c{C±SUWXC ��K6ILIDGJQX;>9a?�SJC±I�\aMeSJGJRHKfSURHGJ?B`XE{ID;>9oS[�U�T�HY'SJWHC69 ��� �!¢ � ��� t

�� � ��¦¾~®��WH?�S[=7Cl?B9XM®SJWHC6GeC�;>M®K6IB9HKl?lkDC¯K WH?B9HADCF;>9�SJWHC�QX;>GJCNKNSJ;>ID9PIB\�KNITQHC©�9HCl?�G}SUWHC�RHEHE{C6G4IB\�SUWHC�=@?B;>9¨MJC6AB=@CN9¡S6~

¢°K'¦,��WHC6GeC�;>M4ID9HCV;O9¡SJC6Ge9a?B`ZK6IB9¡SJIDRHG®?�S�SJWHC�`>I ³ CNG4IB\�SJWHC�=¨?�;>9,MJCNAD=7C69oSl~8»\.?7=@?B;[email protected];OSJ;>ID9HMy¢£?XYuc�¦}IB\jSJWHC�?�csI'kDCy=7ITQHCN`�YH;�S4;>M4GJCNK6IDAq�9X;866CNQ%?BM}SUWXC[MJWa?�EsCVIB\*QX;>AD;�S�nd� ~�8»\j?©=@?B;O9¨MJCNAD=7C69oS4=@CNCNSJM+.bID9HQH;�SU;OID9HMV¢£?XYuc­Y Kl¦

Page 114: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, � m

I�\.SUWHC�?Bc{I�kBC�=7ITQXC6`�Ya;�S�;OMwGeC6KNIDAD9H;�66C6Q�?BMwSJWHC�MeWa?BE{C�IB\.QH;>AD;�Swn ��¢°Wa?lkT;O9HA¤?7;>9T�SJC6Ge9a?B`ZK6IB9¡SJIDRHGU¦f~|b?BMJCNQ2ID9�SUWXC¯?Bc{I�kBC©=7ITQHCN`�YaSUWXC©=¨?�;>9PMJC6AB=@CN9¡S[;>9���;>AH~{ÁX~s!�¢rÁD¦®;>M®GJCNK6IDAB9H;86NC6Q?�M�SJWHCwMeWa?BE{C�IB\�QH;>AB;OS±n �l~j��WHC�GeC6`§?qSUC6Q@MJCNGJ;>CNM±I�\­MeSJGJRHKfSURHGJ?B`{EsID;O9oSUM«Kl?B9@csC®MJCNC69?�9HQP\°IBRH9HQP=@IDGeC[K6`OCl?BGe`O�@\°GJID=��j;>AH~HÁX~ z ¢rÁo¦¾~

� ��WXCFMeWa?BE{CyI�\jQH;OAD;OS z 1¢r?o¦,��WHC6GeCw;OM«ID9HC®MJC6Ge;>CNM±IB\�MeSJGJRHKfSURHGJ?B`�EsID;O9oSUM6Y��U�L� � ��p>� � �U�T� � �¹p>� � �U¦¹�

� �l¢°� � �U¦¹� � � c �XYXID97SUWHCwIDRXSUCNGbKNID9oSUIDRHG±IB\­SJWHC�=@?B;>97MJCNAD=7C69oSl~���WH;OM=@C6?B9HMVSUWXC6GJC¨?BGJC�S ³ I�K6IB9HKl?lkDC¨K6RHG�kDC6M�;>9<SUWHC7QH;>GeC6KfSU;>IB9�IB\bK Wa?B;O9·K6ILQHC¨�ID9,SUWHC�IDRTSUC6G4KNID9oSUIDRHG4IB\½SUWXCy=@?B;O9,MJC6AB=@CN9¡S6~

¢£c�¦,��WHC6GeC[?BGeC�9HIFMeSJGJRHKfSURHGJ?B`sE{ID;O9¡SJM©�����HYj��SU�FIDG©��=@�ycsCfS ³ CNC69,SUWXCw_aGeMeS}E{ID;O9¡S�U¦��7?B9XQ%SJWHC�MJCNK6ID9HQ��U¦���IB\½SUWXCF?�csI'kDC�MeC6GJ;OC6M®IB\�MeSUGeRHKNSJRHGU?�`ZEsID;O9oSUM6~ �®MJ;O9HASUWH;OM�KNID9HQH;�SU;OID9­Y�SUWHC±MJWa?BE{C}IB\HQH;>AD;�S z Kl?�9©csC±QH;>M�SU;O9HADRH;OMJWHCNQF\°GJIB=!SJWHCbMeWa?BE{CIB\�QH;>AD;�S®�%¢£Wa?lkL;>9XA¨?¯WHIDGe;86NID9oS ?B`­`O;>9HC ³ WX;>K WPI�kBC6Ge`§?BEHM�SJWHCykBC6G�SU;>K6?B`ZEa?BG�S4IB\QH;>AB;OS}�D¦�c{C6K6?BRHMJCVSJWHC6GeC[;>M�?qS}`>C6?BMeS}ID9HC[M�SUGJRXKNSURXGU?B`­E{ID;O9¡S¯��SU��;>9¨SJWHC�?Bc{I�kBCMJWa?�EsC�IB\�QH;>AB;OS®�T~

��WXCw=@?B;>9�MJC6AB=@CN9¡S±;>9���;>AH~BÁX~H!a¢`!¡¦j;OM�GJC6KNIDAD9H;�66CNQ¨?BM�SJWHC4MJWa?BE{C4IB\sQH;>AD;�S z ca?BMeC6QIB9·SUWHC¨?Bc{I�kBC¤=7ITQHCN`�~,��WHC¨GJC6`>?�SUCNQ·MeC6GJ;OC6M©I�\�MeSJGJRHKfSURHGJ?B`bE{ID;>9oSJMFK6?B9 c{C¨MJCNC69?�9HQP\°IBRH9HQP=@IDGeC[K6`OCl?BGe`O�@\°GJID=��j;>AH~HÁX~ z ¢`!¡¦¾~

� ��WXCbMJWH?BEsC�IB\XQH;>AD;�S�! �N¢°Wa?lkL;>9HA�?¨�]deRX9HKNSJ;>ID9H�4E{ID;>9oS�?B9HQyWHCN;>ADWoS�IB\XSJWHC«RHEHE{C6G��»`>Cf\]S� c �7c{C6;>9XA7WX;>ADWHCNG}SUWa?�9%SJWa?�S®IB\½SUWHC�RHEXEsCNG��:Ge;>ADWoS@� c �¡¦51¢r?o¦,��WHC6GeC,;>M©IB9HC,MJCNGJ;>CNM¯IB\®MeSJGJRHKfSURHGJ?B`�EsIB;>9oSUMNYy�J�j� � �lg���� �U�T� � ��kL���

� � �� ��SJ� � � c � � �e=7� � ��SU� � � c �XY.ID9·SJWHC¤IDRXSJC6G©KNID9oSUIDRXG�IB\�SJWHC=¨?�;>9©MeC6AD=7C69oSl~���WH?�S«=@C6?B9HM�SUWXC6GJC4;OM«?��§deRH9HKNSJ;>ID9X�VEsID;O9oSlY¡?B9HQ¯SJWHC4WHC6;OADWoSIB\}SJWHC¤RHEHE{C6G¹�:`OCN\]S�� c �2;>MyWH;>ADWXC6GFSJWa?B9·SJWa?�S�IB\�SUWHC¨RHEHE{C6G��»GJ;OADWoS2� c ��\°IBGSUWHC�=@?B;>9¨MJC6AB=@CN9¡S6~

¢£c�¦,��WHC��©K6ILIDGJQX;>9a?�SJC6M«IB\sSUWHC4S ³ IFRHEHE{C6G�EsIB;>9oSUMF� c �©?�GJC4`>CNMJM«SUWa?B9�¢ � + ���� t�� � ��¦¾~

¢°K'¦ �ZCNS,SUWXC¶9¡RH=�csCNG,IB\2��C69HQH�¥E{ID;>9oSJM,;>9�SUWXC¶=@?B;O9�MJCNAD=@CN9oS�c{C � �wYwSUWXC69� � ²nT~���Wa?�S±=@C6?B9HM«SUWHCNGJC®;>M�?�S�`>C6?BMeS�ID9XC¤�]deRX9HKNSJ;>ID9H��E{ID;>9oS�;>9¯SJWHCw=@?B;O9

Page 115: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, � �

MJCNAD=@CN9oSl~��WXC2=¨?B;O9 MeC6AD=7C69oS,;O9 �j;OAH~�ÁX~H!a¢�¸�¦�=@CNCNSUM7SUWHC�?BcsI'kBC�K6ID9XQH;OSJ;>ID9HMNY4?B9HQ ;�S¨;OMGeC6KNIDAD9H;�66C6Q¤?BM±SJWHC[MJWH?BEsCwIB\*QH;OAD;OSA! �f~j��WHC[GJCN`§?�SJC6Q@MJC6Ge;>CNM}IB\ZM�SUGJRXKNSURXGU?B`sEsID;O9oSUM6Y� + ����NY � � ��� ����?�9HQ � �·K6?B9©c{C}MJCNC69�?B9XQ�\°IDRH9HQ¯=7IDGeC±KN`>Cl?�GJ`O��\°GeID=�j;>AH~�ÁT~ z ¢¹¸�¦f~�L;>=7;>`§?�G4SJI¤SUWHC¯=7ILQHC6`�IB\«SUWHC¯MeWa?BE{C¯IB\�QH;>AD;�S�! � YZIBSUWHCNGV=@ILQHCN`>M6Y{SUWHC¯MeWa?BE{C¯IB\QX;>AD;�S !4�®¢°Wa?lkL;>9HA�?,�§deRH9HKNSJ;>ID9X�[EsIB;>9oS�?B9XQ¯WHC6;OADWoS�IB\aSUWXC}RHEHE{C6G¹�:GJ;OADWoSy� c �[c{C6;O9HAWX;>ADWHCNG[SUWa?�9<SJWa?�SVI�\±SJWHC¯RHEHE{C6G¹�:`>Cf\]SP� c �¡¦¾Y­SUWHC¯MeWa?BE{C7I�\±QX;>AD;�S�!4�@¢£WH?'kL;O9HA%9HI�§deRH9HKNSJ;>ID9X�[EsIB;>9oS�?B9XQ¯WHC6;OADWoS.IB\�SUWXC}RHEHE{C6G¹�:`>Cf\]S�� c �[c{C6;O9HAVWH;OADWHC6G½SUWa?�9©SUWa?�SjIB\SJWHC4RHEHE{C6G¹�:GJ;OADWoS�� c �¡¦.?B9HQ�SUWHC®MJWH?BEsC4IB\sQH;OAD;OS]! �V¢°Wa?lkT;O9HAy9HI��§deRH9HKNSJ;>ID9X�yE{ID;O9¡S?�9HQ¤WHCN;>ADWoS}I�\ZSUWHCwRHEHE{C6G��»GJ;OADWoS�� c �©c{C6;O9HA�WH;OADWHCNG�SJWa?B9¤SUWH?�SbI�\ZSUWHCwRHEHE{C6G��»`>Cf\]S� c �o¦�K6?B9%csC�KNID9HMeSJGJRHKfSUCNQ­~

� ��WXCFMeWa?BE{CyI�\jQH;OAD;OS � �51¢r?o¦ �ZCNS*SUWHC�9¡RH=©c{C6G½IB\«��C69HQH�®E{ID;>9oSUM*;O9ySJWHC±=@?B;O9yMeC6AD=7C69oS�csC � �wYqSJWHC69 � �&��nT~

� 9HC¤��C69HQH�FEsIB;>9oSb;OM�?�Sb;�SUM«RHEHE{C6GNYH?B9XQ¨ID9HC¨�eCN9HQH�©E{ID;>9oS�;>M�9HC6?BG±;�SUM«`>I ³ C6GN~¢£c�¦,��WHC6GeC�;>M49HI�;>9oSUCNGJ9a?�`­K6ID9oSJIDRHG4;>9,SUWXCy=@?B;O9,MJC6AB=@CN9¡S6~¢°K'¦,��WHC6GeC@;OM�ID9HC�MJCNGJ;>CNMFI�\}MeSJGJRHKfSURHGJ?B`«EsIB;>9oSUMNY[�lg�� � �U�L� � ��p>� � �¹kT� �

�U¦�� � �¹SU� � � c �XYaID9,SUWHC�IDRXSJC6G4K6IB9¡SJIDRHG4IB\½SUWHC�=@?B;>9,MeC6AD=7C69oS6~¢£Q�¦ �ZCNS ����c{C�SJWHC �7K6ILIDGJQH;O9a?�SJC�IB\*M�SUGJRXKNSURXGU?B`­E{ID;O9¡S¯�U�T�¯IB\ZSJWHCV?Bc{I'kDCVMeC6GJ;OC6MNY

SUWHCN9 ¢ � ���� t �� � �}¦ � ��� ��¢ � ��� t �� � ��¦¾~���Wa?qS�=@C6?B9HM[SUWXC7E{ID;O9¡S�U�T��;>M�;O9,SUWHC�=7;>QHQH`OC[IB\½SUWHC�=@?B;>9¨MJC6AB=@CN9¡S6~

� ��WXCFMeWa?BE{CyI�\jQH;OAD;OS � � 1¢r?o¦Px�C6CfS�.bID9HQH;�SU;>IB9HMy¢r?o¦}?�9HQ ¢°c�¦bIB\½SUWHC�MeWa?BE{CFQHCNMJKNGJ;>ETSU;>IB9PI�\jQH;OAD;OS � �f~¢£c�¦,��WHC6GeC©;>MwID9HC©MeC6Ge;>C6M�IB\�MeSJGJRHKfSURHGJ?B`.E{ID;>9oSJM6Yb�lgi� � ��p>� � �e=@� � � c � �

��kL� � �U¦¹� � � c �HYaIB9�;�SUM�IDRXSJC6G�KNID9oSUIDRHGN~¢°K'¦ �ZCNS � � csC�SUWXC��FK6ILIDGJQX;>9a?�SJC�IB\sMeSUGeRHKNSJRHGU?�`aEsID;O9oSF�e=@�VI�\�SUWXCw?�csI'kDC4MeC6GJ;OC6MNY

SUWHCN9$� � ¢ � ���� t �� � �}¦f~���Wa?qS4=@C6?B9HMbSJWHCVEsIB;>9oS7�e=7�©;>M}?�S�SUWHCV`OI ³ CNGIB\½SUWHC�=@?B;>9,MeC6AD=7C69oSl~

|b?BMJCNQPIB9¤SUWHC�?Bc{I'kDCV=7ITQXC6`�Y¡SUWXC[=¨?�;>9¤MeC6AD=7C69oS�;O9%�j;>AH~TÁX~s!�¢�¸��o¦�;OMbGJCNK6IDAB9H;86NC6Q?�M�SJWHCwMeWa?BE{C�IB\�QH;>AB;OS � �l~j��WHC�GeC6`§?qSUC6Q@MJCNGJ;>CNM±I�\­MeSJGJRHKfSURHGJ?B`{EsID;O9oSUM«Kl?B9@csC®MJCNC69

Page 116: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸�� �

?�9HQP\°IBRH9HQP=@IDGeC[K6`OCl?BGe`O�@\°GJID=��j;>AH~HÁX~ z ¢�¸��o¦¾~�L;>=7;>`§?�G�SUI%SUWHC@=@ILQHCN`�IB\}SUWXC@MeWa?BE{C¨IB\�QX;>AD;�SUM � �V?B9HQ � �6Y�IBSJWHC6GF=@ILQHCN`>M6YZSJWHCMeWa?BE{C�IB\�QH;>AB;OS � �b?B9HQ@SJWHC®MJWa?BE{C�I�\­QH;OAD;OS � �V¢ ³ ;�SUW�SUWHGeC6Ca��C69HQH��EsID;O9oSUM ¦.K6?B9¨c{CQXCN_a9HCNQ­~

� ��WXCFMeWa?BE{CyI�\jQH;OAD;OS�Á �[¢ ³ ;OSJW�IB9HCV;>9oSUCNGJ9a?�`ZK6ID9oSUIBRHG ¦51¢r?o¦,��WHC6GeC�;>M[ID9XC¯MJC6Ge;>CNMyI�\±M�SUGeRHKNSJRHGU?B`�E{ID;O9¡SJM6Y4�e�j� � �6gi� � ��kL� � �J¦�� �

��SU� � �e��� � � c �HYHID9%SUWXCyIBRXSUCNG®KNID9oSUIDRXG®I�\�SJWHC�=¨?B;O9,MJCNAD=@CN9oSl~¢£c�¦ �ZCNS � ��csC�SUWHC �¤K6ILIDGeQH;>9a?qSUC�IB\.M�SUGeRHKNSJRHGU?B`½E{ID;>9oS¨��SU�7IB\�SUWHCF?Bc{I�kBC�MeC6GJ;OC6MNY

SUWHCN9-� � ¢ � ���� t �� � ��¦¾~ ��Wa?qS@=7Cl?�9HM¯SUWHC%E{ID;>9oS·��SU�<;OM¯RH9HQHCNG7SJWHCRHEHE{C6G4IB\½SUWHC�=@?B;>9,MeC6AD=7C69oS6~

¢°K'¦,��WHC6GeC�?BGeC�9HI·MeSUGeRHKNSJRHGU?�`wE{ID;>9oSJM �U�L�HY©�����·IDG·�e=7��c{CNS ³ C6CN9²MeSUGeRHKNSJRHGU?�`EsIB;>9oSUM7�J���@?�9HQ ��kL�@IB\½SUWXCF?�csI'kDC�MeC6GJ;OC6MN~

¢£Q�¦,��WHC6GeC�;>M4ID9HCV;O9¡SJC6Ge9a?B`ZK6IB9¡SJIDRHG4;>9,SJWHC�=¨?B;O9¤MJCNAD=7C69oSl~��WXC[=¨?�;>97MJC6AB=@CN9¡S};>9¤��;>AH~¡ÁX~s!�¢¹¸�nD¦�=¨?�SJK WHC6M±SUWHC�?BcsI'kBC[=@ILQHCN`�YL?B9HQ¨SJWHC�=@?B;O9MeC6AD=7C69oS4;OM}GJCNK6IDAD9X;866CNQP?BM}SUWHCVMeWa?BE{CVIB\½QH;>AB;OS�Ád�¾~���WHC�GJCN`§?�SJC6Q,MJCNGJ;OC6M�IB\½MeSJGJRHK¾�SJRHGU?�`ZEsID;O9oSUM�Kl?�9�c{CVMJCNC69�?�9HQP\°IBRH9HQP=@IDGeCVK6`OCl?BGe`O�7\°GJID= ��;>AH~XÁX~ z ¢�¸�nD¦¾~

� ��WXCFMeWa?BE{CyI�\jQH;OAD;OS�ÁW�F¢ ³ ;OSJW�9XI7;O9oSUC6Ge9a?B`­KNID9oSUIDRXG ¦�1¢r?o¦,��WHC6GeC¨;OM�ID9HC@MJCNGJ;>CNM�IB\}MeSUGeRHKNSJRHGU?�`±E{ID;>9oSJM6YV�e�j�� �6gi�� ��kL� � �U¦¹��

� c � � ��pO� � �e=7� � ��SJ� � �e��� � � c �H~¢£c�¦,��WHC6GeC�?BGeC�9HI·MeSUGeRHKNSJRHGU?�`wE{ID;>9oSJM �U�L�HY©�����·IDG·�e=7��c{CNS ³ C6CN9²MeSUGeRHKNSJRHGU?�`

EsIB;>9oSUM7�J���@?�9HQ ��kL�@IB\½SUWXCF?�csI'kDC�MeC6GJ;OC6MN~¢°K'¦ �ZCNS����X��c{CVSUWHC �,K6ILIDGJQX;>9a?�SJCVIB\jSJWHCyMJC6KNID9HQ�M�SUGeRHKNSJRHGU?B`*E{ID;>9oS¨� c �7IB\jSJWHC

?Bc{I�kBCFMeC6Ge;>C6MNY{SJWHC69 ���X� ¢ � + ���� t � � ���}¦f~b��Wa?�Sw=@C6?B9HM�SUWHCFGJ;OADWoSwE{ID;O9¡S� c ��;>M4?�S�SJWHC�`>I ³ CNG4IB\�SJWHC�=¨?�;>9,MJCNAD=7C69oSl~

¢£Q�¦ �ZCNS � �µcsC©SJWHC"��KNITIBGJQH;O9a?�SUC�IB\«SUWHC¯M�SUGJRXKNSURXGU?B`�E{ID;>9oSP��=@�¤I�\±SJWHC�?Bc{I�kBCMJCNGJ;>CNM6Y¡SUWHCN9!� � !¢ � + ���� t �� � �}¦¾~���Wa?�S±=@C6?B9HM«SUWHC®E{ID;>9oS��e=7�F;OMb?�S«SJWHC`>I ³ C6G�IB\½SUWHC�=@?B;>9,MeC6AD=7C69oS6~

¢°C'¦,��WHC6GeC�;>M49HI�;>9oSUCNGJ9a?�`­K6ID9oSJIDRHG®?�S4SUWHC�`OI ³ C6G�I�\�SJWHC�=¨?B;O9,MJCNAD=@CN9oSl~|±C6Kl?�RHMJC�SUWHC«=@?B;>9�MJCNAD=7C69oS½;>9y�j;>AX~'ÁX~s!�¢ z ¦�QXITCNM�9HI�S�=7C6CfS*SUWHC�?Bc{I'kDC(.bID9HQH;�SU;>IB9

Page 117: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸��X¸

¢°Q�¦fY�;OS,K6?B9H9HIBSPc{C2GJCNK6IDAD9X;866CNQµ?�M%SJWHC<MJWa?�EsC<IB\�ÁW�l~ ��WHC¶GJCN`§?�SJC6Q²MJCNGJ;OC6M%IB\M�SUGeRHKNSJRHGU?B`*E{ID;>9oSJM�Kl?B9PcsCVMeC6CN9�?B9HQ%\°IDRH9XQ�=7IDGJC�K6`>C6?BGJ`��¨\°GeID= �j;OAH~aÁX~ z ¢ z ¦f~

� ��WXC7MeWa?BE{C�IB\�QH;>AD;�S��d�¯¢£IB9H`O��Wa?lkL;>9HA%ID9HC¯EH?B;>G[I�\bM�SUGJRXKNSURXGU?B`�E{ID;>9oSJM©Y®�U�T� ��¹p>�¡¦51¢r?o¦,��WHC6GeC�;OM@IB9HC�MeC6Ge;>C6M7IB\�MeSUGeRHKNSJRHGU?�`®E{ID;O9¡SJM6Y©�U�T� � ��p>� � ��kL� � �U¦�� �

�e��� � � c �HYHID9%SUWXCyIBRXSUCNG®KNID9oSUIDRXG®I�\�SJWHC�=¨?B;O9¤MJCNAD=7C69oSl~¢£c�¦ �ZCNS����7csCVSUWXC �,KNITIBGJQH;O9a?�SUCVI�\jM�SUGJRXKNSURXGU?B`*E{ID;>9oS@�U�T��IB\�SUWHCy?Bc{I'kDCyMJCNGJ;>CNM

IB\�MeSUGeRHKNSJRHGU?�`ZEsID;O9oSUM6YTSUWHCN9 ��� � ¢ � ��� t �� � �}¦f~��Wa?�S�=7Cl?�9HM�SJWHC}MeSJGJRHKfSURHGJ?B`HE{ID;>9oSV�U�T�[IB\aSJWHC4?Bc{I'kDC}MeC6GJ;OC6M.;OM�?�S�SUWHC}RXEHEsCNGIB\½SUWHC�=@?B;>9,MeC6AD=7C69oSl~

¢°K'¦,��WHC6GeC�?BGeC�9HI·MeSUGeRHKNSJRHGU?�`wE{ID;>9oSJM �U�L�HY©�����·IDG·�e=7��c{CNS ³ C6CN9²MeSUGeRHKNSJRHGU?�`EsIB;>9oSUM7��kL�@?B9HQÀ�e����IB\jSJWHCy?Bc{I�kBCFMeC6Ge;>C6MN~«��Wa?�Sw=@C6?B9HM}SUWXCFGe;>ADWoS4Ea?BG�S4IB\SUWHC�;O=¨?BABC�;>M�SJWHC�MJWa?BE{C�IB\j?�M�SUGJ?B;>ADWoS4`O;>9HC�~

|b?BMJCNQ2ID9�SUWXC¯?Bc{I�kBC©=7ITQHCN`�YaSUWXC©=¨?�;>9PMJC6AB=@CN9¡S[;>9���;>AH~{ÁX~s!�¢ � ¦®;>M®GJCNK6IDAB9H;86NC6Q?�M�SJWHCwMeWa?BE{C�IB\�QH;>AB;OS±�d�¾~j��WHC�GeC6`§?qSUC6Q@MJCNGJ;>CNM±I�\­MeSJGJRHKfSURHGJ?B`{EsID;O9oSUM«Kl?B9@csC®MJCNC69?�9HQP\°IBRH9HQP=@IDGeC[K6`OCl?BGe`O�@\°GJID=��j;>AH~HÁX~ z ~�L;>=7;>`§?�G*SJI[SUWHC4?�csI'kDC4=7ITQXC6`�Y�MJWa?�EsC�IB\sQH;OAD;OSJM�� ��K6?B9�csC�QHCNMJKNGJ;>c{C6Q�Y ³ WX;>K W�K6ID9L�SU?B;>9@S ³ I�Ea?B;OGJM±IB\½MeSUGeRHKNSJRHGU?�`�E{ID;>9oSUM�Y��U�T� � ��pO�H~j�²WXC6GJCy�T��Wa?BM4?�WHIBGJ;86NID9oS ?B``O;>9HC ³ WH;>K W�I�kBC6Ge`§?BEHM�SJWHCVkDC6G�SU;OKl?B`ZEa?�GeS4IB\�QH;>AB;OS®�TYXcHRXS��d�bQHITCNM49HIBSl~

� ��WXCFMeWa?BE{CyI�\jQH;OAD;OS�m �[¢£Wa?lkL;>9HA7ID9HCV`OI ³ CNG®;O9oSUC6Ge9a?B`ZKNID9oSUIDRHGU¦�1¢r?o¦,��WHC6GeC};>M�ID9HC±MJC6Ge;>CNM.IB\�MeSJGJRHKfSURHGJ?B`XE{ID;O9¡SJM6Y­�lgi� � ��p>� � �lg�� � ��kL� � �U¦¹� �

�l¢£� � �U¦¹� � � c � � ��=@� � � c �HYZIB9�SUWHC¯IDRTSUC6GVKNID9oSUIDRXG[IB\«SUWHC¯=@?B;O9MJCNAD=@CN9oSl~

¢£c�¦,��WHC6GeC�;>M4ID9H`��¤ID9HCV`OI ³ CNG®;O9oSUC6Ge9a?B`ZKNID9oSUIDRHG4;O9¤SUWHC�=@?B;>9,MeC6AD=7C69oSl~|b?BMJCNQ2ID9�SUWXC¯?Bc{I�kBC©=7ITQHCN`�YaSUWXC©=¨?�;>9PMJC6AB=@CN9¡S[;>9���;>AH~{ÁX~ Áa¢ � ¦®;>M®GJCNK6IDAB9H;86NC6Q?�M4SJWHC�MJWa?�EsC�IB\�QH;>AB;OS4m � ~�L;>=7;>`§?�G½SJIySJWHC®?BcsI'kBC®QXCN_a9H;�SU;OID9­YDS ³ IF=7ITQXC6`>MNYDSUWHC4MeWa?BE{C6M�IB\�QX;>AD;�SUM�mW��¢£WH?'kL;O9HAS ³ I�;>9oSUCNGJ9a?�`�K6IB9¡SJIDRHGeM ¦}?B9HQ%m ��¢°Wa?lkL;>9HA¯ID9XC[RHEHE{C6G�;O9¡SJC6Ge9a?B`�KNID9oSUIDRXG ¦fYXKl?B9,c{CQXC6MJKNGJ;OcsCNQ­~

Page 118: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸��on

� ��WXCyMeWa?BE{C�IB\jQX;>AD;�S � �V¢£9HI�RHEXEsCNG®;O9oSUC6Ge9a?B`­KNID9oSUIDRXGw?�9HQ%WHC6;OADWoS4IB\�SJWHC�RHEHE{C6G¹�`OCN\]S4E{ID;>9oS@� c ��c{C6;>9XA7WX;>ADWHCNG}SUWa?�9PSJWa?�S4IB\½SUWHC�RHEXEsCNG��:Ge;>ADWoS4E{ID;>9oS@� c �¡¦51¢r?o¦,��WHC6GeC,;>M©IB9HC,MJCNGJ;>CNM©IB\®MeSJGJRHKfSURHGJ?B`}E{ID;>9oSJM6YF�lg��� �U�T� � ��kL��� � c � �

�e=7� � � c �7ID9,SUWHC�IDRTSUC6G4KNID9oSUIDRHG4IB\½SUWXCy=@?B;O9,MJC6AB=@CN9¡S6~¢£c�¦,��WHC¶`>CN\]S%9XC6;>ABWLc{IDGe;>9HA�`O;>9HC2IB\ySUWXC�RHEXEsCNG��:`OCN\]S%E{ID;>9oS � c ��IB\ySUWHC�?Bc{I�kBC

MJCNGJ;>CNM©K6IB9HMJ;OMeSUM�IB\�S ³ I<CN`>C6=7C69oSJM6Y�K6ILQHCNM !<?B9HQ � ~2��Wa?�S¯=7Cl?B9XMFSUWXC,`>CN\]S9HC6;OADW¡csIBGJ;>9XA¯`>;>9XC[;>M4?¯MJ¼�C ³ ;O9%SJWHC�QH;>GeC6KfSU;>IB9,IB\jKNITQXC6M !@?�9HQ � ~

¢°K'¦,��WHC¨`O;>9HCNMFc{CNS ³ C6CN9�MeSJGJRHKfSURHGJ?B`±E{ID;O9¡SJM2�U�L��?B9HQ ��kL��IB\}SJWHC¤?�csI'kDC@MJCNGJ;>CNMK6ID9XMJ;>M�S�IB\ZK6ILQHCNM � ?B9HQ¨Áy=@?B;>9X`O�D~½��Wa?�S±=7Cl?B9HM«SUWXCw`O;>9HCNM«?BGJC®MeSJGU?B;OADWoS±`O;>9HC;>9¤SJWHC�QH;>GeC6KNSJ;>ID9%IB\�K6ILQHCNM � ?B9HQPÁX~

¢£Q�¦ �ZCNS¯SUWXC ��K6ILIDGJQX;>9a?�SJC6M¯IB\®SUWXCP`OCN\]S�?�9HQ Ge;>ADWoS¯E{ID;O9¡SJM¶� c �<IB\wSJWHCP?Bc{I�kBCMJCNGJ;>CNM¨c{C ���W�@?B9XQ ���X�¤GJCNMJE{C6KfSU;OkBC6`��DY4SUWHCN9 ���4� � ¢ � ��� t �� ���}¦@?�9HQ���R� � ¢ � ��� t � � � �b¦f~ ��Wa?�S@=@C6?B9HM¯SUWXCPS ³ I·E{ID;>9oSJM·� c �·?BGJCP?�S�SJWHCRHEHE{C6G4IB\½SUWHC�=@?B;>9,MeC6AD=7C69oS6~

¢°C'¦ �ZCNS�SUWXC �@K6ILIDGJQX;>9a?�SJC[IB\½SUWHC�E{ID;>9oS7��=@�¯IB\½SUWXC�?BcsI'kBCyMeC6Ge;>C6M4c{C � �®YXSUWXC69¢ � ���� t �� � ��¦ #� � ¢ � ��� t �� � �}¦f~.��Wa?qS�=@C6?B9HM�SUWHC[E{ID;O9¡S©�e=7��;OM?�S�SUWXCyRXEHEsCNG��»=@;OQHQH`>C�IB\�SJWHC�=¨?�;>9,MJCNAD=7C69oSl~

¢]\ ¦ �ZCNS,SUWXC¶9¡RH=�csCNG,IB\2��C69HQH�¥E{ID;>9oSJM,;>9�SUWXC¶=@?B;O9�MJCNAD=@CN9oS�c{C � �wYwSUWXC69� � ��!H~

� 9HC¯C¾ªX?B=@EX`>C©;OM[MJWHI ³ 9¶;>9<�j;OAH~sÁX~H!a¢�nD¦¾YZ?B9HQ2;�SUM[=@?B;>9�MJC6AB=@CN9¡S�;OM[GJCNK6IDAB9H;86NC6Q?�M�SJWHC¯MJWH?BEsC�IB\±QH;OAD;OS � �[cH?BMJCNQ�ID92SJWHC7?BcsI'kBC7=7ILQHC6`r~���WHC�GJCN`§?�SJC6Q<MJCNGJ;OC6M�IB\M�SUGeRHKNSJRHGU?B`®E{ID;>9oSUMNY � �¿?B9HQ � �¿Kl?�9Àc{C�MeC6C69²?�9HQ \°IDRX9HQÀ=7IDGJC%KN`>Cl?�GJ`O�·\°GJID=��;>AH~XÁX~ z ¢�nD¦¾~�L;>=7;>`§?�GySJI<SJWHCP?Bc{I�kBC%QHCN_a9X;OSU;OID9­Y�S ³ I�=7ITQXC6`>MNY.SUWHC%MeWa?BE{C6M7IB\®QH;>AD;�SUM � ��¢°9HIRXEHEsCNG�;>9oSUCNGJ9a?�`sKNID9oSUIDRHG}?B9HQ,WHCN;>ADWoS�IB\ZSJWHC[RHEXEsCNG��:`OCN\]S7� c ��csCN;>9HA©WX;>ADWHCNGbSUWH?B9SJWa?�S�IB\�RHEHE{C6G¹�:Ge;>ADWoS¨� c �¡¦w?�9HQ � �©¢£Wa?lkL;>9HA¨ID9HCyRHEHE{C6G�;O9oSUC6Ge9a?B`½K6ID9oSJIDRHG ¦¾YsK6?B9c{C�K6ID9XMeSUGeRHKNSJC6Q­~

� ��WXCFMeWa?BE{CyI�\jQH;OAD;OS � �[¢£ID9H`��¤Wa?lkL;>9XA@ID9XCy;O9oSUC6Ge9a?B`­KNID9oSUIDRXG ¦�1¢r?o¦,��WHC6GeC�;>M[ID9XC¯MJC6Ge;>CNMyI�\±M�SUGeRHKNSJRHGU?B`�E{ID;O9¡SJM6Y4�e�j� � �6gi� � ��kL� � �J¦�� �

�e��� � � c �7ID9,SUWXCyIBRXSUCNG®KNID9oSUIDRXG®I�\�SJWHC�=¨?B;O9,MJCNAD=@CN9oSl~

Page 119: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸�� z

¢£c�¦,��WHC6GeC�;>M4ID9HCV;O9¡SJC6Ge9a?B`ZK6IB9¡SJIDRHG4;>9,SJWHC�=¨?B;O9¤MJCNAD=7C69oSl~¢°K'¦,��WHC6GeC@;OMV9HIPMeSUGeRHKNSJRHGU?�`�E{ID;O9¡S���=@�,IDG����q�PIB9¶SJWHC�IDRXSUCNG�K6ID9oSUIBRHGFI�\±SJWHC

=¨?�;>9¤MeC6AD=7C69oSl~��WXC}=¨?�;>9yMJC6AB=@CN9¡Sj;>9��j;>AH~�ÁT~ �H¢rnD¦Z;>MjGeC6KNIDAD9H;�66C6Q©?BM½SJWHC}MeWa?BE{CbIB\aQX;>AD;�S �d�*ca?BMeC6QIB9PSJWHCy?BcsI'kBCy=7ILQHC6`r~

� ��WXC¨MJWH?BEsC7IB\�QX;>AD;�S �W�,¢°Wa?lkL;>9HA�MeSUGeRHKNSJRHGU?�`�E{ID;O9¡S��e=7��?B9HQ·9XI�;O9¡SJC6Ge9a?B`«K6ID9L�SJIDRHGU¦�1¢r?o¦,��WHC6GeC©;>M®ID9HCFMJCNGJ;>CNM[IB\�M�SUGeRHKNSJRHGU?B`�EsIB;>9oSUMNY}�J��� � �lg�� � �¹kT� � � c � �

��pO� � �e=7� � �l¢£� � �e��� � � c �HY�ID9�SUWHC%IDRXSJC6G�K6IB9¡SJIDRHG¯IB\®SUWXCP=@?B;O9MJCNAD=@CN9oSl~

¢£c�¦,��WHC6GeC�?BGeC�9HI·MeSUGeRHKNSJRHGU?�`wE{ID;>9oSJM �U�L�HY©�����·IDG·�e=7��c{CNS ³ C6CN9²MeSUGeRHKNSJRHGU?�`EsIB;>9oSUM7�J���@?�9HQ,SUWHCV_aGeMeS¨� c �@I�\�SJWHCy?BcsI'kBCyMeC6Ge;>C6MN~

¢°K'¦ �ZCNS����4�«?B9HQ����R�}c{C®SJWHC �¯KNITIDGeQH;>9H?�SUCNM±IB\�SUWHC4_aGJM�S�?B9XQ¨MJCNK6ID9XQ,MeSUGeRHKNSJRHGU?�`EsIB;>9oSUM¨� c �¨IB\jSUWHCF?Bc{I�kBC©MJCNGJ;OC6M6Y�SUWXC69 � �k� ��¢ � + ���� t �� � �}¦®?�9HQ � �T� �¢ � ���� t �� � ��¦¾~V��Wa?�SV=7Cl?�9HM�SUWXC�S ³ I,E{ID;O9¡SJM%� c �,?BGeC¯?�S[SJWHC©RHEXEsCNG[IB\SUWHC�=@?B;>9¨MJC6AB=@CN9¡S6~

¢£Q�¦ �ZCNS � ��csCySUWHC �,K6ILIDGJQX;>9a?�SJCFI�\.SUWHCFEsIB;>9oS¨�e=@�@IB\.SJWHC©?Bc{I'kDCFMJC6Ge;>CNM6Y­?�9HQSUWHCN9$� � ¢ � ���� t �� � �}¦f~���Wa?qS4=@C6?B9HMbSJWHCVEsIB;>9oS7�e=7�©;>M}?�S�SUWHCV`OI ³ CNGIB\½SUWHC�=@?B;>9,MeC6AD=7C69oSl~

¢°C'¦,��WHC6GeC�;>M49HI�;>9oSUCNGJ9a?�`­K6ID9oSJIDRHG4;>9,SUWXCy=@?B;O9,MJC6AB=@CN9¡S6~��WXC}=¨?�;>9yMJC6AB=@CN9¡Sj;>9��j;>AH~�ÁT~H!�¢ z ¦Z;>MjGeC6KNIDAD9H;�66C6Q©?BM½SJWHC}MeWa?BE{CbIB\aQX;>AD;�S � �.ca?BMeC6QIB9·SUWHC¨?Bc{I�kBC¤=7ITQHCN`�~,��WHC¨GJC6`>?�SUCNQ·MeC6GJ;OC6M©I�\�MeSJGJRHKfSURHGJ?B`bE{ID;>9oSJMFK6?B9 c{C¨MJCNC69?�9HQP\°IBRH9HQP=@IDGeC[K6`OCl?BGe`O�@\°GJID=��j;>AH~HÁX~ z ¢ z ¦¾~

� ��WXCbMJWH?BEsC±IB\aQH;OAD;OS � ��¢£WH?'kL;O9HA�M�SUGJRXKNSURXGU?B`LEsIB;>9oS������w?B9HQ�9XI�;>9oSJC6GJ9H?B`¡K6ID9oSUIBRHG ¦51¢r?o¦,��WHC6GeC¯;>M[IB9HC©MJCNGJ;OC6MVIB\«M�SUGJRXKNSURXGU?B`.E{ID;O9¡SJM6Y4�e�j� � �lg�� � ��kL� � ����� �

��kL� � �U¦�� � �e��� � � c �HYHIB9PSJWHC�IDRXSUCNG�K6ID9oSJIDRHG4IB\½SUWHC�=@?B;>9,MeC6AD=7C69oSl~¢£c�¦ �ZCNS � � �±?�9HQ � � �4csCwSUWHC �7K6ILIDGeQH;>9a?qSUC6M±IB\ZSUWXC[_aGJM�S4?B9HQ,MeC6K6IB9HQ%MeSUGeRHKNSJRHGU?�`

EsIB;>9oSUM��¹kT�¯I�\�SJWHC�?Bc{I�kBCVMJCNGJ;>CNM�GJCNMJE{C6KNSJ;OkBC6`O�BYHSUWHCN9 � ��� !¢ � ��� t �� � �}¦

Page 120: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸��W!

?B9HQ"� �+� ¢ � ��� t �� � ��¦¾~j��Wa?qS«=@C6?B9HM.S ³ IyE{ID;O9¡SJM���kL�y?BGJC}?�S�SUWHC�`OI ³ CNGIB\½SUWHC�=@?B;>9,MeC6AD=7C69oSl~

¢°K'¦ �ZCNS ��csC�SUWHC �2K6ILIDGeQH;>9a?qSUC�IB\bSJWHC7EsID;O9oS�������I�\bSUWXC¨?Bc{I'kDC@MJC6Ge;>CNM6Y.?�9HQ

SUWHCN9 ����¢ � ���� t �� � �b¦f~���Wa?qS�=7Cl?B9XM®SJWHCFE{ID;O9¡S¨���q�@;OMw?qSwSJWHCFRXEHEsCNG

IB\½SUWHC�=@?B;>9,MeC6AD=7C69oSl~¢£Q�¦,��WHC6GeC�;>M49HI�;>9oSUCNGJ9a?�`­K6ID9oSJIDRHG4;>9,SUWXCy=@?B;O9,MJC6AB=@CN9¡S6~��WXC}=¨?�;>9yMJC6AB=@CN9¡Sj;>9��j;>AH~�ÁT~ºÁa¢ !¡¦Z;>MjGeC6KNIDAD9H;�66C6Q©?BM½SJWHC}MeWa?BE{CbIB\aQX;>AD;�S � �.ca?BMeC6QIB9PSJWHCy?BcsI'kBCy=7ILQHC6`r~

�T;O=@;O`§?BG­SJI[SUWHC}?BcsI'kBC�=@ILQHC6`OM6Y ³ C�K6?B9¯K6ID9XMeSUGeRHKNS«I�SUWHCNG.EsIBMJMJ;OcH`>C±GJCNK6IDAD9X;OSU;OID9©=7ITQXC6`>MSJIwGeC6K6IBAD9H;86NC�SUWHC�MJWa?�EsC�IB\XSJWHC�=¨?B;O9�MJC6AB=@CN9¡SJM6~j|}?BMJCNQ©ID9�SUWHCNMJC±GJC6KNIDAD9H;�SU;OID9�=@ILQHC6`OM6YSJWHC�MJWa?BE{C�IB\½SUWHC�=@?B;>9,MeC6AD=7C69oS®Kl?B9Pc{CyGeC6KNIDAD9H;�66C6Q�~��C¯MJWHIBRH`>Q29HI�SUC©SUWH?�SV;OS[;>M[E{IDMJMe;>cH`OC�SUWH?�S[SUWXC¯EHGJILK6CNMJMJCNQ�WH?B9HQ ³ Ge;OSJSJC69<QH;OAD;OS�;>M[9HI�SSJWHC@MeWa?BE{C@I�\�QH;>AB;OS�IB\b;OSUM�=@?B;>9<MeC6AD=7C69oS ³ WX;>K W·;OMFGeC6KNIDAD9H;�66C6Q�~,�aIDG�CfªX?B=7EH`>C�Y½SJWHC=@?B;>92MeC6AD=7C69oSJMy;O9¶�j;>ADMN~ZÁX~s!�¢ z ¦fYZÁX~º�H¢£mo¦[?BGJC¯GeC6KNIDAD9H;�66C6Q�?BM�MJWH?BEsCNMFI�\bQH;OAD;OS �W��?�9HQ�W�6YHcHRXSw?BKfSURa?B`O`O�7SUWHCf�P?BGJC�QH;OAD;OSJM�Á�?B9HQ�m¯GJC6MeEsCNKNSJ;OkDCN`O�B~�w`>MJIXY'MJID=7CNSJ;>=7C6M�SJWHC�=¨?�;>9[MeC6AD=7C69oS½Kl?B9�9HI�SZGJCNK6IDAD9X;866CNQ�?�M*?B9o�[MJWH?BEsC«IB\LQH;OAD;OS�ca?BMeC6QID9�?B`O`.K6ID9XMeSUGeRHKNSJC6Q GeC6KNIDAD9H;�SU;>IB9¶=7ILQHC6`OM6~78:9¶SJWHC6MeC¨Kl?�MJC6MNY.?�Sy`OCl?BM�SFIB9HC¨?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oS ³ WH;>K WP;>M�KN`>IDMeCVSUI¯SUWHC�=@?B;>9,MeC6AD=7C69oS®c{C6`>IB9HADM}SUI¯SJWHC�=¨?B;O9,MJCNAD=@CN9oSl~

�&% $&% ' ��6 � �?A576 0>6 <�- �/D C(1 C -/D -/8 1 �6 ? �:. D�<=1 C ��6 � 6 � � 6 D�1 �

8:9²IDGeQHC6G,SUI¥QHCfSUCNKNS ³ WHCNSJWHC6G�?B9�?BQqdeRX9HKNSJ;OkDC<MeC6AD=7C69oSP;>M%?�MJEXRHGJ;OIDRHM%MJCNAD=@CN9oS�IBG³ WHCfSUWHCNG¨;�S@c{C6`OID9HADM�SUI¶SUWHC�=¨?�;>9�MJC6AB=@CN9¡S@IB\[SJWHC�QX;>AD;�S¯_aC6`OQ­Y};OS@;>M�9HCNK6CNMJMU?�Ge�ÀSJIGeC6K6IBAD9H;86NCySJWHCyMJWa?BE{CyIB\.SUWXC�?BQ�deRH9HKNSJ;OkBC�MJCNAD=7C69oSl~}��WXC�GJCNK6IDAB9H;OSJ;>ID9P=@CfSUWHILQPIB\jSJWHC?BQ�deRH9HKNSJ;OkBC,MJC6AB=@CN9¡SJM@;OM©MJ;O=@;O`§?BG�SUI2SJWa?�S�IB\®SUWHC,=@?B;O9�MJC6AB=@CN9¡S6~ �wMeRa?B`O`O�DY�?B9�?BQL�deRH9XKNSU;�kDC[MeC6AD=7C69oSb;>Mb9XIBSbSJWHC[MJWH?BEsC�IB\½?�QH;OAD;OS6~.�wI ³ CNkBC6G6Ya;�\*?B9,?�QqdeRH9HKfSU;OkBC[MJCNAD=7C69oSQHILC6M�9HIBS¯KNID9oS ?B;O9�MJID=7C¤K6IB9HKl?lkDC%E{ID;>9oSJM6Y.SUWXC¤MJCNAD=@CN9oS�Kl?B9�c{C¤GJCNK6IDAB9H;86NC6Q�?BM�SJWHCMeWa?BE{C�IB\*QH;OAD;OS®¸DYT?B9HQ@SUWHCNMJCVMJWH?BEsCNM}Kl?�9¤csC®SUWHGeC6C�S:�LE{C6MNYHMJ¼�C ³ YaWHIDGe;86NID9oS ?B`{?B9HQ@kDC6G¹�SJ;>Kl?�`­MeSJGJID¼�CB~�8»Sw;OM�K6`OCl?BG}SJWa?�S®WHC6GeC��eMJ¼�C ³ �HYb�eWHIDGe;86NID9oS ?B`O�¯?B9HQÀ��kDCNGeSJ;>Kl?�`>�7?BGJCV\°R;6 6N�B~8:9 IBGJQHCNGFSUI�QHC6MeK6Ge;>c{C@SUWXC¤`>ILKl?�SJ;>ID9<IB\}MJE{C6K6;>?B`�MeSUGeRHKNSJRHGU?�`bE{ID;>9oSF;>9�SJWHC¤?�QqdeRH9HKfSU;OkBC

Page 121: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸�� �

MeC6AD=7C69oSlY{MJIB=@CyADC6IB=@CfSUGJ;OKl?B`*Ea?�GU?B=7CNSJC6GJMw?BGeCFQHCf_a9HCNQ­~ �ZCNS�� ����w?B9HQ�� � ��� ���c{C �KNITIDGeQH;>9H?�SUCNMbIB\*SUWXC[RHEHE{C6Ge=@IDM�S4?B9HQ,`OI ³ CNMeS4E{ID;>9oSUM±IB\*SUWHC[?BQqdeRH9HKfSU;�kDCVMJCNAD=7C69oSlYa?�9HQ� � ��� ��?B9HQ�� � M ��� ��csC��¥K6ILIDGJQH;O9a?�SJC6M�I�\}SUWHC¨`>CN\]SJC6M�S¯?B9HQ·GJ;>ABW¡SJC6M�S©E{ID;>9oSUMyIB\�SJWHC¤?BQL�deRH9XKNSU;�kDCyMJCNAD=@CN9oS[GJCNMJE{C6KfSU;OkBC6`��D~ �ZCNS ����c{CFSJWHCFWXC6;>ABW¡SwIB\.SJWHCF?BQqdeRH9HKfSU;�kDC�MeC6AD=7C69oS6YSJWHC69 ������� � ��� �� ��� ���6~«�LID=@C®GJCNK6IDAB9H;OSJ;>ID97=@ILQHCN`>M�IB\*?BQqdeRX9HKNSJ;OkDCwMJCNAD=@CN9oSUMbK6?B9c{CVQHC6MeK6Ge;>c{C6Q�?�M4\°IB`>`>I ³ ;O9HA�ca?�MJC6Q�ID9,SUWHCN;>G�=7IDGJEXWHID`>IBAD;>K6?B`sM�SUGeRHKNSJRHGJCNM 18»\}?B9¶?BQqdeRH9HKfSU;�kDC7MJC6AB=@CN9¡SF;>M[SJWHC7MJWa?BE{C�IB\}QX;>AD;�S¯¸DYZSUWHCNGJC@?BGJC¯\°IDRXGV=@ILQHC6`OM�?BM�\°ID`��`OI ³ ;O9HAH~

� �LWa?BE{C6M � ��� �� ��� �� ���?B9HQ �:��� �� ��� �� � 1¢r?o¦,��WHC6GeC7?BGJC©9XIPE{ID;O9¡SJM%�e=7�HY4���q�HY4�U�T�XY4� � �,IDG%��SJ�%ID9�SUWHC¯IBRXSUCNGVK6ID9oSUIBRHG

IB\½SUWHCy?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oSl~¢£c�¦,��WHC6GeC�;>M49HI�;>9oSUCNGJ9a?�`­K6ID9oSJIDRHG4;>9,SUWXCF?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡S6~¢°K'¦,��WHC6GeCy?BGJC�ID9H`��¨S ³ I ��C69HQH�7E{ID;>9oSUM�;O9,SUWHCy?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oSl~¢£Q�¦ �ZCNS ����� �� �� �4c{CFSJWHC�SUI�S ?B`*9¡RH=©c{C6GwIB\«K6ILQHC6M !HY � Y �¨?�9HQ�¸DY ���«c{CFSJWHCFSJIBS ?B`

9¡RH=©c{C6GyIB\4?B`O`�KNITQXC6M6Y ���� �[csC7SUWHC�SUIBSU?B`«9¡RH=©c{C6G�I�\�K6ILQHC6M � ?B9XQ�¸DY.?�9HQ� ��� �4c{C[SUWHC[SJIBS ?�`�9¡RH=©c{C6G�IB\½KNITQHCNM�!�?B9HQ �XYHID9,SJWHCVIDRXSJC6G�K6IB9¡SJIDRHG�IB\*SJWHC?BQqdeRH9XKNSU;�kDC¤MeC6AD=7C69oS�GJC6MeEsCNKNSJ;OkDCN`O�B~28»\F¢�¸�¦VSUWHC,?�csI'kDC .bID9HQH;�SU;>IB9HM¤¢£?o¦:�¾¢£Kl¦?BGJC7=7CNS ��¢�nD¦V;OSJMyIBRXSUCNG�K6IB9¡SJIDRHGy=¨?�;>9H`���K6IB9HMJ;OMeSUMFIB\�K Wa?�;>9·KNITQXC6M7!XY � Y �?B9HQ¥¸P¢ ����� �� �� ��� �� ���r¦ �b¢ z ¦®SJWHC�9LRX=©csCNGVIB\�K Wa?B;O9¶KNITQXC6M � ?B9HQ¥¸�;>M[=7IDGeCSUWa?�9�SJWa?�S@IB\[K Wa?�;>9ÀKNITQXC6MB! ?B9HQ ��¢ ���� ��� ����� �¾¦¾YbSUWHCN9 SJWHC�?�QqdeRH9HKfSU;OkBCMJCNAD=@CN9oS±;OM�GJCNK6IDAD9X;866CNQ¨?�M«SJWHC®MJWa?BE{C �:��� �� ��� �� ���YoIBSUWHCNG ³ ;OMJC�¢ � �� � � � ��� �f¦�SJWHC?BQqdeRH9XKNSU;�kDC�MJCNAD=7C69oS®;>M�GJCNK6IDAB9H;86NC6Q�?BM�SUWHC�MJWH?BEsC� ��� �� ��� �� � ~

8:9�SUWH;OMF=7ITQXC6`�Y*SUWXC¤?BQqdeRX9HKNSJ;OkDC¨MJC6AB=@CN9¡S6Y � ��� �� ��� �� �� Y.;OMFKNID9HMJ;OQHC6GeC6Q�?�M©?�Me¼BC ³M�SUGeID¼BC�;O9�SUWHCbQH;>GeC6KNSJ;>ID9FIB\�K6ILQHC � IBGb¸DYo?�9HQ�SUWXC�?BQqdeRH9XKNSU;�kDC}MeC6AD=7C69oS6Y � ��� �� ��� �� � eY?¯WHIBGJ;86NID9oS ?B`�MeSUGeID¼BC�~��WXC©?BQqdeRX9HKNSJ;OkDCFMJCNAD=@CN9oS�¸F;>9��j;>AH~�ÁT~H!�¢¹¸�¦�?B9HQ�?BQqdeRH9HKfSU;�kDCyMJC6AB=@CN9¡SJM�;O9��j;OADM6~ÁT~H!�¢ z Y Áo¦¯?BGJC%GJCNK6IDAB9H;86NC6Q ?BM@MeWa?BE{C � ��� �� ��� �� �� ca?BMeC6QÀIB9 SUWXC�?�csI'kDCP=7ITQHCN`�GJC¾�MeEsCNKNSJ;OkDCN`O�B~��WXC2GJC6`>?�SUCNQ�K6IB9HQH;OSJ;>ID9XM¨Kl?�9 csC�MeC6CN9µ?B9XQ�\°IDRH9HQ�=7IDGeC�K6`OCl?BGe`O�\°GeID= �j;OADM6~.ÁX~ z ¢�¸DY z Y Áo¦f~

� �LWa?BE{C6M � ��� �� ��� �� ���?B9HQ �:��� �� �� ��� �� 1

Page 122: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸��DÁ

¢r?o¦Px�C6CfS4SUWHC .bID9HQX;OSU;OID9HMy¢£?o¦:�¾¢£K'¦bI�\�SJWHCy?BcsI'kBCyMeWa?BE{C6M � ��� �� ��� �� �� ~¢£c�¦ �ZCNS � �� �� ��� �[c{CFSJWHC�SUI�S ?B`*9¡RH=©c{C6GwIB\«K6ILQHC6M � Y�ÁTYj¸©?�9HQ¶nTY ���«c{CFSJWHCFSJIBS ?B`

9¡RH=©c{C6GyIB\4?B`O`�KNITQXC6M6Y ���� �[csC7SUWHC�SUIBSU?B`«9¡RH=©c{C6G�I�\�K6ILQHC6M � ?B9XQ�¸DY.?�9HQ���� �7c{CPSJWHCPSJIBS ?�`�9LRX=©csCNG@I�\[K6ILQHCNM¨Á�?B9HQÀnTYbID9�SUWHCPIDRXSJC6G�K6IB9¡SJIDRHG7IB\SUWHCy?BQ�deRH9HKNSJ;OkBCyMeC6AD=7C69oS®GJCNMJE{C6KfSU;OkBC6`��D~�8»\4¢�¸'¦±SUWHCy?Bc{I'kDCB.bID9HQH;�SU;>IB9¶¢r?o¦b;OM=@CfS �±¢�nB¦�;OSUM�IDRXSUCNG�K6ID9oSUIBRHGV=¨?�;>9H`���KNID9HMe;>MeSJM�IB\bK WH?B;>9<K6ILQHCNM � Y*ÁXY«¸@?�9HQn�¢ ���� �� ��� � � �� � �r¦ �j¢ z ¦4SUWXC�9¡RH=©c{C6GwIB\�K Wa?B;O9�K6ILQHCNM � ?�9HQ ¸�;OM�=7IDGJC�SUWH?B9SUWa?qS.IB\�K Wa?�;>9©KNITQHCNM�Á[?B9XQ7n©¢ � �� � � � �� �¾¦¾YBSUWHCN9©SUWHC}?BQqdeRH9HKfSU;�kDC}MeC6AD=7C69oS�;OMGJCNK6IDAD9X;866CNQ7?BM�SUWHC4MJWH?BEsC �:��� �� ��� �� ���YoIBSJWHC6G ³ ;>MeC�¢ ���� � � � �� �¾¦�SUWXCw?�QqdeRH9HKfSU;OkBCMJCNAD=@CN9oSw;OM�GJCNK6IDAD9X;866CNQ�?�M4SJWHC�MJWa?�EsC� ��� �� �� ��� �� ~

8:9�SJWH;>M©=7ILQHC6`rYjSUWHC¤?BQqdeRH9HKfSU;�kDC,MJCNAD=7C69oSlY � ��� �� ��� �� �� Y�;>M¯?�Me¼BC ³ MeSJGJID¼�C%;>9·SJWHCQX;>GJCNKNSJ;>ID97IB\ZKNITQHC � IDGw¸BYX?B9XQ@SUWXC�?BQ�deRH9HKNSJ;OkBC�MJCNAD=7C69oSlY��:��� �� �� ��� ���YL;OMb?VkDCNGeSJ;>Kl?�`M�SUGeID¼BCy=¨?�;>9H`��D~|b?BMJCNQFID9[SJWHC�?Bc{I�kBC�GJCNK6IDAD9X;OSU;OID9[=7ITQXC6`�YlSJWHC«?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oSjnb;>9���;>AH~NÁX~s!�¢�¸�¦¾YS ³ I�?BQqdeRH9XKNSU;�kDC MeC6AD=7C69oSJM2;>9 �j;OAH~®ÁX~s!�¢��D¦P?B9HQ SJWHC¥?BQqdeRH9XKNSU;�kDC MeC6AD=7C69oS2;O9��;>AH~±ÁX~s!�¢�¸�nB¦7?BGeC�GJCNK6IDAB9H;86NC6Q²?BM¤MeWa?BE{C �:��� �� �� ��� ��yGJC6MeEsCNKNSJ;OkDCN`O�B~��WXC2GJC6`>?�SUCNQM�SUGeRHKNSJRHGU?B`�EsID;O9oSUM}K6?B9%csC[MeC6CN9�?B9XQ%\°IBRH9HQ,=7IDGJC[KN`>C6?BGJ`��7\°GeID=��j;>ADMN~ � ¢¹¸DYº�TYO¸'nD¦f~

� �LWa?BE{C6M � ��� �� �� � � �� ?B9HQ � ��� � � �� �� �� 1¢r?o¦Px�C6CfS4SUWHC .bID9HQX;OSU;OID9HMy¢£?o¦:�¾¢£K'¦bI�\�SJWHCy?BcsI'kBCyMeWa?BE{C6M � ��� �� ��� �� �� ~¢£c�¦ �ZCNS � �� � � �� �[c{CFSJWHC�SUI�S ?B`*9¡RH=©c{C6GwIB\«K6ILQHC6M[ÁXY­�LYZn@?�9HQ z Y ���«c{CFSJWHCFSJIBS ?B`

9¡RH=©c{C6GyIB\4?B`O`�KNITQXC6M6Y ���� �FcsC7SUWHC�SUIBSU?B`«9¡RH=©c{C6G�I�\�K6ILQHC6M�Á�?B9XQ¥nTY.?�9HQ� � � �7c{CPSJWHCPSJIBS ?�`�9LRX=©csCNG@I�\[K6ILQHCNM¤�¶?B9HQ z YbID9�SUWHCPIDRXSJC6G�K6IB9¡SJIDRHG7IB\SUWHCy?BQ�deRH9HKNSJ;OkBCyMeC6AD=7C69oS®GJCNMJE{C6KfSU;OkBC6`��D~�8»\4¢�¸'¦±SUWHCy?Bc{I'kDCB.bID9HQH;�SU;>IB9¶¢r?o¦b;OM=@CfS �±¢�nB¦�;OSUM�IDRXSUCNG�K6ID9oSUIBRHGV=¨?�;>9H`���KNID9HMe;>MeSJM�IB\bK WH?B;>9<K6ILQHCNMFÁTY½�TY�n%?�9HQz ¢ ���� � � �� � � �� � �r¦ �j¢ z ¦4SUWXC�9¡RH=©c{C6GwIB\�K Wa?B;O9�K6ILQHCNM[Á¨?�9HQ<n7;OM�=7IDGJC�SUWH?B9SUWa?qS.IB\�K Wa?�;>9©KNITQHCNM«��?B9XQ z ¢ � �� � � ��� � �¾¦¾YBSUWHCN9©SUWHC}?BQqdeRH9HKfSU;�kDC}MeC6AD=7C69oS�;OMGJCNK6IDAD9X;866CNQ7?BM�SUWHC4MJWH?BEsC � ��� �� �� � � �� YoIBSJWHC6G ³ ;>MeC�¢ ���� � � ��� � �¾¦�SUWXCw?�QqdeRH9HKfSU;OkBCMJCNAD=@CN9oSw;OM�GJCNK6IDAD9X;866CNQ�?�M4SJWHC�MJWa?�EsC�:��� � � �� �� ��¹~

8:9�SJWH;>M©=7ILQHC6`rYjSUWHC¤?BQqdeRH9HKfSU;�kDC,MJCNAD=7C69oSlY �:��� � � �� �� ���Y�;>M¯?�Me¼BC ³ MeSJGJID¼�C%;>9·SJWHCQX;>GJCNKNSJ;>ID97IB\ZKNITQHC��VIDG z YX?B9XQ@SUWXC�?BQ�deRH9HKNSJ;OkBC�MJCNAD=7C69oSlY�� ��� �� �� � � �� YL;OMb?VkDCNGeSJ;>Kl?�`

Page 123: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸��o�

M�SUGeID¼BC�~��WXC}?BQqdeRX9HKNSJ;OkDC±MJCNAD=@CN9oS.;>9��j;>AX~�ÁX~H!a¢�nD¦­;>M½GJCNK6IDAB9H;86NC6Q¯?BM½MJWH?BEsC �:��� � � �� �� ���ca?BMeC6QIB9PSJWHC�?�csI'kDCy=7ITQHCN`�~«��WHCFGJC6`>?�SUCNQ%MeSUGeRHKNSJRHGU?�`�E{ID;>9oSJM�Kl?B9�csCyMJCNC69�?�9HQ�\°IDRX9HQ=7IDGeCVK6`>C6?BGJ`��¨\°GeID= �j;OAH~HÁT~ z ¢rnD¦f~

� �LWa?BE{C6M � ��� � � �� �� ���?B9HQ �:��� �� ��� �� �� 1¢r?o¦Px�C6CfS4SUWHC .bID9HQX;OSU;OID9HMy¢£?o¦:�¾¢£K'¦bI�\�SJWHCy?BcsI'kBCyMeWa?BE{C6M �:��� �� ��� �� ��¹~¢£c�¦ �ZCNS ��� � �� �� �Vc{CFSJWHC�SUI�S ?B`*9¡RH=©c{C6GwIB\«K6ILQHC6MV�TY �TY z ?�9HQb!HY ���«c{CFSJWHCFSJIBS ?B`

9¡RH=©c{C6GyIB\4?B`O`�KNITQXC6M6Y ���� ��csC7SUWHC�SUIBSU?B`«9¡RH=©c{C6G�I�\�K6ILQHC6M ��?B9XQ !HY.?�9HQ� � � �7c{CPSJWHCPSJIBS ?�`�9LRX=©csCNG@I�\[K6ILQHCNM¤�¶?B9HQ z YbID9�SUWHCPIDRXSJC6G�K6IB9¡SJIDRHG7IB\SUWHCy?BQ�deRH9HKNSJ;OkBCyMeC6AD=7C69oS®GJCNMJE{C6KfSU;OkBC6`��D~�8»\4¢�¸'¦±SUWHCy?Bc{I'kDCB.bID9HQH;�SU;>IB9¶¢r?o¦b;OM=@CfS �±¢�nB¦�;OSUM�IDRXSUCNG�K6ID9oSUIBRHGV=¨?�;>9H`���KNID9HMe;>MeSJM�IB\bK WH?B;>9<K6ILQHCNM��LY �XY z ?�9HQ!2¢ � � � �� �� ��� �� � �r¦ �j¢ z ¦4SUWXC�9¡RH=©c{C6GwIB\�K Wa?B;O9�K6ILQHCNMV�@?�9HQ z ;OM�=7IDGJC�SUWH?B9SUWa?qS.IB\�K Wa?�;>9©KNITQHCNM �[?B9XQN!�¢ ��� � � � � �� �f¦¾YBSUWHCN9©SUWHC}?BQqdeRH9HKfSU;�kDC}MeC6AD=7C69oS�;OMGJCNK6IDAD9X;866CNQ7?BM�SUWHC4MJWH?BEsC � ��� � � �� �� �� YoIBSJWHC6G ³ ;>MeC�¢ � � � � � � �� �f¦�SUWXCw?�QqdeRH9HKfSU;OkBCMJCNAD=@CN9oSw;OM�GJCNK6IDAD9X;866CNQ�?�M4SJWHC�MJWa?�EsC�:��� �� ��� �� ��¹~

��WXC±?�QqdeRH9HKfSU;OkBC�MJCNAD=@CN9oSUM*;>9��j;OADM6~6ÁX~s!�¢`!HY � Y�¸��o¦{?BGJC�GeC6K6IBAD9H;86NC6Qy?BMZMeWa?BE{C � ��� �� ��� �� ��cH?BMJCNQ�ID9%SUWHCF?Bc{I�kBCF=7ILQHC6`r~±��WHCyGJCN`§?�SJC6QPMeSJGJRHKfSURHGJ?B`*EsID;O9oSUM4Kl?B9�csCyMJCNC692?�9HQ\°IBRH9HQP=@IDGeCVK6`OCl?BGe`O�7\°GJID= ��;>ADMN~HÁX~ z ¢`!XY � Y�¸��o¦bGeC6MeEsCNKNSU;�kDCN`O�D~

� �LWa?BE{C �4� �(1¢r?o¦,��WHC6GeC�;>M[ID9XC¯MJC6Ge;>CNMyI�\±M�SUGeRHKNSJRHGU?B`�E{ID;O9¡SJM6Y4�e�j� � �6gi� � ��kL� � �J¦�� �

��SU� � �e��� � � c �XYaID9,SUWHC�IDRXSJC6G4K6IB9¡SJIDRHG4IB\½SUWHCy?BQ�deRH9HKNSJ;OkBCyMeC6AD=7C69oS6~¢£c�¦ �ZCNS � ��csC%SUWHCPWHCN;>ADWoS7IB\�SJWHCP`§?BM�S@E{ID;O9¡S��¹SU�¶;>9¥SUWHC�?Bc{I�kBC�MeC6Ge;>C6MNYbSUWXC69

� � �¢ � ��� t �� ���6¦f~V��Wa?qSV=@C6?B9HM®SUWHC©E{ID;O9¡S,��SU�¨;>MV?�SwSUWHC�`>I ³ CNG[IB\�SJWHC?BQqdeRH9XKNSU;�kDC�MJCNAD=7C69oSl~

¢°K'¦,��WHC6GeC©;>M®9HI¤E{ID;O9¡S¤�����XY}�U�L�¨IDG¤� � �¨ID9�SJWHC�IBRXSUCNG�K6IB9¡SJIDRHGwIB\�SUWHCFIB\.SJWHC?BQqdeRH9XKNSU;�kDC�MJCNAD=7C69oSl~

¢£Q�¦ �ZCNS���� � �� �4c{C[SUWHC[SJIBS ?�`�9¡RH=©c{C6G�IB\�K6ILQHCNM � ?B9HQPÁXYa?B9XQ ��� ��� �®c{C[SUWHC[SJIBS ?B`

9¡RH=©c{C6G,IB\�?B`>`wK6ILQHC6MPc{CNS ³ C6C69 MeSJGJRHKfSURHGJ?B`VEsIB;>9oSUM��J��� ?�9HQ���kL��I�\FSJWHC?Bc{I�kBC[MJCNGJ;OC6M}IB\­MeSUGeRHKNSJRHGU?�`­EsIB;>9oSUMNYLSJWHC69 ��� � �� � � �� ��� � �

� �q~.��Wa?�S�=7Cl?�9HM±SJWHC

Page 124: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸��Dm

`>;O9HC6M±csCfS ³ CNC69�SJWHCVMeSJGJRHKfSURHGJ?B`­E{ID;>9oSJM7�J�j�¯?B9XQÀ�¹kT�¯I�\�SJWHC�?Bc{I�kBCVMJCNGJ;>CNM�IB\MeSJGJRHKfSURHGJ?B`ZEsIB;>9oSUM�=@?B;>9X`O�@K6ID9HMe;>M�S4IB\.K Wa?�;>9%K6ILQHC6M � ?B9HQPÁX~

¢°C'¦ �ZCNS ��� � ��� ��c{C<SUWHC<SUIBSU?B`[9¡RH=©c{C6GPIB\�K6ILQHC6M�¸·?B9XQ nTY[?B9HQ ��� � � � �!csC2SJWHCSUIBSU?B`b9¡RH=�csCNG7I�\�?�`>`bKNITQXC6M�csCfS ³ CNC69 MeSUGeRHKNSJRHGU?�`�EsID;O9oSUM¶��SJ�<?B9HQ��e���<IB\SUWHCF?Bc{I'kDC�MeC6Ge;>C6MwIB\�M�SUGJRXKNSURXGU?B`½EsIB;>9oSUM4GJCNMJE{C6KfSU;OkBC6`��DYsSJWHC69 ��� � ��� � � �� ��� � � � �j~��Wa?�S«=7Cl?B9XM.SUWHC�`O;>9HCNM.csCfS ³ CNC69¨SJWHC�MeSJGJRHKfSURHGJ?B`aE{ID;>9oSUMV��SU�y?B9HQ��e����IB\�SJWHC?Bc{I�kBC�MJC6Ge;>CNMyI�\bM�SUGJRXKNSURXGU?B`�E{ID;>9oSJMV=¨?B;O9H`O�PKNID9HMJ;OMeSyIB\±K Wa?B;O9¶KNITQXC6M�¸¨?�9HQnT~

¢]\ ¦,��WHC6GeC�;>M49HI�;>9oSUCNGJ9a?�`­K6ID9oSJIDRHG4;>9,SUWXCF?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡S6~� 9HCwS:�TE{C[IB\­MJWa?BE{C[IB\ZSJWHC�`OCN\]SbEa?BGeSbIB\­SJWHC[cHGeID¼BCN9,QH;>AD;�S9!©;>M±QHC6MeK6GJ;OcsCNQ,;>97SUWH;OM=7ILQHC6`rY ³ WH;OK W�KNID9oS ?B;O9HM4MeSUGeRHKNSJRHGU?�`ZEsID;O9oS@��SU�H~

� �LWa?BE{C �4��� 1¢r?o¦,��WHC6GeC�;OMwID9XCFMeC6GJ;OC6MwIB\�MeSJGJRHKfSURHGJ?B`½EsID;O9oSUM6Y±�J��� � �6gi� � ��kL� � � � � �

�U¦�� � �6¢£� � � c �XYaID9,SUWHC�IDRXSJC6G4K6IB9¡SJIDRHG4IB\½SUWHCy?BQ�deRH9HKNSJ;OkBCyMeC6AD=7C69oS6~¢£c�¦,��WHC6GeC@;OM�9HI�E{ID;O9¡S�������IBGP�U�T�PID9¶SJWHC7IDRXSUCNG�K6ID9oSUIBRHGFI�\±SJWHC¨?�QqdeRH9HKfSU;OkBC

MJCNAD=@CN9oSl~¢°K'¦ �ZCNS���� � �� �4c{C[SUWHC[SJIBS ?�`�9¡RH=©c{C6G�IB\�K6ILQHCNM � ?B9HQPÁXYa?B9XQ ��� �

�� �®c{C[SUWHC[SJIBS ?B`

9¡RH=©c{C6G,IB\�?B`>`wK6ILQHC6MPc{CNS ³ C6C69 MeSJGJRHKfSURHGJ?B`VEsIB;>9oSUM��J��� ?�9HQ���kL��I�\FSJWHC?Bc{I�kBC©MJCNGJ;OC6M[IB\«M�SUGeRHKNSJRHGU?B`�EsIB;>9oSUMFYsSUWXC69�¢ ��� � �� � � �� ��� � �

� �N¦f~���Wa?�SV=7Cl?B9XMSUWHC�`O;>9HCNM.c{CNS ³ C6C697SUWHC�M�SUGeRHKNSJRHGU?B`aE{ID;O9¡SJM��J�j��?�9HQ���kL�yI�\{SJWHC4?Bc{I'kDC4MJCNGJ;>CNMIB\�MeSUGeRHKNSJRHGU?�`ZEsID;O9oSUM�=@?B;>9H`��¨KNID9HMe;>MeS®IB\�K Wa?B;O9%K6ILQHC6M � ?B9HQPÁX~

¢£Q�¦ �ZCNS ��� � ��� �� �� �«c{C}SUWXCbSUIBSU?B`X9¡RH=�csCNG.IB\{K6ILQHC6M�¸BY¡nTY z ?B9HQN!XYo?B9HQ � � � � � � c{CbSJWHCSUIBSU?B`H9¡RH=©c{C6G«IB\�?B`O`XK6ILQHCNM±c{CNS ³ C6CN9¨MeSJGJRHKfSURHGJ?B`�EsIB;>9oSUMy�l¢°�y?B9HQ·� c �yI�\sSJWHC?Bc{I�kBC�MJC6Ge;>CNMwIB\�MeSJGJRHKfSURHGJ?B`*EsIB;>9oSUM�GeC6MJE{C6KfSU;�kDC6`��DYaSUWXC69·¢ ��� � ��� �� �� ��� � � � � � � � � ¦f~��Wa?�S«=7Cl?B9XM«SJWHC�`>;O9HC6M�c{CNS ³ C6CN9@SJWHC4MeSUGeRHKNSJRHGU?�`aEsID;O9oSUMy�l¢°�F?�9HQ�� c �yI�\sSJWHC?Bc{I�kBC�MeC6GJ;OC6MwIB\«MeSJGJRHKfSURHGJ?B`�E{ID;O9¡SJMw=@?B;O9H`O�,KNID9HMe;>MeS�IB\�K Wa?�;>9�KNITQXC6M©¸DY�nTY z?B9HQ !H~

¢°C'¦,��WHC6GeC�;>M49HI�;>9oSUCNGJ9a?�`­K6ID9oSJIDRHG4;>9,SUWXCF?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡S6~��WXC±MeC6K6IB9HQFS:�LE{C�I�\HMJWH?BEsC«IB\LSUWXC�`OCN\]S*Ea?�GeS*IB\TSUWHC«cHGeID¼BCN9�QH;OAD;OS=!w;OMZQHC6MeK6GJ;OcsCNQF;O9SJWH;>Mb=@ILQHC6`½Y ³ WX;>K W,K6IB9¡SU?B;>9XM}MeSJGJRHKfSURHGJ?B`­E{ID;>9oS�� � �X~T��WHC�?�QqdeRH9HKfSU;OkBC[MJCNAD=7C69oS

Page 125: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸�� �

;O9���;>AH~�ÁX~s!�¢£mo¦­;>M*GJCNK6IDAD9X;866CNQ¯?BM½MJWa?�EsC �4���¨ca?BMeC6Q©ID9ySUWHC±?Bc{I'kDCb=7ILQHC6`r~ �4C6`>?�SUCNQM�SUGeRHKNSJRHGU?B`*E{ID;>9oSJM�Kl?B9PcsCVMeC6CN9�?B9HQ%\°IDRH9XQ�=7IDGJC�K6`>C6?BGJ`��¨\°GeID= �j;OAH~aÁX~ z ¢£mo¦f~

� �LWa?BE{C �d� ��1¢r?o¦,��WHC6GeC�;OMwID9XCFMeC6GJ;OC6MwIB\�MeSJGJRHKfSURHGJ?B`½EsID;O9oSUM6Y±�J��� � �6gi� � ��kL� � � � � �

�U¦�� � �e��� � � c �HYXID9,SUWHC�IDRXSJC6G4K6IB9¡SJIDRHG4IB\½SUWHCy?BQ�deRH9HKNSJ;OkBCyMeC6AD=7C69oS6~¢£c�¦,��WHC6GeC@;OM�9HI�E{ID;O9¡S�������IBGP�U�T�PID9¶SJWHC7IDRXSUCNG�K6ID9oSUIBRHGFI�\±SJWHC¨?�QqdeRH9HKfSU;OkBC

MJCNAD=@CN9oSl~¢°K'¦ �ZCNS ��� � �� �PcsC2SUWXC¶SJIBS ?B`�9LRX=©csCNG%IB\©KNITQHCNM � ?B9XQµÁXY[?B9HQ ��� �

�� ��csC2SJWHC

SUIBSU?B`b9¡RH=�csCNG©IB\w?B`>`±K6ILQHC6M¯c{CNS ³ C6CN9 M�SUGeRHKNSJRHGU?B`�E{ID;O9¡SJM<�J�j��?B9HQ���kL�2IB\SUWHCF?Bc{I'kDCyMJC6Ge;>CNMwIB\jMeSJGJRHKfSURHGJ?B`�E{ID;O9¡SJM4GJC6MeEsCNKNSJ;OkDCN`O�BY{SJWHC69 ��� � �� ��� �� ��� � �

� ��~��Wa?�S¯=7Cl?�9HM�SUWXC,`>;>9XC6M�c{CNS ³ C6CN9�SJWHC,MeSJGJRHKfSURHGJ?B`}E{ID;>9oSJM<�J�j�2?�9HQ��kL�2IB\SUWHC@?Bc{I'kDC¤MeC6GJ;OC6MFIB\�MeSJGJRHKfSURHGJ?B`�EsID;O9oSUMy=¨?B;O9H`O��K6ID9XMJ;>M�S©IB\}K Wa?B;>9�K6ILQHC6M �?B9HQPÁX~

¢£Q�¦ �ZCNS���� � �� �� �yc{C�SUWHC¯SJIBS ?B`�9¡RH=©c{C6GVIB\�K6ILQHCNM�nLY z ?B9HQ !HYZ?B9XQ ��� � � �PcsC©SJWHCSUIBSU?B`b9¡RH=�csCNG7I�\[?B`O`}K6ILQHCNM7c{CNS ³ C6CN9ÀM�SUGJRXKNSURXGU?B`�E{ID;>9oSJM¶�U¦��¶?B9HQ � c �<IB\SUWHCF?Bc{I'kDC�MeC6Ge;>C6MwGJCNMJE{C6KNSJ;OkBC6`O�BYsSJWHC69¥¢ ��� � �� �� ��� � � ��� � � �L¦f~���WH?�S[=7Cl?B9XM®SJWHC`>;O9HC6M}c{CNS ³ C6CN9�SUWXCyM�SUGeRHKNSJRHGU?B`ZE{ID;O9¡SJM7�U¦��7?B9XQÀ� c ��IB\½SUWHCy?Bc{I'kDC�MJCNGJ;OC6M4IB\MeSJGJRHKfSURHGJ?B`ZEsIB;>9oSUM�=@?B;>9X`O�@K6ID9HMe;>M�S4IB\.K Wa?�;>9%K6ILQHC6MwnTY z ?B9XQ !H~

¢°C'¦,��WHC6GeC�;>M49HI�;>9oSUCNGJ9a?�`­K6ID9oSJIDRHG4;>9,SUWXCF?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡S6~¢]\ ¦,��WHC6GeCV?BGeC�9HI¯E{ID;>9oSJM©�U�L�©IDG¯�����©ID9¨SJWHC[IDRTSUC6G±K6ID9oSJIDRHG}IB\�SUWHCV?�QqdeRH9HKfSU;OkBC

MJCNAD=@CN9oSl~¢£A¡¦ �ZCNS � �¥c{C�SJWHC ��KNITIDGeQH;>9H?�SUC¯IB\�SUWXC7`>?BMeS[EsID;O9oS�� � �P;O92SUWHC7?Bc{I'kDC�MJCNGJ;>CNM

IB\*MeSJGJRHKfSURHGJ?B`�E{ID;O9¡SJM�YXSJWHC69 � � � ¢ � + ���� t �� ���6¦f~���WH?�S�=7Cl?B9HM�SUWHCVE{ID;O9¡S� � ��;>M4?�S�SJWHC�RHEHE{C6G4IB\½SUWHCy?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oSl~

��WXCbMJWH?BEsC�MeSJGJRHKfSURHGeCbIB\XSUWHC�RHEHE{C6G¹�:`>Cf\]S½Ea?BGeS½IB\a?®cHGeID¼BCN9©QH;OAD;OS��4;>M*QHC6MeK6Ge;>c{C6Q�;O9SJWH;>M®=7ITQHCN`�Y ³ WH;OK W�K6IB9¡SU?B;>9XMwM�SUGJRXKNSURXGU?B`½EsIB;>9oS¨� � �H~���WHC©?BQ�deRH9HKNSJ;OkBC�MJCNAD=7C69oS;O9 �j;OAH~½ÁX~s!�¢ � ¦V;>MyGJCNK6IDAB9H;86NC6Q¥?BMySUWHC@MJWa?BE{C �d� ��ca?BMeC6Q IB9·SUWHC¨?Bc{I�kBC¤=7ITQHCN`�~��WXC©GJCN`§?�SJC6Q�M�SUGJRXKNSURXGU?B`�EsID;O9oSUM[?�9HQ � �·K6?B92c{C�MJCNC69¶?B9HQ�\°IBRH9HQ�=7IDGJCFK6`OCl?BGe`O�\°GeID= �j;OAH~HÁT~ z ¢ � ¦f~

Page 126: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸B¸��

�T;O=@;O`§?BG®SUI%SUWHC@?Bc{I'kDC¨MeWa?BE{C@=7ILQHC6`OMVIB\}SUWXC¨?BQ�deRH9HKNSJ;OkBC@MeC6AD=7C69oSUMNY.IBSJWHC6G�E{IDMJMe;>cH`OCMeWa?BE{C�=7ITQXC6`>M�K6?B9�?B`OMJI¶csCPK6IB9HMeSJGJRHKfSUC6Q²?�9HQÀQHCNMJKNGJ;>c{C6Q�~²|}?BMJCNQ�ID9�SUWHCNMJC�MeWa?BE{C=7ITQXC6`>MNYH?B9�?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oS®Kl?B9Pc{CyGeC6KNIDAD9H;�66C6Q�~

�&% $&% $ � D�?A@ 3 � C � ?AD� 6�1:6F0 � C D�? 1 C -/D -98 � 5 .�0;C -�. �7� 6 � � 6 D�1 �

8»\�SJWHC6GeC¨;>M�?�MJEXRHGJ;OIDRHM�MeC6AD=7C69oS6Y�;OSF=©RHMeS�csC¨?B9�?BQ�deRH9HKNSJ;OkBC¤MJCNAD=@CN9oS¯IB\}SJWHC¤QH;OAD;OS_aCN`>Q­~±8»\.SUWXC6GJCF?BGeCF=7IDGJCVSJWa?B9PID9HCyMJC6AB=@CN9¡Sw;>9�?@WH?B9HQ ³ Ge;OSJSJC69PQH;>AB;OS�_aCN`>Q­Y ³ C�9HCNC6QSJIPQXCNSUCNGJ=7;>9HC ³ WHCfSUWHCNGFSJWHC7?BQqdeRH9HKfSU;�kDC7MJC6AB=@CN9¡SJM�?�GJC7MJEHRHGe;>IDRXM6~¨�TID=7C@?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oSUM©?BGJC@Kl?BRHMeC6Q�co��=¨?B¼¡;O9HA�?�cH;>9a?�Ge�¶;>=@?BADC�~,8:9 SUWH;OMFK6?BMJC�Y.SUWHCf�·c{C6`OID9HA�SJISJWHC@=@?B;O9�MeC6AD=7C69oSlY.?B9HQ·SJWHCN��?BGeC@9HI�S©MJEXRHGJ;OIDRHM6~��TIB=@C@?BQqdeRH9XKNSU;�kDC@MJC6AB=@CN9¡SJM¯?BGeCQH;���CNGJCN9¡S�MJ`>?BMJW2M�SUGJIB¼BC6M ³ WH;OK W<?BGJCF;>9oSUGeITQXRHK6CNQ�\°GJID=�MJCNAD=@CN9oS ?�SJ;>ID9�I�\«QH;>AD;�S ?B`Z_aCN`>Q­~8:9�SUWH;OM@K6?BMJC�Y}SUWHCf�À?�GJC�MeEHRHGe;>IDRHMN~ ��WHC�?�9a?B`O�LMe;>M@?B9HQÀQXCNSUCNGJ=7;>9a?qSU;>IB9 IB\�MJEHRXGJ;>IBRHMMeC6AD=7C69oSUM¤?BGJC�cH?BMJCNQ ID9�SUWHC�=@IDGeEHWHID`OIDAD;OKl?B`�M�SUGJRXKNSURXGU?B`wEa?�SJSJC6Ge9HM,IB\�MJCNAD=7C69oSUM¤;O9SJWHC¨QH;OAD;OSU?B`._aCN`>Q­~��wI ³ SUI�KNID9HM�SUGJRXKNS©SJWHC6MeC,MeSUGeRHKNSJRHGU?�`±Ea?qSJSUCNGJ9HM�;>M�cH?BMJCNQ�ID9 1P¢r?D¦³ WHCfSUWHCNG�?B9%?BQ�deRH9HKNSJ;OkBC[MJCNAD=@CN9oS�;>M±;>9¨SJWHC[=@?B;>97GJCNAD;>ID9 �Z¢£ca¦«SUWXC[MJWa?�EsC[GeC6KNIDAD9H;�SU;>IB9IB\jSUWHCF=¨?B;O9�?�9HQ�?BQ�deRH9HKNSJ;OkBC�MJCNAD=7C69oSUM��«¢£Kl¦4SUWXC�ADCNID=@CfSUGe;>Kl?�`Z`>ILKl?�SJ;>ID9%IB\.SJWHC�=@?B;O9?B9XQ²?BQqdeRH9HKfSU;�kDC�MeC6AD=7C69oSUM��@¢£Q�¦7SJWHC2GJCN`§?�SJ;>ID9 csCfS ³ CNC69²SUWHC2=@?B;O9�?B9HQ²?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oSUMwca?BMeC6Q�ID9PSUWHCFMJWa?�EsCFMeSUGeRHKNSJRHGJCFIB\«?7QH;>AD;�S �½¢°C'¦}SUWHCFADC6ID=7CNSJGJ;OKl?B`ZEHGeIDE{C6GeS:�IB\½MeC6AD=7C69oSUM���¢°\U¦±SUWHCVC¾ªTSJC69HQX;>9HA7GJCNMJRH`�S4IB\jMeC6AD=7C69oSJM6~«8:9�=7IDM�S�Kl?BMeC6MNYs?�9�?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oS[;OM�9HI�S[MJEXRHGJ;OIDRHM ³ WXC69<?B92?�QqdeRH9HKfSU;OkBC�MeC6AD=7C69oSV;OM�;>9PSUWHCF=¨?�;>9PGJC6AB;>ID9­~®8:9SJWHC6MeCyK6?BMJCNM6YHSJWHC�cHGJID¼�C69PMJCNAD=@CN9oSUM®?BGJCVK6?BRHMeC6QPc¡�¨SUWHC[SJWHGJCNMJWHID`OQ%IB\j=@?B¼¡;>9XA©cH;>9H?BGe�;O=¨?BABCBYZ?B9XQ�9HI�SFco�<MeC6Ea?BGJ?�SU;O9HA,SUWHC7K Wa?BGJ?BKNSJC6GyGJCNAD;>ID9�~¯��WHC@ABC6ID=7CNSJGJ;>K6?B`.EHGeIDE{C6GeS:�IB\­MJC6AB=@CN9¡SJM}MJRXK W�?�M±kDCNGeSJ;>Kl?�`�IDG±WHIDGJ;�66ID9oSU?B`�`>;>9XC6M�Kl?B9,c{C�QHCNMJKNGJ;>c{C6Q,co�7SUWHC�C6`>CN=@CN9oSKNITQHCNMwI�\«?7`O;>9HC�~b8»\«?�9�?BQqdeRX9HKNSJ;OkDCFMJCNAD=@CN9oS�c{C6`OID9HADM4SUI�SUWHCyGJC6?BMJIB9a?BcH`OCFEa?�GeSwIB\jSJWHC=@?B;>9�MJC6AB=@CN9¡S6YDSUWHC�C¾ªLSUC69XQH;>9HA�QH;OGJCNKNSU;OID9¯c{CNS ³ C6C697SUWHC}S ³ I�K6IDGeGJCNMJE{ID9HQH;O9HA�MJC6AB=@CN9¡SJM;OM*SJWHCbGeCNkBC6GJMeC}IB\aC6?BK W©IBSJWHC6GNYD?B9XQ�SUWHCNGJC±;>M�?®KNGJIDMeMJ;>9XA[EsIB;>9oS½csCfS ³ CNC69©SUWXC6;>G½CfªLSJC69HQH;O9HA`O;>9HCNM6~��·C7Kl?B`O`�;OS��eGeCNkBC6GJMeC¤K6GeIDMJMe;>9HAB�H~,�TIB=@C�CfªX?B=7EH`OC6MyIB\��eGeCNkBC6GJMeC¨KNGJIDMeMJ;>9XAD��K6?B9c{C�\°IDRH9HQ²;O9²�j;>ADMN~}ÁX~s!�¢ z ¦fY ÁT~ºÁa¢rnTYs!¡¦¨?B9HQ ÁX~º�H¢�nD¦¾~ 8»S%K6?B9²csC�\°IDRX9HQ SUWa?�S%;�\F?B9?BQ�deRH9HKNSJ;OkBC,MJC6AB=@CN9¡S7c{C6`OID9HADM©SJI<SJWHC,=@?B;>9�MeC6AD=7C69oSlY�;OS©;>M¯RHMeRa?B`>`�� I'kDCNG�IDG¯RH9HQHCNGSJWHC%=¨?B;O9¥MJC6AB=@CN9¡S6Y}cHRXS¨?<MJEHRHGe;>IDRXM@MeC6AD=7C69oS@;>M�9HIBS6~ �TID=7C%MeSJGJRHKfSURHGJ?B`4Ea?�SJSJC6Ge9HM

Page 127: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸B¸D¸

IB\�GJC6?BMJIB9a?BcH`OCyGeC6`>?�SU;OID9¤c{CNS ³ C6C69�SUWHC�=@?B;>9%?B9XQ�?BQ�deRH9HKNSJ;OkBCFMeC6AD=7C69oSUMw?BGeCVMJWHI ³ 9�;O9�j;OAH~sÁX~ � ~�|}?�MJC6Q¶ID9�SJWHC�?Bc{I�kBC7?B9a?B`��TMe;>MNY ³ C¯K6?B9<K6ID9XMeSUGeRHKNSF?B`O`jE{IDMJMe;>cH`OC©QHCfSUC6KfSU;OID9

(1) (2) (3) (5) (6) (7) (8)

(9) (10) (12) (14) (15) (16)

(18)

(4)

(11)

(17) (19) (21)(20) (22) (23) (24)

(13)

�j;OADRHGJC�ÁT~ � 1}�TID=7C�MeSUGeRHKNSJRHGJCNM[IB\jGJCl?�MJID9a?�cH`>CyGJCN`§?�SJ;>ID9%c{CNS ³ C6C69�SJWHCy=¨?B;O9P?B9HQ�?�QqdeRH9HKfSU;OkBCMJCNAD=7C69oSUMN~Ea?qSJSUCNGJ9HM�SJI7QXCNSUCNGJ=7;>9HC ³ WXCNSUWXC6Gw?B9�?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡S®;OM�MJEHRHGe;>IDRXM®IBG�9HIBSl~�TIB=@CV`OITK6?�SU;OID9,QHCN_H9H;OSJ;>ID9HM®?BGeC�QHCN_a9XC6Q�;O9�IBGJQHCNG4SJI@QXC6MJKNGJ;OcsCVSUWXCF`OITK6?�SU;OID9,csCfS ³ CNC69SJWHC�=@?B;>9 ?�9HQ²?BQqdeRH9XKNSU;�kDC2MeC6AD=7C69oSUMN~ |b?BMJCNQ ID9�SJWHC�`OITK6?�SU;OID9ÀIB\F?B9²?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oS¨¢ ³ ;�SUW¶GJC6AD?BGJQ2SUIP=@?B;>92MeC6AD=7C69oS¾¦¾Y�MeID=7C7`OITK6?�SU;OID92QHCf_a9H;OSJ;>ID9XM6YZRHEHE{C6G¹�:`OCN\]SlYRHEXEsCNG��:Ge;>ADWoS6Y�`OI ³ C6G¹�:`OCN\]SlYq`>I ³ C6G¹�:GJ;OADWoSlY�=7;>QHQH`OCf�»`>CN\]SZ?B9HQ©=7;>QHQX`>Cf�»GJ;OADWoSlYlK6?B9©c{C±QHCf_a9HCNQ­~� ³ I@`OITK6?�SU;OID9¤QHCf_a9H;�SU;>IB9HM�Kl?B9Pc{CyQXC6MJKNGJ;OcsCNQ�?BM�\°ID`O`>I ³ ;>9XA 1

� I YPL�� _2Y>o *KSV_ UWOX^ hPi &Ki . i _ O �]i ^`_/. Y:O O � ibSF[ []i Q�

QT^ . �PO \)( O��Fi� Y>^l_& i'. i _PO4r"I O �7\ U4Y;&Ki'&TLm#Y�& i J¢¹¸�¦ � ���� � � ���6~¢rnD¦ � �/M ����� � �/M �����»~m#Y�& i �

Page 128: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸B¸�n

¢¹¸�¦ � ���� � ���6~¢rnD¦ � � ��� ��� � � ���� t ¢ �� � �}¦f~¢ z ¦ � �/M ����� � �/M �����»~

� I �AL�� _nY>o'*�S _VUWOR^ h i &Ki . i _PO �]i ^l_ . Y:O O � i Z \ � idQ�

Q ^:. �PO \ (�O�� i Y>^l_& i'. i _PO4r"I O �7\ U4Y;&Ki'&TLm#Y�& i J¢¹¸�¦ � � ��� ��� � � ��� ���N~¢rnD¦ � �/M ����� � �/M �����»~m#Y�& i �

¢¹¸�¦ � � ��� ��� � � � ��� ���N~¢rnD¦ � ���� � ��� t ¢ �� � �b¦f~¢ z ¦ � �/M ����� � �/M �����»~

�T;O=@;O`§?BGe`O�BYBIBSJWHC6G�`>ILKl?�SJ;>ID9�QHCf_a9H;�SU;>IB9HM±I�\Z?BQqdeRX9HKNSJ;OkDCwMJCNAD=@CN9oS�¢ ³ ;�SUW@GJC6AD?BGJQ7SUI�=@?B;O9MeC6AD=7C69oS¾¦�K6?B9¥csC,QXC6MJKNGJ;OcsCNQ­~·8»\ � � ��� �� � � ����NY«SJWHC69¥SUWXC%?BQqdeRH9HKfSU;�kDC,MJCNAD=7C69oS;OMyI'kBC6G�SUWHC7=¨?�;>9<MJCNAD=@CN9oSl~¨8»\ � ��� � � ��� ���NY½SJWHC69¶SUWHC@?BQqdeRH9XKNSU;�kDC7MJCNAD=@CN9oS�;OMRH9XQHC6G�SUWXCy=@?B;O9,MJC6AB=@CN9¡S6~8»\©?B9o�²Ea?BGeS�IB\©?B9µ?�QqdeRH9HKfSU;OkBC�MeC6AD=7C69oS�;>M%;>9 SUWXC�=@?B;>9²GeC6AD;OID9­Y�SJWHC·?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oS7;>M¯;O9¥SJWHCP=¨?B;O9�GJCNAD;>ID9�~ � SJWHC6G ³ ;>MeCBYb;�S�;>M¯IDRTS@I�\wSJWHC%=¨?B;O9�GJCNAD;>ID9�~���`>`QHCfSUCNKNSU;OID9¨EH?�SJSJC6GJ9XM}Kl?B9¨csCwQH;OkL;>QXC6Q¨;O9oSUIFS ³ I�S:�LE{C6M 1w¢¹¸�¦�?�QqdeRH9HKfSU;OkBC�MeC6AD=7C69oS�;OM±IDRTSIB\TSUWHC±=¨?�;>9yGJC6AB;>ID9 �H¢�nD¦*?BQqdeRX9HKNSJ;OkDC±MJCNAD=@CN9oSj;OM�;O9FSUWXC±=@?B;>9yGJCNAD;>IB9­~.�LID=@C�QHCfSUC6KfSU;OID9Ea?qSJSUCNGJ9HM4K6?B9�c{C�QHC6MeK6Ge;>c{C6Q�?BM�\°ID`>`OI ³ ;O9HAH~¢r?D¦ � � iY>o *KSV_ UWOX^ hPi &Ki . i _ O \ S�OB\ (&O��Fi Y ^l_ QTi . ^ \P_

8»\�?B9¥?BQ�deRH9HKNSJ;OkBC,MJC6AB=@CN9¡S�;OM©9HIBS©;>9 SUWXC,=¨?B;O9·GeC6AD;OID9­Y.SUWXC69�SUWHC%?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oSV;OMwMeEHRHGe;>IDRHMw;>9�=@IDM�S�I�\«Kl?BMeC6M[C¾ªXKNC6EXS[;OSUMwcsCN;>9HA@ID9HCFIB\.SUWXCF\°ID`O`>I ³ ;>9HAMeEsCNK6;>?B`«MeSUGeRHKNSJRHGU?�`±Ea?qSJSUCNGJ9HMN~���WXC6MJC¨MJE{C6K6;>?B`«MeSJGJRHKfSURHGJ?B`±EH?�SJSJC6GJ9XM�Kl?�9·c{C¨QHC¾�MeK6Ge;>c{C6Q�?BM�\°ID`>`OI ³ ;O9HA 1% Y:O�ORidQT_ J>r`J;r8»\ 1}¢r?o¦*SUWHC�=@?B;>9�MJC6AB=@CN9¡S�;OMjSUWHC�MeWa?BE{C�IB\sQH;>AD;�Sb¸ ��¢°c�¦�SUWXC4?BQqdeRH9HKfSU;�kDC�MJCNAD=7C69oS;OM�SJWHCbMeWa?BE{C �4��� �{¢£K'¦ZSUWHC}?BQqdeRH9HKfSU;�kDC}MeC6AD=7C69oS�;OMj?�S�SUWHCbRHEHE{C6G��»`>Cf\]SjIB\aSJWHCb=@?B;O9MeC6AD=7C69oS6YHSUWHCN9�SUWXCF?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡S®;OM�9HIBS®MJEHRXGJ;>IBRHM6~

Page 129: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸B¸ z

��WX;>M¨EH?�SJSJC6GJ9 K6?B9�c{C�MeC6C69²;O9��j;OAH~�ÁX~ � ¢��D¦¾~ �TRXK W²?B9�CfªX?B=7EH`OC�;OM¨MJWXI ³ 9 ;O9��;>AH~BÁX~ � ¢rmo¦¾~.��WHC®?BQqdeRH9XKNSU;�kDC4MJCNAD=7C69oSb;O9��j;>AX~oÁX~ � ¢rmo¦j;OM�9HIBS«MeEHRHGJ;OIDRHM«[email protected];OSJ;>ID9XM¯¢r?TY c­YuK'¦®IB\�SUWHC©?BcsI'kBC©QHCNSJC6KfSU;>IB92Ea?�SJSJC6Ge9­~[��WHC¯GeC6`§?qSUC6Q�MeSUGeRHKNSJRHGU?�`E{ID;O9¡SJM�Kl?B9Pc{CyMeC6CN9�?B9HQ%\°IDRH9XQP=7IDGeCVK6`>C6?BGJ`��¨\°GeID= �j;OAH~HÁT~ z ¢£mo¦f~% Y:O�ORidQT_ J>r���r8»\ 1}¢r?o¦*SUWHC�=@?B;>9�MJC6AB=@CN9¡S�;OMjSUWHC�MeWa?BE{C�IB\sQH;>AD;�Sb¸ ��¢°c�¦�SUWXC4?BQqdeRH9HKfSU;�kDC�MJCNAD=7C69oS;OM�SJWHCbMeWa?BE{C �d� � �{¢£K'¦ZSUWHC}?BQqdeRH9HKfSU;�kDC}MeC6AD=7C69oS�;OMj?�S�SUWHCbRHEHE{C6G��»`>Cf\]SjIB\aSJWHCb=@?B;O9MeC6AD=7C69oS6YHSUWHCN9�SUWXCF?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡S®;OM�9HIBS®MJEHRXGJ;>IBRHM6~��WX;>M�Ea?qSJSUCNGJ9 K6?B9 csC�MJCNC69!;>9 ��;>AH~®ÁX~ � ¢�¸lÁo¦f~ ��WXC�?BQqdeRH9XKNSU;�kDC MeC6AD=7C69oS2;O9��;>AH~oÁT~H!�¢ � ¦j;>M�9XIBS«MJEHRXGJ;>IBRHM«csCNKl?BRHMeC�;�S�=@CNCNSJM(.bIB9HQH;OSJ;>ID9XM®¢r?XYuc­YuK'¦.IB\�SJWHC®?Bc{I�kBCQXCNSUCNKNSJ;>ID9<Ea?�SeSUCNGJ9­~©��WXC¯GJC6`>?�SUCNQ<MeSUGeRHKNSJRHGU?�`.EsIB;>9oSUM�?B9XQ � ��Kl?B9<c{C¯MJCNC69 ?�9HQ\°IBRH9HQ�=@IBGJC�K6`OCl?BGe`O�®\°GJID=µ�j;>AX~6ÁX~ z ¢£mo¦f~½� ³ Iw?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oSJM½;O9y�j;>AH~NÁX~s!�¢��B¦?�GJC¯MJEXRHGJ;OIDRHM[c{C6K6?BRHMJC¯SJWHC¯MU?B=7EH`OC�QH;OAD;OSwKl?B9X9HIBS�=7C6CNSVhj?�SeSUC6Ge9HM�¸D~�¸¡¢£cT�»K'¦�?�9HQ¸B~ nH¢°cT�:Kl¦f~,��Wa?qS�;OMySJWHC¨?�QqdeRH9HKfSU;OkBC¨MeC6AD=7C69oSUMFIB\}SJWHC@MJ?B=7EH`>C�QH;OAD;OSy?BGeC¤?�S�SJWHCGe;>ADWoS�I�\sSJWHC�=¨?�;>9¯MJCNAD=7C69oS�?B9HQ¯SUWXC6MJCw?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oSJM±?�GJC�MJWH?BEsC4IB\sQH;OAD;OS¸B~% Y:O�ORidQT_ J>r��8»\ 1}¢r?o¦�SJWHC®=¨?B;O9¯MJCNAD=@CN9oS±;OM�QH;>AB;OS � ��IDG � ���­¢°c�¦�SUWHC®?BQ�deRH9HKNSJ;OkBCwMeC6AD=7C69oS�;>M.SJWHCMeWa?BE{C � ��� �� ��� �� � IDG � ��� � � �� �� �� �{¢°K'¦½SJWHC�?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oS�;OM.?�S�SUWHCbRHEHE{C6G��»GJ;OADWoSI�\�SJWHC�=¨?B;O9,MJCNAD=@CN9oSlYHSUWXC69�SJWHCy?BQqdeRH9XKNSU;�kDC�MJCNAD=7C69oS®;>M�9HIBS®MeEHRHGJ;OIDRHMN~��WX;>M*Ea?�SeSUC6Ge9�K6?B9Fc{C«MJCNC69�;O9y�j;>AH~lÁX~ � ¢ � ¦¾~½�wM½SJWHC«=¨?�;>9VMJCNAD=7C69oSj;O9y�j;>AH~lÁX~H!a¢�¸��o¦;OM®SJWHC�MeWa?BE{C � ��?B9HQPSUWHC�?BQqdeRH9HKfSU;�kDC�MeC6AD=7C69oS�;>M4SUWHCyMJWa?�EsC � ��� �� ��� �� � eY�SUWXC�?BQL�deRX9HKNSJ;OkDC�MeC6AD=7C69oS�;>Mj9HIBS�MeEHRHGJ;OIDRHMN~.��WHC�GJCN`§?�SJC6Q¯M�SUGJRXKNSURXGU?B`aE{ID;>9oSJM.Kl?B9�c{C}MJCNC69?�9HQP\°IBRH9HQP=@IDGeC[K6`OCl?BGe`O�@\°GJID=��j;>AH~HÁX~ z ¢�¸��o¦¾~% Y:O�ORidQT_ J>r p8»\ 1±¢£?o¦ZSJWHC�=¨?B;O9�MJC6AB=@CN9¡S�;>MZSJWHC±MeWa?BE{CbIB\XQH;>AB;OS � � �a¢£c�¦­SUWHC±?BQqdeRX9HKNSJ;OkDC�MJCNAD=7C69oS;OMbI'kDCNGbSUWXC�=@?B;>9@MJC6AB=@CN9¡S��Z¢°K'¦�SJWHC6GeC�;>M©�eGJCfkDCNGJMJCVKNGJIDMeMJ;O9HAD�©c{CNS ³ C6CN9%SJWHC�=@?B;O9?�9HQ�?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡SJM6YaSUWXC69%SUWHCy?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oS®;>M49HIBS4MeEHRHGe;>IDRHMN~��WXC@?�QqdeRH9HKfSU;OkBC¯MJCNAD=@CN9oS�;>9<�j;OAH~�ÁT~ºÁa¢£Áo¦w;OM[MJEHRXGJ;>IBRHMVcsCNKl?BRXMJC¯SUWHC�?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oS�;>M%9HIBSPI'kDCNGPSJWHC¶=¨?B;O9 MJCNAD=@CN9oSl~���WXC6GJCf\°IDGJC�Y�;OS%;>M%GeC6=7I�kBC6Q�\°GJID=SJWHC<IDGJ;OAD;>9H?B`4;>=@?BADC�;O9²�j;>AX~}ÁX~ Áa¢ � ¦fYw?B9HQ SUWHC2EXGJILK6C6MeMJCNQµGJCNMJRH`�S%;>M¤MeWHI ³ 9 ;O9

Page 130: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸B¸�!

��;>AH~XÁX~ºÁH¢��D¦¾~% Y:O�ORidQT_ J>r �8»\ 1©¢r?o¦4SUWHC©=@?B;O9�MJCNAD=@CN9oS�Kl?B9H9XIBSVc{C©GJCNK6IDAD9X;866CNQ¶?BM�SUWXC¯MJWa?BE{C¯IB\±?B9o��QX;>AD;�S �¢°c�¦�SJWHC@?BQqdeRH9HKfSU;�kDC¨MeC6AD=7C69oS�;>MyI�kBC6G©IBGFRH9XQHC6GySUWHC@=¨?B;O9<MJC6AB=@CN9¡S6YjSUWXC69·SJWHC?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡Sw;>M�9XIBS4MJEHRXGJ;>IBRHM6~

�L;>=7;>`§?�G�SUIPSUWHC¨?BcsI'kBC¨QHCfSUC6KfSU;OID9·Ea?qSJSUCNGJ9HM@¸D~�¸N� ¸D~s!HY½IBSUWXC6GyQHCNSJC6KNSJ;>ID9·Ea?�SJSJC6Ge9HMK6?B9¨c{C®K6ID9HM�SUGeRHKNSJC6Q,;O\{SUWXC�?BQ�deRH9HKNSJ;OkBC�MJCNAD=7C69oSb;OM±IBRXS�IB\�SJWHC�=@?B;>9�GeC6AD;OID9¨?�9HQSJWHC�=¨?�;>9,MJCNAD=7C69oS®;>M}SUWXCyMeWa?BE{CFI�\jIBSJWHC6G�QX;>AD;�SUM6~��WXC6GJCf\°IDGJC�Ys;�\�SJWHCF?BQqdeRH9HKfSU;�kDCyMJC6AB=@CN9¡Sw;>M4IDRTS�IB\½SUWXCF=@?B;>9%GeC6AD;OID9­Y ³ WHCfSUWHCNG�;OS;OMy?%MeEHRHGe;>IDRHMyMJCNAD=7C69oSyKl?B9�csC�QHCfSUC6Ge=@;O9HC6Q¶ca?BMeC6Q�ID9�KNID9HM�SUGJRXKNSUCNQ QHCfSUC6KfSU;OID9EH?�SJSJC6GJMN~�8»\.SUWXCF=@?B;>9P?B9XQ�?BQqdeRX9HKNSJ;OkDCyMJCNAD=7C69oSUMw=@CNCNSwID9HCyIB\jSJWHC©?B`O`­E{IDMJMe;>cH`OCQXCNSUCNKNSJ;>ID9%Ea?�SeSUCNGJ9HMy¢°ID9H`O��_HkBC�QHCNSJC6KNSJ;>ID9,EH?�SJSJC6GJ9XM�csCN;>9HA¯QHCNMJKNGJ;>c{C6Q%WHCNGJCl¦fYXSJWHC?�QqdeRH9HKfSU;OkBC�MeC6AD=7C69oS[;OMw9XIBS[MeEHRHGJ;OIDRHMN~ � SJWHC6G ³ ;>MJC�YsSJWHC©?BQ�deRH9HKNSJ;OkBC�MJCNAD=7C69oS[;OMMeEHRHGe;>IDRHMN~

¢°c�¦ � � iY>o *KSV_ UWOX^ hPi &Ki . i _ O"^`_ O � i Y>^l_ QXi'. ^ \ _8»\�SJWHC©?�QqdeRH9HKfSU;OkBC�MeC6AD=7C69oSUM[?BGJCy;>9PSUWHCF=¨?B;O9�GeC6AD;OID9­YaSUWXC69�=7IDMeSwIB\.SJWHC6=�?BGeC9XIBS}MeEHRHGJ;OIDRHMN~�3«MeEsCNK6;>?B`>`��DY ³ WHC69¤SJWHC[?BQ�deRH9HKNSJ;OkBC[MJCNAD=@CN9oS�;>M�K6`OIDMJC®SUI�SJWHC[=7;>QT�QX`>C�IB\bSJWHC�=¨?�;>9<GJCNAD;>ID9�Y½;�S�;>M�9HIBSyQHCfSUCNKNSUCNQ�?BMy?%MJEHRHGe;>IDRXMFMeC6AD=7C69oSl~@��WH;>M�;OMc{C6K6?BRHMeC¤SUWa?�S©?�MJEXRHGJ;OIDRHM�MeC6AD=7C69oS¯;OM�=@?BQHC@c¡��cH;O9a?BGe�¶MeC6AD=7C69oS ?qSU;>IB9·IB\�SJWHC9XC6;>ABWLc{IDGe;>9HA�WH?B9HQ ³ Ge;OSJSJC69¥QH;OAD;OSJM6~¶�wI ³ CNkDCNG6Y±;>9�MJIB=@C¤K6?BMJCNM6Y«SUWHC%?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oS�;O9·SUWHC¨QH;>AD;�SF_HC6`>Q·;>M©9HI�S¯?�GJC6?BMJIB9a?BcH`OC¤Ea?BG�S©IB\4SUWXC¤=¨?�;>9·MeC6AD=7C69oS6YSJWHC69�SUWHC,?�QqdeRH9HKfSU;OkBC¨MeC6AD=7C69oS©;OMFMeEHRHGe;>IDRHMN~��LID=@C@QHCNSJC6KfSU;>IB9·Ea?�SeSUCNGJM©K6?B9·c{CKNID9HM�SUGJRXKNSUCNQ7SJIVQHCNSJC6Ge=@;O9HC ³ WHCfSUWHCNG«?B9�?BQqdeRH9XKNSU;�kDC�MeC6AD=7C69oS«;>MjMJEHRHGe;>IDRXM.IDG.9HI�S?�M4\°IB`>`>I ³ ;O9HA 1% Y:O�ORidQT_ ��r`J8»\ 1®¢£?o¦�SJWHCV=¨?�;>9¨MeC6AD=7C69oS4;OMbSUWHCVMeWa?BE{CVIB\½QH;>AB;OSUM}nd��IDG4nT� �*¢£ca¦�SUWHC�?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oS�;>M®RH9HQHCNGwSUWXC�RHEHE{C6G¹�:`OCN\]S¨�eC69XQH�¤E{ID;>9oS®IB\.SJWHCF=@?B;O9�MeC6AD=7C69oS �.¢£Kl¦�SJWHC?�QqdeRH9HKfSU;OkBCbMeC6AD=7C69oS.;OM½SJWHCbMeWa?BE{C � ��� �� ��� �� �� IDG � ��� �� ��� �� � YD?B9XQ�;OS�;>M�?�S½SUWHC±RHEHE{C6G¹�`OCN\]S�I�\ZSUWHCV=@?B;>9¨MJC6AB=@CN9¡S��*¢£Qa¦�SUWHCNGJCV;OM��eGJCfkDCNGJMJC�KNGJIDMeMJ;>9XAD�¯csCfS ³ CNC69PSUWHC[=@?B;O9?�9HQ�?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡SJM6YaSUWXC69%SUWHCy?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oS®;>M49HIBS4MeEHRHGe;>IDRHMN~

Page 131: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸B¸ �

��WX;>M[Ea?qSJSUCNGJ92K6?B92csC�MJC6CN9<;>92�j;OADM6~sÁX~ � ¢�nLY z ¦¾~V|}?BMeC6Q<ID9�SJWHC¯?Bc{I'kDC¯QHCfSUC6KfSU;OID9EH?�SJSJC6GJ9�YLSJWHC®?BQqdeRH9HKfSU;�kDC®MJC6AB=@CN9¡S±;>97�j;OAH~oÁX~s!�¢£Áo¦.Kl?B9H9XIBS�=@CNCNS±hj?�SeSUCNGJ9,nL~O¸¡¢°c�¦fY?�9HQ<;OSV;OM[MJEHRXGJ;>IBRHM6~F��WHC�GJC6`>?�SUCNQ2MeSJGJRHKfSURHGJ?B`�EsIB;>9oSUMV?�9HQ �eC69HQX�PE{ID;O9¡S�Kl?B9<c{CMeC6CN9�?B9HQ%\°IDRH9XQP=7IDGeCVK6`>C6?BGJ`��¨\°GeID= �j;OAH~HÁT~ z ¢£Áo¦f~% Y:O�ORidQT_ ��r��8»\ 1}¢r?o¦*SUWHC�=@?B;>9�MJC6AB=@CN9¡S�;OMjSUWHC�MeWa?BE{C�IB\sQH;>AD;�S z ��¢°c�¦�SUWXC4?BQqdeRH9HKfSU;�kDC�MJCNAD=7C69oS;OMy?�S�SUWHC7`>I ³ C6G��»`>Cf\]S�IDG�RHEHE{C6G��»`>Cf\]SFI�\bSUWXC@=@?B;>9<MeC6AD=7C69oS ��¢£K'¦�SJWHC¨?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oSw;>M4ID9HCyIB\�SUWHCyMJWa?�EsCNMwIB\jQH;>AB;OS�¸ ��¢£Qa¦}SJWHC6GeCF;OM@�eGJCfkDC6GeMJC©KNGJIDMeMJ;O9HAD�7csC¾�S ³ C6CN9¶SJWHC¯=@?B;>92?�9HQ¶?BQqdeRH9HKfSU;�kDC¯MJCNAD=7C69oSUMNY­SUWHCN9<SJWHC�?BQqdeRX9HKNSJ;OkDC¯MeC6AD=7C69oS�;OM9XIBS®MJEHRHGe;>IDRXM6~��WX;>MZEa?�SeSUCNGJ9�Kl?B9�c{C�MJCNC69y;>9��j;OAH~6ÁT~ � ¢ !¡¦f~½��WHC«?BQ�deRH9HKNSJ;OkBC�MeC6AD=7C69oS*;O9��j;>AH~NÁX~s!�¢`!o¦;OMV9HIBSVMeEHRHGe;>IDRHMVcH?BMJCNQ�ID92SJWHC�?Bc{I�kBC�QHCNSJC6KNSJ;>ID9<Ea?qSJSUCNGJ9­~F��WHC�GJCN`§?�SJC6Q2MeSJGJRHK¾�SJRHGU?�`wE{ID;>9oSJM¨?B9XQ �eCN9HQH� E{ID;>9oS@Kl?B9ÀcsCPMJCNC69²?B9HQ \°IDRH9HQ =@IDGeC�KN`>C6?BGJ`���\°GJID=��;>AH~XÁX~ z ¢`!¡¦¾~% Y:O�ORidQT_ ��r��8»\ 1}¢r?o¦*SUWHC�=@?B;>9�MJC6AB=@CN9¡S�;OMjSUWHC�MeWa?BE{C�IB\sQH;>AD;�S ! ��¢°c�¦�SUWXC4?BQqdeRH9HKfSU;�kDC�MJCNAD=7C69oS;OM�I'kDC6G®RHEHE{C6G¹�:`OCN\]S4IDG�RHEXEsCNG��:Ge;>ADWoS@�eCN9HQH�7EsIB;>9oS�IB\½SUWHC�=@?B;>9,MeC6AD=7C69oS��½¢£K'¦bSJWHC?�QqdeRH9HKfSU;OkBC¯MJCNAD=@CN9oSV;>M[IB9HC©IB\�SJWHC¯MJWa?�EsCNM � ��� �� �� ��� ��±IBG �:��� �� �� � � �� ��¢£Q�¦4SUWHCNGJC©;OM��GJCNkBC6GeMJC�KNGJIDMeMJ;O9HAD�¶csCfS ³ CNC69ÀSJWHC%=¨?B;O9¥?B9HQ ?BQqdeRH9XKNSU;�kDCPMJCNAD=@CN9oSUM6Y±SUWHCN9�SJWHC?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡Sw;>M�9XIBS4MJEHRXGJ;>IBRHM6~��WX;>M,Ea?�SeSUCNGJ9�Kl?B9²c{C2MJC6CN9 ;O9²�j;>AX~}ÁX~ � ¢ � ¦f~ ��WXC�?�QqdeRH9HKfSU;OkBC2MJCNAD=@CN9oS�¸2;O9��;>AH~�ÁX~s!�¢¹¸�¦4K6?B9�9HI�S�=7C6CfS[h�?�SJSJC6GJ92nT~ z ¢£c­YuK'¦¾Y�?B9XQ�;OS®;>M®MJEXRHGJ;OIDRHM6~®��WHCFGJC6`>?�SUCNQM�SUGeRHKNSJRHGU?B`®E{ID;>9oSUM7?B9XQ �eCN9HQH�·E{ID;O9¡SJM@K6?B9Àc{CPMJC6CN9 ?B9HQ�\°IDRH9HQ =@IBGJC%K6`OCl?BGe`O�\°GeID= �j;OAH~HÁT~ z ¢¹¸�¦f~% Y:O�ORidQT_ ��r p8»\ 1�¢£?o¦@SUWXC¶=@?B;O9�MJCNAD=@CN9oS�;OM¤SUWHC<MeWa?BE{C¶I�\�QH;OAD;OS �W� �¤¢°c�¦@SUWXC�?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oS,;OM¨I'kDCNG¨SUWXC�RHEHE{C6G¹�:`>Cf\]S¤IDG@RHEHE{C6G¹�:GJ;OADWoS���C69HQH��E{ID;O9¡SJM¨IB\VSJWHC�=@?B;O9MeC6AD=7C69oS��©¢°K'¦©SUWHC�?BQqdeRH9XKNSU;�kDC�MJC6AB=@CN9¡S@;>M¯SJWHC�MeWa?BE{C6M �:��� �� �� ��� ��VIDG � ��� �� �� � � �� �¢°Q�¦«SJWHC6GeC[;>M©�eGJCfkDCNGJMJCVKNGJIDMeMJ;O9HAD�©c{CNS ³ C6CN9%SJWHC[=@?B;>9@?B9HQ%?�QqdeRH9HKfSU;OkBC�MeC6AD=7C69oSUMNYSJWHC69%SUWXCF?�QqdeRH9HKfSU;OkBCFMeC6AD=7C69oS®;>M�9XIBS4MJEHRXGJ;>IBRHM6~��WX;>M7Ea?�SJSJC6Ge9ÀKl?�9 c{C�MeC6CN9�;>9��j;OAH~�ÁX~ � ¢�¸ z ¦f~ ��WHC�?�QqdeRH9HKfSU;OkBC�MeC6AD=7C69oS�¸�;O9

Page 132: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸B¸'Á

��;>AH~�ÁX~H!a¢ z ¦�K6?B9�=7C6CfS�SUWHC7?Bc{I'kDC7QHCNSJC6KNSJ;>ID9¶Ea?�SeSUCNGJ9­Y½?B9HQ¶;OS[;>M�9HIBS�MeEHRHGJ;OIDRHMN~��WXC}GJCN`§?�SJC6Q©M�SUGJRXKNSURXGU?B`TEsID;O9oSUM�?B9HQ<�eCN9HQH�VE{ID;>9oSJM�K6?B9¯csC±MJCNC69�?B9HQF\°IDRH9HQ©=7IDGeCKN`>C6?BGJ`��¨\°GJIB= �j;OAH~HÁX~ z ¢ z ¦f~% Y:O�ORidQT_ ��r �8»\ 1y¢£?o¦}SUWHCF=¨?B;O9�MeC6AD=7C69oS�;>M4SUWHCFMJWa?BE{C�I�\�QH;>AB;OS �W� �.¢£c�¦}SUWXC©?BQqdeRX9HKNSJ;OkDC�MJC6Aq�=7C69oSV;OM�c{CNS ³ C6CN9<SJWHC©RHEXEsCNG��:`OCN\]S[?B9HQ2RHEHE{C6G¹�:Ge;>ADWoS¤�eC69HQX�,EsID;O9oSUM�I�\�SUWHC©=@?B;O9MeC6AD=7C69oS��}¢°K'¦wSUWXC@?�QqdeRH9HKfSU;OkBC¯MJCNAD=@CN9oSF;OM[ID9HC�IB\«SJWHC�MJWa?BE{C6M�IB\�QH;OAD;OS�¸DY­SUWXC69SJWHCy?BQqdeRH9XKNSU;�kDC�MJCNAD=7C69oS�;OM�9HIBS4MeEHRHGJ;OIDRHMN~��WX;>M7Ea?�SJSJC6Ge9ÀKl?�9 c{C�MeC6CN9�;>9��j;OAH~�ÁX~ � ¢�¸ z ¦f~ ��WHC�?�QqdeRH9HKfSU;OkBC�MeC6AD=7C69oS¤n<;O9��;>AH~�ÁX~H!a¢ z ¦�K6?B9�=7C6CfS�SUWHC7?Bc{I'kDC7QHCNSJC6KNSJ;>ID9¶Ea?�SeSUCNGJ9­Y½?B9HQ¶;OS[;>M�9HIBS�MeEHRHGJ;OIDRHMN~��WXC}GJCN`§?�SJC6Q©M�SUGJRXKNSURXGU?B`TEsID;O9oSUM�?B9HQ<�eCN9HQH�VE{ID;>9oSJM�K6?B9¯csC±MJCNC69�?B9HQF\°IDRH9HQ©=7IDGeCKN`>C6?BGJ`��¨\°GJIB= �j;OAH~HÁX~ z ¢ z ¦f~% Y:O�ORidQT_ ��r �8»\ 1y¢£?o¦}SUWHCF=¨?B;O9�MeC6AD=7C69oS�;>M4SUWHCFMJWa?BE{C�I�\�QH;>AB;OS �W� �.¢£c�¦}SUWXC©?BQqdeRX9HKNSJ;OkDC�MJC6Aq�=7C69oSy;>MVRX9HQHC6GVSJWHC�=¨?B;O92MJCNAD=@CN9oS ��¢°Q�¦wSUWXC6GJC7;>MP��GJCNkBC6GeMJC7K6GJIBMJMJ;O9HAD�PcsCfS ³ CNC69SJWHC�=@?B;>9�?B9HQ�?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oSJM6YoSUWHCN9¯SUWHC�?�QqdeRH9HKfSU;OkBC�MJCNAD=@CN9oS«;>Mj9XIBS�MJEXRT�Ge;>IDRXM6~��WX;>M�Ea?�SeSUCNGJ9%Kl?B9%c{C�MJC6CN9�;O9%�j;>AX~XÁX~ � ¢¹¸'mo¦f~.|}?BMJCNQ�IB9%SJWHC�?Bc{I'kDC�Ea?�SeSUC6Ge9­YXSJWHC?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡SJMw;O9P�j;>ADMN~HÁX~ Áa¢rnTYH!o¦}?BGJC�9HIBS4MeEHRHGe;>IDRHMN~% Y:O�ORidQT_ ��r �8»\ 1@¢£?o¦wSUWHC7=@?B;>92MeC6AD=7C69oSy;>M[SJWHC@MeWa?BE{C�IB\bQX;>AD;�SUMy�d� � � � �[IBGy� �(� �}¢°c�¦�SUWHC7?BQL�deRX9HKNSJ;OkDC@MJCNAD=@CN9oS�;OMyRX9HQHC6G�SUWXC@=@?B;>9<MeC6AD=7C69oS �®¢°K'¦[SUWHC@?BQqdeRX9HKNSJ;OkDC7MJCNAD=7C69oS;OM©ID9HC,I�\®SJWHC,MJWH?BEsCNM � ��� �� �� ��� �� ?B9XQ � ��� �� �� � � �� Y«IDG � � � �[¢£Q�¦�SUWHCNGJC%;>M<��GJCNkBC6GeMJCKNGJIDMeMJ;O9HAD��csCfS ³ CNC69PSUWHC�=@?B;>9,?�9HQ�?�QqdeRH9HKfSU;OkBCVMJCNAD=@CN9oSUM6YaSJWHC69,SUWXCF?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oS®;>M�9XIBS®MJEHRHGe;>IDRXM6~��WX;>M�Ea?�SeSUC6Ge9·K6?B9�c{C�MJCNC69·;O9·��;>ADMN~ZÁX~ � ¢�¸�!XYO¸ � ¦f~¯��WHC@?BQqdeRH9XKNSU;�kDC7MJCNAD=@CN9oSF;O9��;>AH~jÁX~H!a¢ � ¦�K6?B9H9HIBS�=7C6CfS7hj?�SeSUCNGJ9 nL~ �H¢°c�¦fY�?B9XQ�;�S�;>M¯MeEHRHGJ;OIDRHMN~���WHC%GJC6`>?�SUCNQM�SUGeRHKNSJRHGU?B`®E{ID;>9oSUM7?B9XQ �eCN9HQH�·E{ID;O9¡SJM@K6?B9Àc{CPMJC6CN9 ?B9HQ�\°IDRH9HQ =@IBGJC%K6`OCl?BGe`O�\°GeID= �j;OAH~HÁT~ z ¢ � ¦f~% Y:O�ORidQT_ ��r �8»\ 1w¢£?o¦±��WHCy=¨?�;>9¤MeC6AD=7C69oS®;>M}SJWHC�MJWa?BE{C�IB\�QH;>AD;�S � ¢£9XI7RXEHEsCNG4;>9oSUCNG�K6ID9oSUIBRHG ¦ �

Page 133: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸B¸��

¢°c�¦�SUWXC�?BQqdeRH9XKNSU;�kDC�MeC6AD=7C69oS«;>MjRH9HQHCNG«SJWHC}=@?B;>9�MJC6AB=@CN9¡S��s¢£K'¦�SJWHC6GeC�;>M���GJCNkBC6GeMJCKNGJIDMeMJ;O9HAD��csCfS ³ CNC69PSUWHC�=@?B;>9,?�9HQ�?�QqdeRH9HKfSU;OkBCVMJCNAD=@CN9oSUM6YaSJWHC69,SUWXCF?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oS®;>M�9XIBS®MJEHRHGe;>IDRXM6~��WX;>M�Ea?qSJSUCNGJ9 K6?B9 csC�MJCNC69!;>9 ��;>AH~®ÁX~ � ¢�nL¸�¦f~ ��WXC�?BQqdeRH9XKNSU;�kDC MeC6AD=7C69oS2;O9��;>AH~�ÁT~H!�¢rnD¦©;>M�MJEXRHGJ;OIDRHM7csCNKl?BRHMeC�;�S�Kl?B9H9XIBS¨=7C6CfS�SUWHC�hj?�SeSUCNGJ9²nT~ ma¢°c�¦f~ ��WHCGeC6`>?�SUCNQPM�SUGeRHKNSJRHGU?B`ZE{ID;O9¡SJM6Y;� ��Y ��� ?B9HQÀ�eC69HQX�7E{ID;O9¡SJM�Kl?B9Pc{CVMJC6CN9�?B9XQP\°IDRX9HQ=7IDGeCVK6`>C6?BGJ`��¨\°GeID= �j;OAH~HÁT~ z ¢rnD¦f~% Y:O�ORidQT_ ��r �8»\ 1±¢£?o¦ZSJWHC�=¨?B;O9�MJC6AB=@CN9¡S�;>MZSJWHC±MeWa?BE{CbIB\XQH;>AB;OS½m � �a¢£c�¦­SUWHC±?BQqdeRX9HKNSJ;OkDC�MJCNAD=7C69oS;OM«I�kBC6G�SUWHC®RHEHE{C6G¹�:`>Cf\]S«IDG«RHEHE{C6G¹�:GJ;OADWoS��eC69HQX��E{ID;>9oSUM«IB\sSUWHC®=@?B;>9¯MeC6AD=7C69oS�?�9HQ;OM�csCfS ³ CNC69�SJWHC6=PYXSJWHC69PSUWHCy?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oS®;>M�9HI�S4MJEHRHGe;>IDRXM6~��WX;>M©Ea?qSJSUCNGJ9�K6?B9 c{C¤MJCNC69¥;>9·�j;>AH~½ÁX~ � ¢¹¸ � ¦f~�|}?BMJCNQ�ID9·SJWHC,?Bc{I'kDC,QHCfSUC6KfSU;OID9EH?�SJSJC6GJ9�YDSUWHC4?BQ�deRH9HKNSJ;OkBC�MJC6AB=@CN9¡S«;O9¯�j;OAH~BÁT~ºÁa¢ � ¦�;OM.MJEHRXGJ;>IBRHM�?BM�;�S.Kl?�9H9HIBS«=7C6CfSh�?�SJSJC6Ge9�nL~ � ¢°c�¦fYX?B9HQ,;�Sb;OM}GJCN=@I'kDCNQ¤\°GJID=��j;OAH~LÁX~ºÁH¢rmo¦¾~���WHC�_a9a?�`�EHGeITKNC6MJMeC6QPGJC¾�MeRH`OS4;OM4MJWHI ³ 9P;>9P�j;>AX~HÁX~ Áa¢ � ¦f~% Y:O�ORidQT_ ��r`J �8»\ 1[¢r?o¦���WHCF=¨?B;O9%MJC6AB=@CN9¡SwKl?�9H9HIBSwcsCyGJCNK6IDAB9H;86NC6Q2?BM4SUWXCFMeWa?BE{C�IB\.?B9o��QX;>AD;�S �¢°c�¦±SUWXC�?BQqdeRH9HKfSU;�kDCVMJCNAD=7C69oS4;>M};O9¤SUWHCV=@?B;O9¤GJCNAD;>ID9�YTSUWXC69,SUWHC�?�QqdeRH9HKfSU;OkBC�MJC6Aq�=7C69oS®;>M�9XIBS4MJEHRXGJ;>IBRHM6~8:9©�j;>AH~�ÁT~ �H¢£mo¦fYqc{C6Kl?�RHMJCbSJWHC�=¨?B;O9FMeC6AD=7C69oSjKl?B9H9XIBS.c{C±GeC6KNIDAD9H;�66C6Q©?BM½SJWHCbMeWa?BE{CI�\½?B9o�¨QH;OAD;OS6YL?B9HQ¨S ³ I�?BQqdeRH9XKNSU;�kDC[MeC6AD=7C69oSJM�?BGJCw;>9¨SJWHC�=@?B;O9¨GJCNAD;>IB9­YLSJWHCN�¨?BGeC9XIBS®MJEHRHGe;>IDRXM�ca?BMJCNQ�ID9,SJWHCyhj?�SeSUC6Ge92nT~�¸��X~�L;>=7;>`§?�G®SJI%SJWHC7?Bc{I�kBC7hj?�SeSUC6Ge9HMFnT~�¸N��nT~ � Y*?B`O`jE{IDMJMe;>cH`OC¯QHCNSJC6KfSU;>IB9¶EH?�SJSJC6GJ9XMyK6?B9c{C�KNID9HMeSJGJRHKfSUCNQ�cH?BMJCNQ�IB9ÀSUWHC�GJC6`>?�SU;OID9Àc{CNS ³ C6CN9 SUWHC�=@?B;O9�?B9HQ²?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oSJM6~|b?BMJCNQ¨ID9�SUWHCw?Bc{I'kDC®K6ID9HM�SUGeRHKNSJC6Q¤QHCfSUCNKNSU;OID97Ea?�SJSJC6Ge9HM6Y ³ C®Kl?�9¨QHCfSUC6KfS ³ WXCNSUWXC6G?�9 ?BQqdeRX9HKNSJ;OkDC¶MJCNAD=7C69oS�;OM%MJEHRHGe;>IDRXM�;O9²SJWHC¶QH;>AD;�S ?B`w_aC6`OQ ;�\FSJWHC·?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oS®;>M�;O9,SUWHC�=@?B;>9,GeC6AD;OID9­~��C�Kl?�9¯MJC6C�SJWa?�S�;�\aSUWHC}=@?B;O9©MJCNAD=@CN9oS«IB\{?[QH;>AB;OS½_aC6`OQ¯;>M.GeC6K6IBAD9H;86NC6Q7?BM�?[MeWa?BE{CI�\4?�QH;OAD;OS6Y­SUWHC@QH;>AB;OSV_aCN`>Q·=@?l�29HIBSFc{C@SUWXC@MJ?B=@C@?BM�SUWHC@MJWa?�EsC7IB\}SJWHC@=@?B;O9MeC6AD=7C69oS6~��aIDGwCfªX?B=7EH`>C�Y�SUWHC�MJWa?BE{C6MVI�\�SJWHC¯=@?B;>9�MJC6AB=@CN9¡SJMV;>92��;>ADMN~­ÁX~ Áa¢�nLYH!¡¦

Page 134: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸B¸'m

?�GJC7GJC6KNIDAD9H;�66CNQ ?BM�SUWHC7MJWH?BEsC7IB\bQH;>AD;�S �W�lY½cHRXSySUWHCN;>G�QH;OAD;OSV_aCN`>QHMF?BGeC@QH;OAD;OSJM �?�9HQ�m¯GeC6MJE{C6KfSU;�kDC6`��D~

�%$�� ��/7)23�9l1 <.56/7)� 9HC ³ ?B9HQ¯Cf¬@KN;>CN9¡S«=7CNSJWHILQ©Wa?BM.c{C6CN9¯QHCNkBC6`OIDEsCNQ¯SUI�?B9a?�`O�'66C�YDGJCNK6IDAD9X;866C}?B9HQ¯QHCfSUC6KfSWa?�9HQ ³ GJ;�SJSJC69 QH;OAD;OSJM ³ WH;OK W�K6ID9oSU?B;>9�?�QqdeRH9HKfSU;OkBC¤MJCNAD=7C69oSUM¯;O9·SUWHC¨QH;>AD;�SF_HC6`>Q�~2��WHC=@?B;>9@?B9HQ¨?BQqdeRH9XKNSU;�kDC[MeC6AD=7C69oS6YH?B9HQ@=¨?�;>97GJC6AB;>ID9¨?BGJCwQHCN_a9XC6Q­~«��WHCwMJWa?BE{C[GeC6K6IBAD9H;��SJ;>ID9�IB\�=¨?B;O9�?B9XQ2?BQqdeRH9XKNSU;�kDC¯MeC6AD=7C69oSUMV;OM�QH;OMJKNRHMJMeC6Q­~y��`O`�E{IDMJMe;>cH`OC�=7IDGJEXWHID`>IBAD;>K6?B`M�SUGJRXKNSURXGJC6MVI�\±=@?B;O9�?B9HQ¶?BQ�deRH9HKNSJ;OkBC©MJCNAD=@CN9oSUMy?BGJC�QHCNSJC6GJ=7;>9XC6Q2ca?BMeC6Q<ID9�SJWHC6;OG�MJC¾�Ge;>C6MbIB\½MeSUGeRHKNSJRHGU?�`­EsIB;>9oSUMNYXADCNID=@CfSUGe;>Kl?�`s`OITK6?�SU;OID9¨IB\½M�SUGJRXKNSURXGU?B`­E{ID;O9¡SJM6YLSUWHCVEHGeIDE{C6GeS:�IB\4K WH?B;>9 KNITQXC6M¯;>9·`>;>9XC6M6YjK6ID9oSUIBRHG©EHGeIDEsCNGeSJ;>C6MNY«?B9HQ SJWHC¤GJCN`§?�SJ;>ID9·?B9a?B`��LMJ;>MFcsCfS ³ CNC69=@?B;>9¨?B9HQ,?�QqdeRH9HKfSU;OkBCVMJCNAD=@CN9oSUM6~«��WHC�QHCNSJC6KNSJ;>ID9,EH?�SJSJC6GJ9XM}IB\*MJEXRHGJ;OIDRHM}MeC6AD=7C69oS®?BGeCQHCNMJKNGJ;>c{C6Q�ca?�MJC6Q7ID9¯SUWXC�GJC6KNIDAD9H;�SU;OID9¯GJCNMJRH`�SUM�IB\{=@?B;>9¯?�9HQ7?BQqdeRH9HKfSU;�kDC4MJCNAD=@CN9oSUM6YoSJWHCGeC6`§?qSU;>IB9<?B9a?B`��TMe;>MVc{CNS ³ C6CN9 =¨?�;>9<?B9HQ·?BQqdeRH9XKNSU;�kDC�MJCNAD=7C69oSUMNY ³ WH;OK W�;OMyQXCNSUCNGJ=7;>9HCNQ;O9¶SJC6GJ=7M�IB\}SJWHC@=7IDGeEHWHID`OIDAD;>K6?B`jM�SUGeRHKNSJRHGJCNM�IB\�WH?B9HQ ³ Ge;OSJSJC69�QH;>AD;�SUMN~7��C¨KNID9HMeSJGJRHKfS?B9XQ2CfªLSUGJ?BKNSy?B`O`jE{IDMJMe;>cH`OC©GJCNK6IDAB9H;OSJ;>ID9�EH?�SJSJC6GJ9XMVIB\�=¨?B;O92?B9HQ<?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡SJM?B9XQ¨QHCfSUC6KfSU;OID9¤Ea?�SeSUCNGJ9HM}I�\ZMJEHRXGJ;>IBRHMbMeC6AD=7C69oS�;O9¨QH;OAD;OS�_aCN`>Q¨\°GeID=�?�Qa?qS ?Bca?�MJC ³ WX;>K WKNID9HMJ;OMeSJM[IB\�nT¸��¨MU?B=7EH`OC�Wa?B9XQ ³ GJ;�SJSUCN9�QH;OAD;OSJM6~®��WHC7nT¸��7MU?B=7EH`>CFWa?B9HQ ³ GJ;OSeSUCN9�QH;>AB;OSUM?BGeC4MJC6`OC6KfSUC6Q@\°GJID= SJWHC �y~ �{~Ttw?�SU;OID9a?B`X8:9HMeSJ;OSURTSUC®IB\*�TKN;>CN9HK6C�?B9HQ¨�½C6K WX9HID`>IBAB��¢rt®8��T�®¦Qa?qS ?Bca?�MJCB~���WXC6GJC�?�GJC !onTYºÁ � mFcH;O9a?BG��@WH?B9HQ ³ Ge;OSJSJC69,QH;OAD;OSJM±;O9¨SUWXC[Qa?�SU?Bca?BMeC[IB\½tw8��L�V~8»S®K6IB9¡SU?B;>9XM�?Bc{IDRXS z YºÁ z ¸FWa?�9HQ ³ GJ;�SJSJC69�QX;>AD;�SUM ³ WH;OK W�KNID9oS ?B;O9�?BQ�deRH9HKNSJ;OkBCFMeC6AD=7C69oSUMN~�aIDG�SUWXC6MJCFWa?B9HQ ³ GJ;OSeSUCN9�QH;OAD;OSJM6YHSUWXC�GU?qSUCyIB\.KNIDGJGeC6KNS�QHCNSJC6KfSU;>IB9�IB\�MeEHRHGe;>IDRHM®MJCNAD=7C69oS;O9 SUWXC6;>G7QH;OAD;OS�_aCN`>Q�;OM � � ~�¸ � ~ �wI ³ CfkDCNG6YwSJWHC�WH?B9HQ ³ Ge;OSJSJC69�QX;>AD;�SUM ³ ;OSUW MJEHRXGJ;>IBRHMMeC6AD=7C69oSUM4?�GJCV9HIBS4EXGJILK6C6MeMJCNQ�?B9XQPGeC6KNIDAD9H;�66C6Q%;O9,MJID=7CV=@CfSUWHILQHM�MeRHK W�?�M�MeSUGeRHKNSJRHGU?�`?B9XQÀ?BG�SU;�_aK6;>?B`}9HCNRHGU?B`49HCfS ³ IBGJ¼ gu�&� � Áqp�Ywg �­� � � � � p�~ ��WHC6GeCN\°IDGeCBYbSJWHC6;OG7GeC6KNIDAD9H;�SU;>IB9GeC6MJRX`OSUM[?BGJC¯9HI�SVEsCNGe\°CNKNSl~y��WHC¯GeCl?BMeID9 ³ W¡��SUWHC©9XC ³ ?�`>ADIDGe;OSJWH= ;>Mw=@IDGeC©CN¬7KN;>C69oS�;OMSJWa?�S�?B`>`*E{IDMJMe;>cH`OCF;O9X\°IDGJ=@?�SJ;>ID9%IB\�=7IDGeEHWHID`OIDAD;>K6?B`­M�SUGJRXKNSURXGJC6MVI�\�Wa?B9HQ ³ GJ;OSeSUCN9�QH;>AB;OSUM;OM[RHMJCNQ­~�8:9�MeID=7C¯Kl?BMeC6M6Y*SUWXC7=7CNSJWHILQ¶;OM[\£?B;>`OC6Q­~��aIDG[CfªX?B=7EH`OCBYZSUWHC¯IBGJ;>AB;>9a?B`½;>=@?BADC;OM@MeWHI ³ 9�;O9��j;OAH~«ÁX~º�H¢�¸'¦fY4?B9HQÀ;OSUM@=¨?�;>9�MJC6AB=@CN9¡S¤;>M7GJC6KNIDAD9H;�66CNQ²?BM@SJWHC�MeWa?BE{C�IB\

Page 135: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸B¸ �

¢¹¸�¦ ¢rnD¦ ¢ z ¦ ¢`!¡¦

¢ � ¦ ¢£Áo¦ ¢r�D¦

¢£mo¦ ¢ � ¦ ¢�¸��o¦�j;OADRHGJCbÁX~ ÁQ1.�LC6AD=7C69oS�GeC6K6IBAD9H;OSJ;>ID9©?B9HQ¯QHCfSUC6KfSU;OID9P¢£MeEHRHGJ;OIDRHM.IBG.9HIBS ¦�IB\�IBSJWHC6G.SJWHGJCNC�MU?B=7EH`>C;>=@?BADCNM6~

Page 136: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸'n �

QH;OAD;OS �P?�9HQ¶SJWHC7?BQqdeRH9XKNSU;�kDC7MJCNAD=@CN9oSF;OM�;>92SUWHC�=@?B;>92GeC6AD;OID9­Y ³ WH;OK W·?BGeC�MJWHI ³ 9·;O9�j;OADM6~TÁX~º�H¢�¸BY nD¦¾~�|}?BMeC6Q%ID9Phj?qSJSUCNGJ9�nT~�¸�!HYLSUWHCV?�QqdeRH9HKfSU;OkBCVMJCNAD=@CN9oS4;>M}9HI�S4?©MJEHRXGJ;>IBRHMMeC6AD=7C69oSVc{C6K6?BRHMJC�;�S[;>M�I�kBC6G[SJWHC¯=¨?�;>9�MeC6AD=7C69oSlY­?B9HQ2SUWHCF_a9a?B`.EXGJILK6C6MeMJCNQ�GeC6MJRX`OSV;OMMeWHI ³ 9�;O9<�j;>AH~sÁX~º�H¢ z ¦f~F��C¯Kl?�9¶MeC6C¯SUWH?�SVSUWH;OM[;>M�?¨\°R+6 6N��Kl?BMeC@?�M[SUWHC¯Wa?�9HQ ³ GJ;�SJSJC69QH;OAD;OSj=@;OADWoS�c{Cw?VcHGeID¼BCN9¨QH;OAD;OS�ÁX~.�®I ³ CNkBC6GNYX;OS«;OM�QH;>AB;OS ��;>9©\£?�KNSl~j��WHC4MJC6KNID9HQ@CfªX?B=¯�EH`OC[;>MbMJWHI ³ 9P;>9P�j;>AX~XÁX~º�H¢ !¡¦fYX?B9HQ,SUWHCV=@?B;O9¤MJCNAD=@CN9oSw;OM}GJCNK6IDAB9H;86NC6QP?BM}SUWXCyMeWa?BE{CVIB\QH;OAD;OS�¸�?�9HQPSJWHCy?BQqdeRH9XKNSU;�kDC�MJCNAD=7C69oS�n�;OM�IDRXS®IB\½SUWHC�=@?B;>9,GeC6AD;OID9­Y ³ WH;OK W�;OM�MJWHI ³ 9;O9·�j;OAH~ZÁX~º�H¢ � ¦f~,|b?BMJCNQ ID9 h�?�SJSJC6Ge9�¸D~ºnTY½SJWHC¤?�QqdeRH9HKfSU;OkBC@MeC6AD=7C69oS¯nP;>9��j;OAH~ZÁX~º�H¢ � ¦;OM�?7MJEHRHGe;>IDRXM[MJCNAD=@CN9oSlY�cXRXS�SJWHC©?BQ�deRH9HKNSJ;OkBC�MJCNAD=7C69oS¯¸�;OM[?BKfSURa?�`>`O�¤9HIBSV?7MJEHRXGJ;>IBRHMMeC6AD=7C69oSl~���WHC¯_a9a?B`�EHGeITKNC6MeMJC6Q¶GJCNMJRH`�S�;>MVMeWHI ³ 9�;O9���;>AH~sÁX~º�H¢rÁo¦¾~©8:9<=@IBMeS�IB\�Kl?�MJC6MNYSJWHC�`>I ³ CNG�?BQqdeRH9XKNSU;�kDC7MJCNAD=@CN9oSF;OMV;>92SUWXC7=@?B;O92GJC6AB;>ID9­YZcXRXSVSUWH;OM�;>M�?,MJE{C6KN;§?B`�K6?BMJC�~�w`>MJIXYD\£?BKNS«SUWH?�S«=¨?�9¡�©EsID;O9oSUM«IB\{SUWHC®`>I ³ C6G�?BQqdeRH9XKNSU;�kDC4MJCNAD=7C69oS}?�GJC4GJCN=@I'kDCNQ@co�¯SJWHCMe=@ILIBSUWX;>9HA[EXGJC6EXGJILK6C6MeMJ;O9HA�;>M�?B9XIBSUWHCNG�GJC6?BMJID97IB\{Kl?�RHMJ;O9HAV;>9HKNIDGJGeC6KfS«EHGJILK6CNMJMJCNQ¨GeC6MJRX`OSl~��WHCF_a9a?B`�CfªX?B=7EH`>CF;>M�MeWHI ³ 9<;>92�j;OAH~{ÁX~º�H¢��D¦¾~[��WHC¯=@?B;>9�MJCNAD=@CN9oSV;>MwGJC6KNIDAD9H;�66CNQ<?BMSJWHCFMeWa?BE{CFI�\�QH;>AB;OSw�d�¾Y{?B9XQ�?BQqdeRX9HKNSJ;OkDCFMJCNAD=@CN9oSUM�¸F?B9HQ z ?BGeCF;O9PSJWHCy=¨?B;O9%GJC6AB;>ID9­Y³ WH;OK W�?BGeCFMeWHI ³ 92;>9��j;>ABM6~�ÁX~º�H¢ � YºÁo¦¾~4|bC6K6?BRHMeCFSUWXC6MJC©?BQqdeRH9HKfSU;�kDCyMJC6AB=@CN9¡SJM[?BGeC�I'kDCNGIDG�RH9HQHCNG�SJWHC�=¨?�;>9�MeC6AD=7C69oSF?B9HQ¶?BGeC¯;>92SUWHC¯=@?B;O92GJC6AB;>ID9­YsSUWHCf�<?BGJC¯9XIBS�MJEHRXGJ;>IBRHMMeC6AD=7C69oSVca?�MJC6Q<ID9<h�?�SJSJC6Ge9·nL~ � ~y�®I ³ CNkBC6GNY*SJWHC�?BQqdeRX9HKNSJ;OkDC¯MeC6AD=7C69oSyn¨;OM[GJCN=@I'kBC6Qco�¯SUWXCwMe=@ILIBSUWX;>9HA�EHGeC6EHGeITKNC6MJMe;>9HAX~��TI�;�S±WH?BM±9XIBSbc{C6CN9¨EHGeITKNC6MeMJC6Q¤\°RXGeSUWXC6G6YT?B9HQ�_a9a?�`EHGeITKNC6MeMJC6Q%GeC6MJRX`OS�;OM}MJWHI ³ 9%;>9%��;>AH~LÁX~º�H¢ � ¦f~��T;O=@;O`§?BG�K6?BMJCNMw?�GJC�kBC6Ge�¨GU?BGeC[`>;�SJSJ`>C®;>9¨SJWHCQa?qS ?Bca?�MJCyIB\�t®8��T� \°IDG�SUWHCN;>G4;>=@?BADCVC¾ªLSUGU?�KNSU;OID9�;OM4=¨?BQXC ³ ;�SUWPWH;>ADWPQH;OMJK6Ge;>=7;>9a?qSU;>IB9­~8»SF;>MFK6`>C6?BG�SUWa?�S ³ WHC69·MJEHRHGe;>IDRXM©MJCNAD=@CN9oSUM�;O9 ?�QX;>AD;�Sy_HC6`>Q·?BGJC@K6IDGeGJCNKNSU`��¶QHCNSJC6KNSJC6Q?B9XQ�GJC6=7I'kDCNQ­Y�SUWHCN9�EXGJILK6C6MeMJCNQ QH;OAD;OSJM�K6?B9�csC,=7IDGeC¨Cl?�MJ;>`��·GeC6KNIDAD9H;�66C6Q�Y�CNMJE{C6KN;§?B`O`O�co��SJWHC¯MeSJGJRHKfSURHGJ?B`.GeC6K6IBAD9H;OSJ;>ID9�=@CfSUWHILQ¥gi��� � Á�p�~y��WHC¯=7CNSJWHITQ2;OM[QHCfkDC6`OIDE{C6Q2SUI,c{CRHMeC6QP;>9%QHILK6RH=7C69oS4EHGeITKNC6MeMJ;>9XA@M��TM�SUCN=@M®MJRHK W�?BM�ca?B9X¼¤K WHC6K ¼%EHGeITKNC6MeMJ;>9XAHYaEsIBMeS4=@?B;>`EHGeITKNC6MeMJ;>9XAHY.CNSJKB~�~���WHCNMJC¤9XC ³ `O��QHCfkDC6`OIDE{C6Q�?B`OADIDGe;OSUWX=@M�IB\�M�SUGeRHKNSJRHGU?B`±?B9a?�`O�LMJ;OM©?BGeC;O9¡k�?BGe;§?B9oS}SJI�QH;>AD;�S�MJ;�66C�~

Page 137: Processing and recognition of document and GIS images

������������� ��������F#+��� ������� �+� ,Q� )�����')�, ,Q��#�� ��� ��, ¸'nT¸

¢�¸'¦ ¢rnD¦ ¢ z ¦

¢`!o¦ ¢ � ¦ ¢rÁo¦

¢��B¦ ¢£mo¦ ¢ � ¦�j;>ADRXGJC�ÁX~º� 1���WHGeC6CyMU?B=7EH`>CV;O=¨?�ADC6M}I�\�\£?B;O`>;O9HA�EHGeITKNC6MeMJ;>9XAH~

Page 138: Processing and recognition of document and GIS images

� � ��� ���� �

� �²��� "��·��� ��������� ��� � � ��� � � � �����Z� "

� $'& (*)¤+�-�/%021234+.56/7)x�?�K WH;>9HC®GJCNK6IDAB9H;OSJ;>ID9�IB\�Wa?B9HQ ³ Ge;OSeSUC69@QH;>AB;OSUM�EX`§?l�LM±?�9¨;>=7E{IDGeSU?B9oS«GJID`OC�;>97;>9oSUCN`>`>;OADC69oSQHILK6RX=@CN9¡S±EHGeITKNC6MJMe;>9HA�Me�LMeSJC6=7M6~.�²WHCN9,Wa?B9HQ ³ Ge;OSeSUC69@QH;>AB;OSUM«KNID9oS ?B;O9¨cHGeID¼BCN9¤MeSJGJID¼�C6M?B9XQ7MeEHRHGe;>IDRHM�MeC6AD=7C69oSJM�;O9¯SUWHCN;>Gj_aCN`>QHMNY¡;OS�;OM.QH;O¬7KNRH`OS.\°IBG�=@IDM�S�GJCNK6IDAB9H;OSJ;>ID9¯=7CNSJWHITQXMSJIVQHCl?B` ³ ;�SUW¯SUWXC6=PYo;>9HKN`>RHQH;O9HA[c{IBSUW�M�SUGJRXKNSURXGU?B`{?B9HQ�M�S ?�SJ;>MeSJ;>K6?B`H?BEXEHGJIo?�K WHC6M²g �®h � !Bp�Ygux�v � Á�prY@g �±?B9 � !BprY¤g �ZC6C � Á�p�~j��9a?B`��LMJ;>MNYoGJCNK6IDAD9X;OSU;OID9¯?B9XQ7MeC6Ea?�GU?�SJ;>ID9¯IB\{Wa?�9HQ ³ GJ;�SJSJC69QH;OAD;OSJM ³ ;�SUW2MeEHRHGJ;OIDRHMVMeC6AD=7C69oSUMVWH?BM[c{C6C69<QH;OMJKNRHMJMeC6Q¶;>9 .bWa?BETSUC6G�ÁT~F|±GJID¼�C69<Wa?B9HQL�³ Ge;OSJSJC69�QH;>AD;�SUM®?BGeC�Kl?�RHMJCNQ2c¡�PMeC6AD=7C69oS ?qSU;>IB9�?B9HQ�SUWHGeC6MJWXID`>Q�C6GJGeIDGJMwIB\�9HIB;>Me�PQH;OAD;OSJM6YSJWHC ³ GJ;�SU;>9XAVMeS:�L`>C4IDG.SJWHC�SUILID`>M.RXMJC6Q�~��TID=7C�CfªX?B=7EH`>CNM�I�\�cHGeID¼BCN9@WH?B9HQ ³ Ge;OSJSJC697QH;>AB;OSUM?BGeC�MeWHI ³ 9P;O9,�j;OADM6~X�T~�¸¡¢�¸N� !¡¦f~���WHCN�,?BGJC®S ?B¼�C69,\°GJID= SJWHC �F~º�s~Htw?�SU;OID9a?B`�8:9HM�SU;�SURXSJC[IB\�TKN;>CN9HK6Cy?B9HQ%�½C6K WH9XID`>IDA��¶¢rt®8��T�®¦}Qa?�S ?�ca?BMJC�~±�TID=7CV=@CfSUWHILQHM�Wa?lkDCyc{C6C69PQHCfkDC6`OIDE{C6QSJI@GeC6MJIB`OkDC�SUWXCFEHGeIDcH`OC6= ;O9PSJWHCFEH?BMeS6~b��WHCFADC69HCNGU?B`*M�SUGJIB¼BCyCfªLSUCN9HMJ;OID9�EHGeITKNC6QHRHGeCy\°IBGGeC6K6IB9HMeSJGJRHKfSU;>9XAVcHGJID¼�C697QH;>AB;OSUM½=@?'�FK6GeCl?�SJC�`>;O9H¼¡MjSUWa?qS«?BKNSJRa?B`O`O�yQHIV9HIBS.CfªT;>M�SlYDSUWXC6GJCNco�KNGJCl?qSU;>9XA%?B9¶?BQHQH;�SU;>IB9a?B`½EHGJIDcX`>C6= g ��� � Á�p�~F��9HI�SUWHCNGF?�EHEHGJID?BK W<;>M[SUI,RXMJC¯k�?BGJ;>?BcH`>CMe;866CNQ�=@?BMJ¼¡M�SJI,;>9HKNGJCl?�MJCFSJWHC©Me;866C�IB\�SUWHC�`>;>9X¼ g ��� � Á�p�~[�wI ³ CfkDCNG6Y ³ ;OSJW�SUWH;OM[?B`OADI��Ge;OSUWX=�Y{;O\�SJWHC©QH;OMeS ?�9HK6C©c{CNS ³ C6CN9�S ³ I,EsIB;>9oSUM[I�\�?¤cHGJID¼�C69<QH;OAD;OS©¢ ³ ;�SUWHIDRTS�?¨`>;O9H¼T¦®;OM`OC6MJMVSJWa?B9<SUWa?�Syc{CNS ³ C6CN9 S ³ I�EsID;O9oSUM7¢ ³ ;�SUW�?P`O;>9H¼T¦¾Y½;�S ³ ;>`O`.GJCNMJRH`�SF;O9¶?Pca?�Q·GJCNK6ID9L�M�SUGJRXKNSU;OID9,IB\ZSJWHCVcHGJIB¼BC69PQH;OAD;OS6~j��`OMJIHYLSUWHCwS ³ I�=7CNSUWXITQHMbKl?B9H9XIBS4QHCl?�` ³ ;OSJW,MJEHRXGJ;>IBRHM

¸�nDn

Page 139: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸'n z

****

****

*******

*********

****

****

*****

******

***

********

*****

**********

*****

*******

********

*************

*****

******

*******

********

*********

***************

**********

*************

*******

**********

************

**************

******

*******

********

********

*** ***********

***********************

**************

****************

**********

***********

************

***************

******

********

********

*********

** ******************

*************************

****************

******************

***********

****************

************

****************

******

********

*********

*********

***** ******************* *****

**************************

******************

********************

****************

*********************

******** **

*****************

******

**** ********

*********

**********

************************* *****

***************************

********************

*********************

********************

************************

******

******** ** ***

**** ******

****** v********

********

**********

************************* ******

***************************

********************

***********************

***** **************

************************

****** ***

***** **

******* ******

*********

*********

********************** *******

**************************

*********************

***********************

**** *********

*********************

***

******

******** ****

********

*********

******************* *******

***********************

*********************

************************

*** ********

******* *********

****

******

******** ****

*******

*********

****************** *********

*********************

************************

**************************

**

******** *******

****

******

******** ****

********

*********

*************** *********

********************

**************************

****************************

*** **

*****

******

******** ****

*********

*********

*********** **********

******************

****************** ********

*****************************

***

*****

******

******** ****

********

*********

********** *********

************

***************** ********

******************************

****

****

***********

*****

******* ****

*******

*********

********** *********

***********

********* ** *********

*******************************

****

****

***********

************

****

****** ****

********

*********

******** *********

***********

******** **********

********** m *************

****

*****

************

*************

**

****** ****

*********

**********

********* ********

**********

******* *********

********* ************

*****

*********

********

************

****

***** *****

*********

**********

********* *******

**********

******** **********

******** *************

*********

************

******

************

***

**** *****

********

**********

****** *******

**********

******* ***********

******** *****************

************

**************

**

******* ****

***

**** *****

*******

**********

******* *******

*******

******* ***************

****************************

*************

***************

*

**** ****

*** **

**** *****

********

**********

******* ********

*******

*************************

***************************

*********

***************

**

*************** ****

**** ***

****** *****

********

*********

******* *******

***********

*************************

*************************

********

***********

**************

**************** ****

****** ***

********* *****

********

********

*********** *******

************

************************ **

*************************

***********

***************

***************** ****

******** ****

***********************

********

*********

************ ******

************

*********************** **

************************

******

***************

***************** ****

************* ******

*****************************

*******

*********

********* ******

***********

********************** **

***********************

**********

***********

**************** ****

******************* ** ***

*****************************

*******

********

********* ******

********* **

********* ******* ***

*********************

**

**********

**********

************ ****

************************

***************************

*******

********

** *** ** ****

*************

******* ***

********* ********

**

*********

*******

*********** ****

*********************

*************************

*******

********

**** ***

***********

******* ****

********

*

*** *******

******

******** ****

********** **

*********************

******

********

***** **

******

******* *****

*********

**** *

***** *****

**

****** ****

******

**********

*******

*******

******

******

******** *****

********

***** **

***** ***

** ****

*****

*******

*******

********

*****

******

******** *****

********

**** **

***** ***

**

****

**

*****

*******

*********

****

*****

******* *****

********

**** ***

***** ****

**

****

*******

********

****

*****

****** *****

*******

*** ****

***** *****

***

*****

******

*******

****

*****

****** *****

*******

**** *****

***** ******

****

******

******

*******

*****

*****

******* ****

*******

***** ****

****** *******

****

******

*******

******** ****

*****

*******

******* ***

*******

******* ***

******* *******

*****

********

******* ****

********* *********

*******

********

******* **

********

*******

********** *******

*******

*********

******* *********

******** ***********

*********

*********

******** **

********

*********

*************************

********

**********

****** ***********

******* *************

*********

**** ************

******* **

********

*****************

***********************

********

**********

****** **************

******* ***************

*** ***********

***************************

******* *

********

*****************

*********************

******

*********

****** ***************

******** ***************

**** *******************

**************************

******** *

********

*****************

*******************

*******

***********

****** ***************

******** ****************

************************

*************************

******** *

********

******************

******************

**********

*************

******* ****************

******* ******************

**********************

************************

******* **

********

***************

*****************

************

***************

****** ******************

******* *******************

*********************

**********************

******* **

*******

***********

***************

***********

******************

****** ********* *****

******* *******************

********************

*********************

******* ***

*******

*************

******************

******* ******** *****

******* ********** ******

******************

********************

******* ***

********

****************

******************

****** ******* ****

******** ********** ******

*****************

******************

******** ****

********

***************

*****************

****** ******* *****

******** ********* ******

**********

****************

******* *****

********

**************

****************

****** ******* ******

******* ******** ******

****

**********

******* *****

*******

*************

**************

****** ****** *****

****** ******* *******

******* *****

*******

***********

*************

****** ****** ******

******* ******* *******

******* *****

*******

**********

***********

****** ****** ******

******** ******** ********

****** *****

*******

******

**********

******* ****** ******

******** ******** *******

**** *****

*****

****

******

******* ******* ******

******** ******* *******

****** ****** *******

******************* *******

****** ****** *****

****************** *******

****** ***** *****

****************** *******

***** ***** *****

*****************************

***** ***** ******

***************************

(7)

(1) (2) (3) (4)

(8) (9) (10)

(5) (6)

(11) (12)

��;>ADRHGeCy�T~�¸21��X?B=7EH`>CV;O=¨?�ADC6M}I�\jcHGeID¼BCN9�Wa?�9HQ ³ GJ;�SJSJC69%QH;>AB;OSUM4?�9HQ,_a9a?B`ZEHGeITKNC6MeMJC6Q�GJCNMJRH`�SUM6~MeC6AD=7C69oSUM4IB\�MJIB=@CVWa?�9HQ ³ GJ;�SJSJC69%QH;>AB;OSUMN~j��CyWH?'kBCFQX;>MJKNRHMJMeC6Q�?�MeCNS®IB\�?B`OADIDGJ;�SUWH=7M±SJI_a9XQ�?�9HQ2GJCNK6IDAD9X;866C©SJWHC¯=7IDMeSVEXGJIDca?�cH`>CFMJEHRHGe;>IDRXMVMJC6AB=@CN9¡SJM�;>9�Wa?�9HQ ³ GJ;�SJSJC69<QH;>AB;OSUM;O9 .bWa?BETSUC6G[ÁX~���WH;OM[K Wa?BETSUC6G�EHGJCNMJC69oSJM�?B9�CN¬7KN;>C69oSV=7CNSJWHILQ�IB\«GJCNK6ID9XMeSUGeRHKNSJ;>9HA%?�9HQGeC6K6IBAD9H;86N;>9HA�cHGeID¼BCN9¤Wa?B9XQ ³ GJ;�SJSUCN9¤QH;OAD;OSJM6~��j;>GeMeSU`��DY ³ C�QHCNMJK6Ge;>c{CwMeID=7C�?B`OADIDGe;OSUWX=@Mj\°IBGEHGeC6EHGeITKNC6MeMJ;>9XA¤cHGJIB¼BC692QX;>AD;�SUM4csCf\°IDGJCF;>9oSUGeITQXRHK6;O9HA7SJWHC�MeCNSVI�\�MeSJGJRHKfSURHGJ?B`�GeRH`>CNM6~��TC6K¾�ID9XQH`O�BYDSUWHC®cHGJIB¼BC69¨EsID;O9oSUM«IB\­cXGJID¼�C69¨QX;>AD;�SUM«?BGeCwEHGeC6MeC6`>CNKNSJC6Q¤ca?�MJC6Q@ID9�SUWHC®=@;O9H;>=�RH=QH;OMeSU?B9HK6C�csCfS ³ CNC692S ³ I �eCN9HQH�,E{ID;>9oSJM�IB\«Me¼BC6`OCNSJID9HM ³ WH;OK W2csCN`>ID9HA@SUI¨SJWHC¯=¨?�;>9�?�9HQ?BQ�deRH9HKNSJ;OkBC7MeC6AD=7C69oSJMFGeC6MJE{C6KfSU;�kDC6`��DY�?B9HQ<MJIB=@C�K6IBGJGJCNKNSJ;>ID9<GJRX`>C6M�IB\�SUWXC7EXGJC6MeC6`OC6KNSJC6QcHGeID¼BCN9�E{ID;>9oSUM®?BGeCFQX;>MJKNRHMJMeC6Q�cH?BMJCNQ�ID9%SUWHCFMeSUGeRHKNSJRHGJC�?B9a?B`��LMJ;>M®?B9XQ�K6IB=@Ea?�GJ;>MeID9%IB\QH;OAD;OSw_aC6`OQHM6~¯��WXC7QX;§?BADGJ?B=�IB\bGeC6KNID9HMeSJGJRHKfSU;O9HA%cHGJID¼�C69�QH;>AD;�SUMw;>MVMJWXI ³ 9�;>9<�j;OAH~Z�L~ nT~�j;O9a?B`O`O�DYoSJWHC�CfªTEsCNGJ;O=@CN9¡SU?B`ZGJCNMJRH`�SUM®?B9HQ�?¯K6ID9XK6`>RXMJ;>IB9�?�GJC�AD;OkBC69­~

� $54 : -8? �2-�/%3�?-<�<.5l)�� 7$9��/7-«5N+��� < / � � -�/��'?[) 025 �@5f+8<

8:9¨SJWH;>M±MJCNKNSU;OID9­YX?�MJCfS4IB\ZEHGeC6EHGeITKNC6MJMe;>9HA7?B`OADIDGe;OSUWX=@M«?BGeC[;>9oSJGJILQHRHK6CNQ­~«�wCNGJC�YXMJRXEHEsIBMJCSJWHC�M�S ?BG�SU;>9XA·E{ID;>9oS7\°IDG7SJWHC�EXGJILK6C6MeM¤;>M7SUWHC�RHEHE{C6G@`>CN\]S@K6IBGJ9HCNG¨E{ID;>9oS�¢°SUWXC�RHEHE{C6G¹�`OCN\]S�E{ID;>9oS¾¦®IB\bSJWHC�IDcLdeC6KfSlY��aGJC6CN=¨?�9¶KNITQXC6MF?BGJC�RHMeC6Q�?B9HQ<SUWHC7K6ID9oSJIDRHG�IB\±;>=@?BADC©;OMmq�»K6ID9X9HC6KfSUC6Q�~

Page 140: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸'n !

link and fillingReconstructing the missing

Correcting the preselectedbroken points

The handwirtten digits

No Yes YesNo

No Yes

Preprocessing 21. Contour following2. Smoothing contour3. Linearization of

smoothed contour4. Extracting structural

5. Extracting skeletonspoints

Preprocessing 1

Determining how many block

one: more than one: Yes

Detecting and deleting spurious segments ofthe digit field

Determining whether theprocessed digit is aninternally broken digit:

between two block regions Preselecting broken points

(the main segment and the adjunctive segment)

NoYes

regions in the digit field:one:

Reconstruction and recognition of theinternally broken digits

Finish processing

Determining how many block

more than one:No

regions in the digit field:

1. Contour following

2. Detecting constrained

3. Constrained dilationcontour points

�j;OADRHGeC��T~ºn 1«|b`>ILK ¼¨QX;§?BADGJ?B=�I�\�SJWHCy?B`>ADIBGJ;OSJWH=P~� %(')% * , C @+@ C+D�� ?AD� <�-/D � 1:0>?AC+D�6 C @ ? 1 C -/D

8:9,=@?B9o�¤K6?BMJCNM6YHSUWXC6GJC�?�GJC[MeID=@CVMe=¨?�`>`{Ao?BEHM�?�9HQ%MJEHRHGe;>IDRXM}WHID`OC6M�;>9¤?©cHGJID¼�C69PWa?B9HQL�³ Ge;OSJSJC697QH;>AB;OSl~���WHC�QX;>`§?qSU;>IB9¯EHGJILK6CNMJMbK6?B9¤c{CwRXMJC6Q@SUIF_H`>`HSUWXC�MJ=@?B`O`HAo?BEHMNYX?�9HQ¨;�S±K6?B9c{CV;>9oSUCNGJEHGeCNSJC6Q�?�M}\°ID`>`OI ³ M 1

����� ��O�� � gO¢���¯¦ �����®p�� � R � ¢r�T~O¸'¦³ WHCNGJC � ;OM�SUWXC¯EHGJILK6CNMJMJCNQ<;>=@?BADCBY=� ;>M�SJWHC©M�SUGJRXKNSURXGU?B`.CN`>CN=@CN9¡S[;>92QH;O`§?�SJ;>ID9�?B9HQ �;OM�SJWHC�QH;>MeEH`§?�K6C6=7C69oS gu´V� �Bz p�~7��WHC@MeSUGeRHKNSJRHGU?�`�CN`>CN=@CN9¡S�\°IDG�QH;O`§?�SJ;>ID92;OM�MJWHI ³ 9·;O9

****** **** *********** ****

***** *********** **************

*****

*****

************** **********************

******

***************** ************************

*****

******

********************** *************************

****** *******

********************** ************************

****** *******

********************* ***********************

******* ********

****************** ***** *********************

******* **********

***** ************** ****** ******************

******* *********

****** ******** ********* **************

*** *** *********

********* *********** ********

******* *********

*********** *************

****** ******* ***

************ ***************

****** ****** ****

************* ***************

**** *** **** ****

************ **************

**** **** ****** ****

************ ***************

*** **** ***** *****

*************** *****************

***** ** ***** *******

***************** *******************

*** *** *** *******

****************** ********************

******* ***********

******************* *********************

******* ************

******************** *********************

****** * **********

*** ***************** * *********************

********* **********

** ************ ** *****************

********* **********

***** ********** ***** ************

******* ************

****** ********* ******** **********

********** **************

******** ********* ************************

************ **************

************************ ************************

********** ** ********** **

************************ ************************

******* ** ******* **

********************** ************************

****** *******

****************** **********************

****** *******

**************** ******************

** *** ********

************ ****************

* *****

*** ************

*** ***** ***** ***** ** ** **** *** ************ **** *** ************ ************ ************ ********* ********* ******** ********* ***

1

1

0

00

0

0 0

1

Small gapOrigin.

(4) The original image.(3) The filled and dilated result.

holeSpurious

Spurioushole

Undilatedpoints

(2) The original iage.element.

(1) The structural

(5) The filled and dilated result.

code 0points in

points incode 4

Three convex

Three convex

�j;>ABRHGJCy�T~ z 1�.bID9XMeSUGJ?B;>9XC6QPQH;>`>?�SU;OID9¤?B9XQPS ³ I@C¾ªX?B=@EX`>C6MN~

Page 141: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸'n �

�j;OAH~Z�L~ z ¢¹¸�¦f~78»\}SJWHC�;>9HEHRTSF;O=¨?�ADC¯;>MVEHGeITKNC6MeMJC6Q�co�<MeRHK W ?%QH;>`>?�SU;OID92ID9HKNCBY*SUWHCN9�SJWHCMe=¨?B`O`sAD?BEHM}c{CNS ³ C6CN9�SUWXC�S ³ I7GJCNAD;>IB9HM}?B9XQ%SJWHCVMJ=@?B`O`sWHIB`>C6MbKl?B9%c{C�_a`>`OC6Q­~.�wI ³ CfkDCNG6YSJWHC6GeCy;OM4?7QH?B9HADCNG�IB\j\°IDGe=@;O9HA©`O;>9H¼¡M}SUWH?�S4QHI79HIBS®CfªT;>M�Sl~±�TRHK W�?B9PCfªX?B=7EH`>CV;OM�MJWHI ³ 9;O9 �j;>AX~b�L~ z ¢ !¡¦fY ³ WH;OK W MJWHI ³ M,SUWH?�S¤SUWXC�MJ=@?B`>`®Ao?BE I�\VSUWHC�`OI ³ CNG,cH`>ILK ¼¥GJC6AB;>ID9�;O9�j;OAH~a�L~ z ¢ !¡¦bMJWXIDRH`>QP9HIBS4c{C�`>;O9H¼BCNQ­~��·C�SUWHCNGJCf\°IDGJC�9HCNC6Q�SJI�;>=7EsIDMeCVMJID=7C�K6ID9XQH;OSJ;>ID9HMID9�SUWHC¯QH;O`§?�SJ;>ID9%IDE{C6GJ?�SU;OID9�SJI,?lkDID;OQ2MJRHK W<Kl?�MJC6MN~F� ³ I%K6ID9XMeSUGJ?B;>9XC6Q2K6IB9HQH;OSJ;>ID9XM[?BGeC?BM}\°IB`>`>I ³ M 1m#\ _Vo ^ OX^`\ _ J)0 8»\±?%K6?B9HQH;OQa?�SJC©K6ID9oSJIDRHG�EsIB;>9oSV;>M[?%KNID9okDC¾ª¶EsID;O9oS[;>92SJWHC¯QH;>GeC6KfSU;>IB9IB\�KNITQHC7!HYZKl?B`OK6RH`>?�SUCySUWHC¯QX;>MeSU?B9HKNC¯csCfS ³ CNC69¶;OS�?B9XQ2IBSUWHCNGVK6ID9oSJIDRHGVE{ID;>9oSUM ³ WHIDMJC �KNITIDGeQH;>9H?�SUCV;OMw`OC6MJM4SUWH?B9PSJWHC�K6?B9HQH;OQa?�SJC��uM �¤KNITIBGJQH;O9a?�SUC�~b8»\.SJWHC6MeC�QH;OMeSU?B9HK6CNM[?BGeC�`>C6MeMSJWa?B9,IDG±C6^¡Ra?B`�SJI z YTSJWHC69¤SJWH;>MbKl?B9HQX;>Qa?�SJC[E{ID;>9oS�?�9HQ,K6IDGeGJCNMJE{ID9HQH;O9HA¯K6ID9oSJIDRHG}E{ID;>9oSJM\°IDRX9HQP?BGJCVSUWXCyE{ID;O9¡SJM ³ WH;>K WPMJWXIDRH`>QP9HIBS4c{C�QH;>`>?�SUCNQ­~m#\ _Vo ^ OX^`\ _ � 0 8»\±?%K6?B9HQH;OQa?�SJC©K6ID9oSJIDRHG�EsIB;>9oSV;>M[?%KNID9okDC¾ª¶EsID;O9oS[;>92SJWHC¯QH;>GeC6KfSU;>IB9IB\�KNITQHC �XYZKl?B`OK6RH`>?�SUCySUWHC¯QX;>MeSU?B9HKNC¯csCfS ³ CNC69¶;OS�?B9XQ2IBSUWHCNGVK6ID9oSJIDRHGVE{ID;>9oSUM ³ WHIDMJC �KNITIDGeQH;>9H?�SUCF;>M�ABGJCl?qSUC6GwSUWa?B9�SJWHC¯Kl?�9HQH;>QH?�SUC � M �PK6ILIDGeQH;>9a?qSUCB~V8»\«SJWHC6MeC7QX;>MeSU?B9HKNC6M�?BGeC`OC6MJM«SUWH?B9¤IDG�C6^¡Ra?B`�SUI z YoSUWHCN9¨SUWX;>M�Kl?B9HQX;>Qa?�SJCwE{ID;O9¡Sb?B9HQ@;OSJM±KNIDGJGeC6MJE{ID9HQX;>9HAFK6ID9oSUIBRHGE{ID;>9oSJM}\°IDRH9HQP?BGeC�SJWHC�RH9HQH;O`§?�SJC6Q%E{ID;>9oSUMN~�aIDGwCfªX?B=7EH`>C�Y�SUWHCNGJC¯?�GJC©SUWXGJC6C¯KNID9okDC¾ª<EsIB;>9oSUM[;O9�SUWXC¯QH;>GeC6KNSJ;>ID9�IB\«K6ILQHC��,?B9HQ�S ³ IKNID9okDCfª E{ID;>9oSJM7;O9�SUWHCPQH;>GeC6KfSU;>IB9�I�\[K6ILQHC !�;O9��j;>AH~��T~ z ¢`!¡¦¾~À|}?�MJC6Q ID9¥SUWHC�?Bc{I�kBCKNID9HQH;�SU;>IB9HM6Y¡SUWHCVRX9HQH;>`>?�SUCNQ,EsIB;>9oSUM};O9,�j;OAH~H�L~ z ¢ !¡¦±K6?B9%csC[QXCNSUCNGJ=7;>9HCNQ­~���WHC�QH;O`§?�SJ;>ID9IDE{C6GJ?�SU;OID9 ³ ;OSUW7SUWHC�?Bc{I�kBC�KNID9HMeSJGU?B;O9H;>9XAFKNID9HQH;�SU;>IB9HM±K6?B9¤c{CwGeC6EHGeC6MeC69oSUCNQ�?�M±\°ID`O`>I ³ M 1

� � � ��O�� � g�¢���¯¦���� �wp � � R � ¢r�T~ nB¦³ WHCNGJC�� �¾�®GeC6EHGeC6MeC69oSUM½SUWHC«K6IB9HQH;OSJ;>ID9XM6~*��WHC�EHGJILK6CNMJMJCNQ©GJCNMJRH`�SUM*IB\LSUWHC«IDGe;>AD;O9a?B`�MU?B=7EH`>C;O=¨?BABC6M[;O9���;>ADMN~*�T~ z ¢�nTYs!¡¦[?BGeC�MJWHI ³ 9·;O9·��;>ADMN~*�T~ z ¢ z Y � ¦�ca?�MJC6Q¶ID9<SUWHC@?Bc{I'kDC¯_a`>`O;>9HA?B9XQ¨K6IB9HMeSJGU?B;O9HC6Q@QH;>`>?�SU;OID97?B`>ADIBGJ;OSJWH= GeC6MeEsCNKNSU;�kDCN`O�D~.��C�K6?B9¨MeC6C®SUWa?�S±MJEXRHGJ;OIDRHMbWXID`>CNM;O9��j;>AH~D�T~ z ¢�nD¦.?�GJC}_a`O`>C6Q�Yo?B9HQ7MJID=7C�MJEXRHGJ;OIDRHM�MJEH?BK6CNM±;O9@��;>ADMN~o�T~ z ¢�nLYH!¡¦.?�GJC�MJ=7ILIBSUWHCNQcHRTS�SUWHC�MJ=@?B`O`­Ao?BE%IB\�`>I ³ C6G4GJCNAD;>ID9,;O9P�j;>AH~H�T~ z ¢`!¡¦b;OM�9HIBS®`>;O9H¼BCNQ­~

Page 142: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸'nBÁ

� %(')% ' � 0>6V5�0>-�<�6 ��� C+D��

.bID9oSJIDRHG4\°ID`>`OI ³ ;O9HA¯?B9XQ�MJ=7ILIBSUW%\°ID`>`OI ³ ;>9HAHYT`>;O9HCl?BGe;866?�SU;OID9,?B9HQ�QHC6MeK6Ge;>EXSJ;>ID9%\°Cl?�SJRHGJCNMIB\bK6ID9oSJIDRHG6Y�?B9HQ�QHCNSJC6KfSU;>IB9·IB\bMeSUGeRHKNSJRHGU?�`±E{ID;>9oSJMF?�GJC7RHMJCNQ�SUI�EHGJCNEHGJILK6CNMJMySUWHC7cHGJIq�¼�C69<Wa?B9HQ ³ GJ;OSeSUCN9¶QX;>AD;�SUM6~V�w`>MeIHY­EHGeIqdeC6KfSV_a`>`O;>9HA7=@CfSUWHILQ2;>M�RHMJCNQ<SJI¤_a`>`½SUWHC¯Me=@ILIBSJW\°ID`O`>I ³ ;>9XA�K6IB9¡SJIDRHGeM6Y±?B9HQ�SUWHCN9�SJWHC,MJ¼�C6`OCNSUIB9HM�IB\wSJWHC¤_a`O`>C6Q�;O=¨?�ADC6M�?BGJC,C¾ªTSJGU?BKfSUCNQ­~8:9¥ADCN9HC6GJ?B`�Y«cHGeID¼BCN9 E{ID;>9oSJM¯?BGJC,`OITK6?�SUCNQ�csCfS ³ CNC69ÀS ³ I<MJ¼�C6`>CfSUID9XM ³ WH;OK W¥csCN`>ID9HA�SJIS ³ I29HC6;OADW¡csIBGJ;>9XA�GeC6AD;OID9HM6~���WHC6GeCN\°IDGeCBY«;OSF;>MF9HC6KNC6MeMU?BG��·SUI�CfªLSUGJ?BKNS©SJWHC¤Me¼BC6`OCNSJID9�IB\cHGeID¼BCN9�QH;OAD;OSJM6~ ��WHC�MJ=7ITIBSJWHC6Q K6ID9oSJIDRHGJM¤?BGJC%_a`>`OC6Q­Y�SUWHCN9ÀSUWX;>9H9HCNQ�co� ?�Ea?BGJ?B`>`OC6`SJWH;>9H9X;>9HA�?�`>ADIDGe;OSJWH= g��".}m !Bp�~���9²CfªX?B=7EH`OC�;>=@?BADCPIB\�?·SUWH;O9H9HC6Q²cHGeID¼BCN9²QH;>AD;�S¤;OMMeWHI ³ 9,;>9¤��;>AH~TnT~�¸�nT~.��WXC�IDGe;>AD;O9a?B`a;>=@?BADC®?B9XQ¤;OSJMbMJ=7ILIBSUWHCNQ¨KNID9oSUIDRHGeM�?BGeC�MJWXI ³ 9,;O9�j;OADM6~DnT~�¸�nH¢�¸f��nD¦�GeC6MeEsCNKNSU;�kDCN`O�DYT?B9HQ7;OSJM�MJ¼�C6`>CfSUID9@;>M�MeWHI ³ 9¨;>97�j;OAH~¡nT~�¸�nH¢ z ¦f~½��WHC®MJ¼�C6`>C¾�SJID9�K6?B9%\°RHGeSJWHC6G®csCyMJ=7ILIBSUWHCNQ�cH?BMJCNQ�ID9PMJID=7CyEa?�SJSJC6Ge9HM�?�M®MeWHI ³ 9�;>9��j;OAH~�nT~�¸ z ¢¹¸�¦f~|}?�MJC6Q·ID9 IDRHG�?B`>ABIDGJ;�SUWH=PY­SUWHC¨MJ¼BCN`>CfSUID9²¢°MJCNC,�j;>AX~jnL~O¸�nX¢ z ¦e¦V;OM�Me=@ILIBSUWXC6Q­Yj?B9HQ·SJWHC_a9H?B`­MJ¼�C6`OCNSUIB9�;>M�MeWHI ³ 9�;O9���;>AH~HnT~O¸'nH¢`!¡¦¾~8»\«?�`>`*EsIBMJMJ;OcH`>Cy=7IDGJEHWXID`>IDAB;>Kl?�`�MeSJGJRHKfSURHGJ?B`jEH?�SJSJC6GJ9XM�IB\�cXGJID¼�C692QH;OAD;OSJMw?�GJC�KNID=7Ea?BGJCNQ?B9XQ@?�9a?B`O�'6NC6Q­YoSUWXC69@?B`>`TGJC6`>?�SUCNQ�QHCNSJC6KNSJ;>ID9�GeRH`>CNM�Kl?B97csC�KNID9HM�SUGJRXKNSUCNQ¤?B9XQ@QHCNMJKNGJ;>c{C6Q�~�TIB=@CVM�SUGJRXKNSURXGJCyEa?�SJSJC6Ge9HM®?BGJCVMeWHI ³ 9�;>9P�j;OAH~a�L~H!H~

� $ # � -�/ � ?V) �·/75l)¤+8< / � � -�/�� ?V) 025 �@5f+8<

|}?�MJ;>K6?B`>`��DY�?®`§?BGeADC«Ao?BE�;OM�K6?BRHMeC6Q©co��SUWHC�cHGeID¼BCN9¯MeSUGeID¼BC±IB\a?®QH;>AB;OSl~½|bGeID¼BCN9©E{ID;>9oSUM�?BGeCQHCf_a9HCNQ%?BM±SJWHIDMJCwGJCNAD;>ID9@EsIB;>9oSUM�csCfS ³ CNC69 ³ WH;OK W¨SUWHCNGJCw;>M}?yAo?BE­~j8»\ ³ C[K6?B9¨KNIDGJGeC6KfSU`O�QHCfSUCNGJ=7;>9HCbSJWHC�cHGeID¼BCN9@E{ID;>9oSJM.IB\s?[QH;>AB;OSlY ³ C4K6?B9¯cHGJ;OQHADCbSJWHC�Ao?BE�c{CNS ³ C6CN97SJWHC6= ?�9HQGeC6K6IB9HMeSJGJRHKfS�SJWHC4cHGJIB¼BC69@QH;>AB;OSl~½� 9HC ³ ?BEHEHGeIo?BK W�\°IDG._a9HQX;>9HA�cHGeID¼BCN9¨E{ID;>9oSUM�;OM�ca?BMeC6QID9,SJWHCy?B9a?B`��TMe;>M4?B9XQ�KNID=@EH?BGJ;OMJID9,IB\�MeSJGJRHKfSURHGeC�?�9HQ�Me¼BCN`>CNSJID9PIB\�SJWHC�QH;>AB;OS�GeC6AD;OID9­~

� % $&% * � 0>6 � 6 @ 6F<=1 C -/D -/8 � 0>-��/6 D 57-/C+D�1 �

8:9¤=7IDM�SbK6?BMJCNM6YH;�\ZID9HCwAo?BE¤K6?B9¤c{C�K6IBGJGJCNKNSJ`O�7QHCNSJC6Ge=@;O9HC6Q­YLSUWHCN9¨SUWXC6GJC�;>M±?�=@;O9H;>=�RH=QH;OMeSU?B9HK6C�csCfS ³ CNC69�SJWHC�S ³ I��eC69HQX�7E{ID;O9¡SJM ³ WH;OK W,csCN`>ID9HA©SJI©S ³ I�QH;���CNGJCN9¡S}MJ¼BCN`>CfSUID9HMN~

Page 143: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸'nD�

(25) (26) (27) (29) (30) (31) (32)

(33) (34) (36) (38) (39) (40)

(42)

(28)

(35)

(41) (43) (45)(44) (46) (47) (48)

(37)

(1) (2) (3) (5) (6) (7) (8)

(9) (10) (12) (14) (15) (16)

(18)

(4)

(11)

(17) (19) (21)(20) (22) (23) (24)

(13)

�j;OADRHGeCy�T~H!Q1��TID=7CVMeSUGeRHKNSJRHGJCNM�IB\�GJCN`§?�SJ;>ID9¨csCfS ³ CNC69�SJWHC�=¨?B;O9%?B9HQ�?BQqdeRH9XKNSU;�kDC�MJCNAD=7C69oSUMN~��WHCyS ³ I,Me¼BCN`>CNSJID9HMV?�GJCy9HC6;OADW¡csIDGe;>9HAXYs?�9HQ�ID9HCFcsCN`>ID9XADM®SJI¨SUWXC�=@?B;>9PMJCNAD=@CN9oSlY­?�9HQ?B9XIBSUWHCNGbID9XC�c{C6`>IB9HADM«SUI�SJWHC[?BQ�deRH9HKNSJ;OkBC[MJCNAD=@CN9oSl~.��C�Kl?�`>`aSUWHCNMJC�S ³ I¶�eCN9HQH�©E{ID;>9oSJMSJWHC¯EHGJCNMJCN`>C6KfSUCNQ �eCN9HQH�%E{ID;>9oSl~F�aRHGeSJWHC6Ge=@IBGJCBYZ;�\�SUWHCNGJC�;>M[?¤=@;O9H;>=©RX=�QX;>MeSU?B9HKNC¯csC¾�S ³ C6CN9·ID9HC�M�SUGJRXKNSURXGU?B`«E{ID;>9oS@¢£IB9H`O��MeSUGeRHKNSJRHGU?�`�EsID;O9oSUM��lg��HYw��kL�HYw� c �HY*IDGP�U¦��%c{C6;O9HAKNID9HMJ;OQHC6GeC6Q�¦«?B9HQ7SUWHC4\°IDRH9XQ��eCN9HQH��E{ID;O9¡S6YoSUWHCN9¨MJRXK W,?yM�SUGeRHKNSJRHGU?B`{E{ID;>9oS�;>M�?�cHGJID¼�C69E{ID;>9oS6~.� ³ I¯\°IDRX9HQ �eC69HQX�¯EsID;O9oSUM}KNIDGJGeC6MJE{ID9HQ,SJI©S ³ I�cHGeID¼BCN9�E{ID;>9oSJM6~«|}?BMeC6Q%ID9¤SJWHC?Bc{I'kDC}QXC6MJKNGJ;OEXSU;OID9­YBSJWHC}EHGeC6MJCN`>CNKNSU;OID9¯K6Ge;OSJC6GJ;>?w\°IDG�cHGJID¼�C69�E{ID;>9oSUMjKl?B9¯c{C}MJRX=@=@?BGJ;�66CNQ?BM}\°IB`>`>I ³ M 1¢r?D¦G3jªLSUGJ?BKNSySUWXC7M�SUGeRHKNSJRHGU?B`«E{ID;>9oSJMF?�9HQ�Me¼BCN`>CNSJID9·I�\bQH;OAD;OS[GJC6AB;>ID9HMVco�¶?B`OADIDGe;OSUWX=@M

;O9 .bWa?BEXSJC6G � ~

Page 144: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸'nBm

¢°c�¦ .}?�`>K6RX`§?�SJC[SUWHC�QH;OMeS ?�9HK6C�c{CNS ³ C6C69�SUWHCVS ³ I��eCN9HQH�7EsID;O9oSUM ³ WH;OK W�c{C6`>IB9HA¯SUI�QH;O\§�\°CNGJCN9¡SwcH`OITK ¼@GJC6AB;>ID9HMy¢]SUWHC�=@?B;>9%?�9HQ�?�QqdeRH9HKfSU;OkBC�MJC6AB=@CN9¡SJM ¦}GJCNMJE{C6KfSU;OkBC6`��D~

¢£Kl¦��LC6`>CNKNS4SUWXC�S ³ I·�eC69HQX�@E{ID;>9oSJM�csCfS ³ CNC69 ³ WH;OK WPSJWHC6GeC�;>M�=7;>9H;O=©RH=¿QH;>M�S ?B9HKNCB~¢°Q�¦P�aIDGyCl?�K W�eC69HQX��EsIB;>9oS�MeC6`OC6KNSJC6Q�co� �LSUCNE�¢£K'¦¾Y.;O\bSUWHCNGJC¨;OM�=7;>9H;O=©RH=�QH;>M�S ?B9HKNC

c{CNS ³ C6CN9 SUWHC��eC69HQX� EsIB;>9oS¤?�9HQ ?�M�SUGeRHKNSJRHGU?B`wEsIB;>9oS�¢£ID9H`���MeSUGeRHKNSJRHGU?�`wE{ID;>9oSJM�6gr�NY.��kL�HY�� c �XYXIDG��J¦��©c{C6;O9HA©K6IB9HMJ;OQHC6GeC6Q�¦ ³ WH;OK W,csCN`>ID9XADM±SJI¯;OSUM±K6IDGeGJCNMJE{ID9HQH;O9HAcX`>ILK ¼¤GJCNAD;>ID9�YTSUWXC69�SJWHC�MeSJGJRHKfSURHGJ?B`ZEsIB;>9oS4;>M4?¯EHGeC6MJCN`>CNKNSUCNQ�cHGeID¼BCN9�E{ID;>9oS6~

�aIDG­C¾ªX?B=@EX`>CBY�ID9XC�IDGJ;OAD;>9a?�`�;O=¨?BABCj;>MZMeWHI ³ 9F;O9��j;>AX~'�T~�¸��a¢¹¸�¦fYlSJWHC«CfªLSUGJ?BKNSJC6QyMeSUGeRHKNSJRHGU?�`E{ID;>9oSJM�?B9XQ�MJ¼�C6`>CfSUID9<?�GJC�MeWHI ³ 9<;>9���;>AH~s�T~�¸��a¢rnD¦4cH?BMJCNQ2ID9<�LSJC6E ¸DY�?B9HQ�S ³ I,EHGeC6MJC¾�`OC6KNSJC6Q��eC69HQX�[EsIB;>9oSUM�?BGJC±MJCN`>C6KfSUCNQ©ca?BMeC6Q©ID9¯�LSUCNEHM�¢°cT�:Kl¦b¢£MeWHI ³ 9©;>9��j;>AX~q�T~O¸��a¢�nD¦e¦½?�9HQSJWHC�EHGJCNMJC6`OC6KfSUC6Q�cHGJIB¼BC69�EsIB;>9oSUM4?BGeCVMJCN`>C6KfSUCNQ�ca?BMeC6QPID9��LSUCNE ¢°Q�¦�¢£MJCNCy�j;>AH~a�T~O¸��a¢ z ¦e¦f~8»S4K6?B9�c{C�MJCNC69�SJWa?�S�SJWHC�EHGJCNMJC6`OC6KfSUC6Q�cHGJIB¼BC69�EsIB;>9oSUM�;O9���;>AH~H�T~O¸��a¢`!¡¦}?�GJCVK6IBGJGJCNKNS6~� ³ IFMeC6AD=7C69oSJM±IB\­?VcHGJID¼�C69@QH;>AD;�S«?BGeC®MeC6`OC6KNSJC6Q7SUIyEHGJCNMJC6`OC6KfS�SJWHC®cHGJID¼�C69@EsID;O9oSUM6~ � 9HC;OMbSUWHC�=@?B;>9,MeC6AD=7C69oS6Y�?B9HQP?B9HIBSJWHC6G�IB9HC�;>M};�SUM�9HCN;>ADW¡c{IDGJ;O9HA�?BQqdeRH9XKNSU;�kDC�MJCNAD=7C69oSl~«8»\SJWHCV?BQqdeRX9HKNSJ;OkDCVMeC6AD=7C69oS4;OM}?Bc{I'kDC[SUWXCV=¨?B;O9¨MeC6AD=7C69oSlYa;�S};OMbK WHIDMeC69%SUI¯EHGeC6MeC6`>CNKNS�SJWHCcHGeID¼BCN9�E{ID;O9¡S6~ � SUWHCNG ³ ;>MeCBYZSUWX;>MV`>I ³ C6Gy?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oSy;>MVK WHIBMJC69¶SUIPEHGJCNMJCN`>C6KfSSJWHCFcXGJID¼�C69�E{ID;>9oS6~±�²WHCN9�?@AD?BE�;OMwcXGJ;>QXADC6Q­YHSJWHC�9¡RH=�csCNGwIB\jMJCNAD=@CN9oSUM�I�\�?�cHGJID¼�C69QH;OAD;OS®K6?B9�c{C©QHC6KNGJC6?BMJCNQ¶co��ID9HC�~V�aIDG�C¾ªH?�=@EH`OCBY{MJCN`>C6KfSUCNQ¶cXGJID¼�C692E{ID;>9oSUM�?BGJCFMJWHI ³ 9;O9��j;OAH~{�T~�¸��a¢ z ¦fY�SUWHCF`>;>9X¼BC6Q�;>=@?BADC�;>MwMJWHI ³ 92;O9��j;OAH~{�T~�¸��a¢`!o¦fYs?B9HQ ³ C©Kl?�9�MJCNC�SUWa?qSSJWHC¨9¡RH=©c{C6GFIB\4MJCNAD=7C69oSUM©;OMFK WH?B9HADCNQ \°GJID= !�SJI z ~P�w\]SJC6G©?�`>`«Ao?BEHM�?BGJC@`>;O9H¼BCNQ­Y.;OSID9X`O�@K6ID9oS ?�;>9HM4ID9HCVcX`>ILK ¼¨GJCNAD;>IB9%?B9HQ%SUWHC[_a9H?B`ZGJCNMJRH`�S4;>M�MJWXI ³ 9P;>9P�j;OAH~a�L~O¸��H¢�¸�nD¦¾~.8»\SJWHC6GeCV;>M�ID9H`��¨IB9HCVcH`>ILK ¼¨GeC6AD;OID9,;>9¤SJWHC�EHGJILK6CNMJMeC6QPQH;>AD;�SlYLSUWHCVQH;OAD;OSbQHILC6M�9HIBS4KNID9oS ?B;O9?B9%IDRTSUC6G4Ao?�E­~

� % $&% ' � -/0>0>6F<=1 C -/DE-/8 5�0>6 � 6 @ 6 <=1:6 � 0>- �96 D 57-�C D�1 �

8:9<=7IDMeS�K6?BMJCNM6Y*SUWHC�EHGeC6MJCN`>CNKNSUCNQ·cHGeID¼BCN9·E{ID;>9oSJM�?BGJC¯KNIDGJGeC6KNS6~7�wI ³ CfkDCNG6YjMeID=7C©\£?B`>MeCMeC6`>CNKNSJ;>ID9,IB\½cHGeID¼BCN9�E{ID;O9¡SJM}=@?'�@ILK6K6RXG�C6MJE{C6KN;§?B`O`O�@;O\ZSJWHCVQH;>M�S ?B9XK6CVc{CNS ³ C6C69PSUWHC[S ³ IEHGeC6MeC6`>CNKNSJC6Q�cHGeID¼BCN9 EsIB;>9oSUM7;>M�`§?�GJADC�~²��IBG7C¾ªX?B=@EX`>CBY}?B9ÀIDGe;>AD;O9a?B`};O=¨?�ADC%;>M�MJWHI ³ 9;O9��j;OAH~­�L~ � ¢¹¸�¦f~�8»SUM[EHGeC6MeC6`>CNKNSJC6Q �eC69XQH�,EsIB;>9oSUM�?B9HQ2EHGeC6MJCN`>CNKNSUCNQ<cHGJID¼�C69<E{ID;>9oSUM¯¢£MJCNC

Page 145: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸'n �

*

*^ *^

**

*^

*^

*^

*^

***

** T

** T

*****

** T

** T

** T

** T

* e *

* e *

* e *

*****

* e *

* *

******

* *

* * )

* * )

*******

* * )

*******

* )

* )

* * )

*******

* * o

* o

* * o ******

* o

* * o

* * o

*****

* * *

* * *

* *

*******

* * *

* * *

* *

* *

* * *

*******

* * *

* * * * * *

* *

*****

* * *

*******

* *

* * *

* *

****

* * *

* * *

F *

*****

* *

F * *

*******

* * *

F * *

* * * * * *

* *

[ e * [ e *

*****

* * *

* *

*******

** *

*****

s *

* * *

*******

* *

s *

* * *

v***

*

* * **

* **

v***

*******

* * **

*******

******

******

* *

* * * * * *

******

* * *

******

* * *

* *

* * *

* *

******

******

* * *

******

* *

* * *

******

* * *

* *

******

* * * * * *

******

* * *

******

* * *

* *

******

* * *

******

* * *

* *

******

* *

******

* * *

******

* * * * * *

* *

* * *

******

******

* * *

* *

******

* * *

******

* *

* * *

* * *

******

******

******

F * * F * *

F *

******

* * * * * *

******

******

* *

* * * *^***

^**** ^****

*

***** ^****

***** *****

* * * *^***

* * *****

* **

**** ********

f* * * ** f* * * **

* **

**** * **

******

f * **** **

***** F* T

* ********

***** ***********

** ** F**** T

***** F* T

***** ** T

*^ ** T *^ ** T

*** * *********

F* *O ^* [ ** *

F* * ** [ *

F* T ** [ ** *

F* *O ^* [ ** *

***** ** ************

F* O ^* [**** *

F* T ** [ ** *

***** **** *** ********

****** **** ************

* * * T **** *

* * * T * *

* e ) * T * e * * * e ) * T * e * *

* * * * T * e * * * * * * T * e * *

* * * ***** *

* * * * * s * *

****** ******************

* * * * * s * *

***** ***** * * ******

* * * * * s * *

* * * * s *

* * * * * s * *

f* * **** e * *****S * *

f* * **** e * *****S * * f* * **** e * *****S * *

f * **** *********S *

f * **** * *****S *

**** ***** ****

***** **********************

f* * **** e * *****S * *

** * * F **** ) ]* *

** * F *** ] *

** * * F **** ) ]* *

****** ************ ****

**** *** ***** ****

** * * F **** ) ]* *

** * * F **** ) ]* *

** * F ) ] *

F * * [ * ***o ** *

***** ** ** ** ****

F * * [ * ***o ** *

F * * [ * ***o ** *

F * [ ****** * *

F * * [ * ***o ** *

F * [ ***o * *

******* ************ ****

* * * * * *

****** ****** ****

* * * * * *

* * * * e * ** *

******* ****** ****

* * * * e * ** *

* * * * e * ** *

* * * * e * ** *

* * s ** * *

* * * s ** * * *

* * * s ** * * *

* * * s ** * * *

* * s ** * *

* * * s ** * * *

****** ** ****

****** ***** *****

* * * v* f * )

* * v* f )

***** * *** **

****** ** ******

* * * v* f * ) * * * v* f * )

* * * v* f * )

* * v* f )

* * * *** * *o

****** ********

**** * *

* * *** *o

* * * *** * *o

* * *** *o

* * * *** * *o

* * * *** * *o

* * * *** ** *

* * *** *

* * * *** ** *

* * * *** ** *

****** *********

***** *****

* * * *** ** *

* * *** *

** * *** ** *

** * *** ** *

* * *** *

** * *** ** *

* * *** *

** * *** ** *

***** ***********

**** *******

* * * *

***** ***********

* * * * * * * * * * * *

* * * * * * * * * * * *

**** *********

* * * *

* ( ** *

* * ( ** ** *

* * ( ** ** * * * ( ** ** *

* * ( ** ** *

* ( ** *

****** ************

***** * **********

* t******** * *

* * t******** * ** *

* t******** * *

* * t******** * * *

****** ***********

*************** ************

* * t******** * * *

* * t******** * ** *

[ *m******** *

[ *m******** *

[ * *m******** ** * [ * *m******** ** *

************************************

[ * *m******** ** * [ * *m******** ** *

************* * * ********** ***************** * ** *********

* * *** **

* * ** **

* **

* **

* * ** **

***********************************

* * *** ** * ****** ****** **

* ****** ****** **

********************************

* ****** ****** **

* ****** ****** **

* **

* **

******************************

* ********* ***

* ********* *** * ********* ***

**************************

******************************

* ***

* ********* ***

* ***

************************

* **

* ** * **

* ** * **

**************************

* **

s ***

s ***

s ***

************************

******************* *

s ***

s *** s ***

v*******************

********************

v*******************

v*******************

v*******************

v*******************

v*******************

** **********

(4) The first linked

(1) The sample image.

(7) The second linked

(8) The reconstructed image.

(2) The structural points, skeleton and

Preselected broken point

Preselected and

selected broken point

Selected broken point

Preselected and

Selected broken point

Preselected and

Selected broken point

Preselected end point

Preselected end point

Preselected end pointPreselectedend point

result. preselected "end" points.

(5) The structural points, skeleton andpreselected "end" points.

result.

(3) The preselected and selected broken points.

(6) The preselected and selected broken points.

�j;>ADRXGJC��T~ � 1���WHCyMJCN`>CNKNSU;OID9%IB\�cHGJID¼�C69�EsID;O9oSUM4?B9HQ0.bIDGeGJC6KfSU;OID9%GJRH`OC !H~

Page 146: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸ z �

�j;OADM6~H�T~ � ¢�n�� z ¦J¦}?�GJCVca?BMeC6Q�ID9PSJWHCy?B`>ABIDGJ;�SUWH=¿QHC6MeK6Ge;>c{C6QP;>9 �T~ z ~�¸D~��·C�K6?B9�MeC6C�SUWa?qSSJWHC�QH;>M�S ?B9XK6C4csCfS ³ CNC697SUWHC�S ³ IyEXGJC6MeC6`OC6KNSJC6Q@cHGJID¼�C697EsIB;>9oSUM®¢°MJWHI ³ 9¨;O9��j;>AX~o�T~ � ¢ z ¦J¦�;OM`>?BGJADC�K6IB=@Ea?�GJC6QFSUI�SJWHC}WHCN;>ADWoS.I�\aSUWHC ³ WXID`>C}QX;>AD;�Sl~*8:9©SUWH;OMjC¾ªH?�=@EH`OCBYqSUWHC}EXGJC6MeC6`OC6KNSJC6QcHGeID¼BCN9©E{ID;>9oSUM�?BGeC�\£?B`OMJC�~.�aIDGZSUWHC±MU?B=7EH`OC�;O=¨?�ADC«;>9F�j;>AH~q�L~ºÁXY�ID9H`���ID9HC�Ea?B;>G½IB\XcHGJID¼�C69E{ID;>9oSJM¯;>M¯EHGeC6MJCN`>CNKNSUCNQ!¢£MeC6CP�j;OADM6~«�L~ºÁa¢rn�� z ¦J¦fY«cHRTS@;O9�\£?BKNS�SUWXC6GJC%;OM@?�9HIBSUWXC6G¯Ea?B;OG¯IB\cHGeID¼BCN9�E{ID;O9¡SJM6~

*******

*^********** *^**********

*^**********

************

** **

** **

** **

** T

** ****** T *****************

** ****** T

*******************

* ** **** *

* *

* ** **** *

* *

* ** ** * ** ** ********* ********** ********* ***

F * ^******** ** F * ^******** **

F ^******** *

* * ** ***

* ** * *

******** ***

* * ** *** ******** ***

* * * )** * * * )**

* * ) *

******* **

* * * *

* * * * ** * * * * **

* F * *

* * F * ** * * F * **

******* ****

* * * ** *

* * * *

******* ****

* * * ** *

****** * ***

* * * ** *

* * * *

* * * ** * * * * * * *

****** ****

* * * * * *

* * * *

* * * o * *

* * o *

****** ******

* * * o * *

* * * )

****** ********

* * * * * ) * * * * * ) * * * ** * o

****** ******

* * ** o

* * * ** * o [ * [ * ** *

****** ********

[ [ * *

[ * [ * ** * * * s * * **

* s * **

***** ******

* * s * * ** * * * * * O * * * * * O

* * * O

**** *******

* * * * * *

* * * *

***** ******

* * * * * * * * * * * *

****** ******

* * * * * *

* * * *

* * v* * * * * v* * *

* v* *

****** *******

* * * * * * * *

***************

* *

**************

* * ** * * * ** *

* * * *

**********

* * * * * * * *

] *

] j * ] j *

*********

* * *

*******

* *

* * * * * *

* *

********

* * * * j (

* (

* j (

*********

* ** * *

***********

* ** * *

* * * *

* e* * *

***********

* e* * * * * *

**********

* * *

* *

[ *$* e *

***** ***

[ *$* *

[ *$* e * s * * )

*** ***

* * * *

s * * ) *v* *vo

***** ***

*v* *vo

***** **

^**

***** ****

^** F^* * *

******* ** *

F^* * *

****

******* * )

* T * e ) * T * e )

**** *****

* e ) * * *

* ) * *

* e ) * * *

**** ***

* * * *

* * * * * *

***** *****

* * * * * * * * * * * *

****** *****

* * * * * *

* * * *

****** *****

* * * * * * * * * * * *

* * * *

* * * * * * * * * * * *

***** *****

* * * * * * * *

***** ******

* * * * * * * * * * * *

* ( f *

* * ( f * * * * ( f * *

****** *******

[ t***m *

[ * t***m * * [ * t***m * *

****** *******

s *

****************

s * * * s * * * * ******** *

**************

* ******** *

* *

* *

* *

* *

************

**********vo

**********vo

**********vo

**********

(1) The original sample

"["

"]"

"["

"$"

"("

")"

")"

selected broken pointPreelected and

Preselected and

Selected broken point

Selected broken point

Preselected end point

Preselected end point selected broken point

image.

(4) The first linked

result.

(2) The structural points, skeleton and

preselected "end" points.(3) The preselected and selected broken points.

�j;>ADRXGJC��T~ ÁQ1���WHCyMJCN`>CNKNSU;OID9%IB\�cHGJID¼�C69�EsID;O9oSUM4?B9HQ0.bIDGeGJC6KfSU;OID9%GJRH`OC � ~��WHCPIBSJWHC6G¯SUWXGJC6CPCfªX?B=7EH`OC6M@?BGJC%MJWXI ³ 9 ;>9 �j;>AX~«�T~º�TY}?B9XQ�SJWHC�EXGJC6MeC6`OC6KNSJC6Q cHGJID¼�C69E{ID;>9oSJM4?BGJC�?B`OMJI¯\£?B`OMJC7¢£MeC6CF�j;>ABM6~a�L~ �H¢rn�� z YºÁq�¹�TY�¸��q� ¸B¸�¦J¦¾~8:9ySUWHCNMJCbK6?BMJCNM6YD;�S½;>M*9HC6KNC6MeMU?BG��FSJI�K6IBGJGJCNKNS½SUWHC±EHGJCNMJCN`>C6KfSUCNQ©cHGJIB¼BC69�EsID;O9oSUM6~½��WHCb?'k�?B;O`��?BcX`>C4EHGJ;OIDG«¼¡9HI ³ `>C6QXADC�;OM�SJWa?�S�SUWHC®EHGJILK6CNMJMeC6Q,IDcLdeCNKNSb;>M�Wa?B9HQ ³ Ge;OSeSUC69@QH;>AB;OSUMN~���CwK6?B9KNID9HMeSJGJRHKfS©?�`>`jE{IDMeMJ;>cX`>C¯=7IDGJEHWXID`>IDAB;>Kl?�`�M�SUGJRXKNSURXGJC7Ea?�SJSJC6Ge9HMFI�\bcHGeID¼BCN9·Wa?�9HQ ³ GJ;�SJSJC69QH;OAD;OSJM ³ WHIDMeC@EXGJC6MeC6`OC6KNSJC6Q cXGJID¼�C69·E{ID;O9¡SJM�?BGJC�9HI�SFKNIDGJGeC6KfSl~¨�TID=7C¯IB\}C¾ªH?�=@EH`OC6My?BGeCMeWHI ³ 9P;O9,�j;OADM6~T�T~s!�¢`!X¸N�(!omD¦f~j8:9¤\£?�KNSlYX?B`OSJWHIDRHABW,?�QH;OAD;OS±;>M±cHGJID¼�C69­Ya;�SUM±MJC6AB=@CN9¡SJM�K6ID9L�SU?B;>9©SJWHC4=@IDGeEHWHID`OIDAD;OKl?B`LMeSJGJRHKfSURHGJ?B`a;>9X\°IBGJ=@?�SU;OID9�IB\{SUWXC®QX;>AD;�SlYDCNMJE{C6K6;>?B`>`��©;O9¯;OSUM�=@?B;O9MeC6AD=7C69oSl~���WXC�MJWH?BEsCwGJCNK6IDAD9X;OSU;OID97IB\­SUWXCw=@?B;>97MJCNAD=7C69oS};OM±QHCNMJKNGJ;>c{C6Q¨;>9 .bWH?BEXSUCNG}ÁX~.bIDGeGJCNKNSU;OID9¨GeRH`>CNM}?BGeC�KNID9HMeSJGJRHKfSUCNQPcH?BMJCNQ,ID9¨SUWXC�QHCNMJK6Ge;>EXSJ;>ID9¤?B9a?B`��TMe;>M±?B9HQ¤KNID=7Ea?BG��;OMJID9PIB\jSJWHC6MeC�=7IDGJEXWHID`>IBAD;>K6?B`�M�SUGJRXKNSURXGJC�EH?�SJSJC6GJ9XM�?B9XQ�ID9PSUWHCyMJWa?�EsCyGJCNK6IDAD9X;OSU;OID9%IB\

Page 147: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸ z ¸

******

F^******* F^*******

******** *

***

*^************ *^************

*^****************** *^******************

*^******************

F^*******

*^************

*********

* T * T

********************

************** ** T ** T

F* T F* T

F* T

* T

** T

************ * * * *

***********************

***************** F ********* * F ********* *

[ * [ *

[ *

* *

F *

************ * * * *

************************

************* ******

[ ** * * [ ** * *

* * * *

* *

* *

[ *

*************

* ) * )

*************************

*********** *****

* * **$S * * * * **$S * *

* * * *

* *

* )

* **$S *

*************

* e * * e *

**************************

********* ***

* e ** * * * * e ** * * *

* ************ * * ************ *

* *

* *

* ** * *

**************

* * * * * *

***************************

******* ****

* ** ] * ) * ** ] * )

* e * ) * e * )

* )

* *

* ** ] )

***************

* * * * * *

***************************

****** ******

s * f * * s * f * *

* * * * * *

* *

* *

s * f *

***************

* * * * * *

***************************

*****

v**** * * * v**** * * *

* * * * * *

* *

* *

v**** * *

****************

* **j ( * **j (

***************************

******

* * * * * *

* * * * * *

* *

* (

* *

****************

[ e * * [ e * *

*********** **********

*******

* * * * * *

s *$S * * s *$S * *

s *$S *

[ *

* *

*****************

s * * s * *

*** *********

******

* * * * * *

** ***** ] * * ** ***** ] * *

** ***** ] *

s *

* *

*****************

* * * * * *

***********

*******

*** * ( *** * (

**v* f * * **v* f * *

**v* f *

* *

*** (

****************

* * ) * * )

************

**********

** * * ** * *

** * * ** * *

** *

* )

** *

*******

******S * * ******S * *

*************

*************

F** * * F** * *

** * * ** * *

** *

******S *

F** *

*******

] * * ] * *

**************

*****************

[ *** * [ *** *

*** * * *** * *

*** *

] *

[ *

*******

* * * * * *

*****************

******************

* *** * * *** *

F * * F * *

F *

* *

* **

********

* * * * * *

*****************

******************

* e** ) * e** )

* * ( * * (

* (

* *

* ***

*********

* * * * * *

******************

************* **

* ***o * ***o

* * * * * *

* *

* *

* *******

*********

f * * f * *

*********************

********* **

* *** ^* * *** ^*

* * * * * *

* ***

f *

* *** *******

**********

** * * ** * *

**********************

****** **

s *** * * s *** * *

* ****j ) * ****j )

* ****

** *

s *** ** *

***********

****** * * ****** * *

**********************

****

v**** * ) v**** * )

[ e * * [ e * *

[ ****

****** *

v**** * )

****************

* * * * * *

*********************

*****

* e * * e *

* **e * * **e *

* ****

* *

* *

*****************

* * * * * *

*********************

****

f* * f* *

* * * *

* ****

* *

f *

*****************

** * * ** * *

*********************

****

** * * ** * *

* * * *

* ****

** *

** *

****************

F * * F * *

*********************

*** *

** * * ** * *

s * s *

s ****

F *

** *

******************

* ***j * * ***j *

* ********

*******

** * * ** * *

************ * ************ *

************ ****

* *

** *

******************

* **** * ( * **** * (

*****

*********

* **** * * **** *

*** * *** *

*** ****

* (

* *

*******************

* e** * * * e** * *

***

*********

* * * * * *

** * ** *

*****

* *

* *

*******************

* * * * * *

**

*****

F************** * ****o F************** * ****o

^* vo ^* vo

^* ****

* *

F************** ****o

********************

[ * * [ * *

***

***** ** ***********

[ ** * [ ** *

* T * T

* T ****

[ *

[ *

****** *********

s ***$S * * s ***$S * *

***

*******************

* ******* * * ******* *

* * * *

* * ****

s ***$S *

* *

********

****v* * * * ****v* * * *

****

*******************

* e*** * * e*** *

* * * *

* * ****

****v* * *

* *

* *********

^*** * * * ^*** * * *

*****

*************

* **** * ****

* e * * e *

* * ****

^*** * *

* ****

***** *********

* *** * * * * *** * * *

*****

**********

s ** s **

* * * * * *

* * ****

* *** * *

s **

******** ********

* ** * * * * ** * * *

*******

***

v********* v*********

* * * * * *

* * ****

* ** * ***

v*********

********** ********

* * * * ) * * * * )

********

* * * * * *

* * ****

* * * ****

************ ********

[ e* * * e * [ e* * * e *

********

* * t * * t

* t ****

[ * * *****

************ ********

s ** * ] * s ** * ] *

*********

* * * * * *

* * ****

s * ] *****

************ *********

* * ** * * * * ** * *

***********

[ * * [ * *

[ * ****

* ** * ******

************ *********

** ***e * [ * ** ***e * [ *

**********

* * ** * * **

* ** ****

** * [ ***** *

*********** **********

** ) s * ** ) s *

************ *

* * *** *^ * * *** *^

* *** ****

** ***************** *

********** **********

********vo ******vo ********vo ******vo

************** ***

* * *m***** T * * *m***** T

* *m***** *

***************************vo

************************

* * * * * *

* *

************************

* * * * * *

* *

**********************

* ***********e * * ***********e *

* *

*********************

* * * *

* *

*********************

* * * *

* *

********************

s ) s )

s )

******************

v*****************o v*****************o

v*****************o

"S"

"S"

"S"

(2) The structural points, skeleton and(4) The linked image.

Preselected broken point

Preselected and

Preselected broken point

Preselected broken point

Selected broken point

Selected broken point

Preselected brokenpoint

Preselected broken point

Selected broken point

"S"

"j"

Preselected end point

Preselected end point

Preselected end point

Preselected endpoint

Selected broken point

(8) The linked image

(9) Sample image 3.

(5) Sample image 2.

(1) Sample image 1.Preselected end point

Preselected end point

and preselected "end" points.(sample image 1)

(sample image 2).

(6) The structural points, skeleton and

(12) The linked image

(sample image 3).

and preselected "end" points.

(10) The structural points, skeleton andand preselected "end" points.

Selected broken

point

(3) The preselected and selected broken points.

(7) The preselected and selected broken points.

(11) The preselected and selected broken points.

Main segment

Main segment

Adjunctive segment

Adjunctive segment

Main segment

Adjunctive segment

selected broken point

�j;>ABRHGJC��L~ � 1«��WHC�MeC6`>CNKNSJ;>ID9%IB\�cHGJIB¼BC69�EsIB;>9oSUM4?B9XQ .bIDGeGJCNKNSU;OID9%GJRH`OC6M�¸DY�n�?B9HQ z ~

Page 148: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸ z n

SJWHC�=¨?B;O9�MJCNAD=7C69oSlY�?B9HQ<SUWHCN9�QXCNSUCNGJ=7;>9HC ³ WXCNSUWXC6G�SUWHC�EHGeC6MJCN`>CNKNSUCNQ·cHGeID¼BCN9·E{ID;>9oSJM?BGeC¯GJC6?BMJID9H?BcH`>C�~©8»\±9HIBSlY­SJWHC�K6IDGeGJCNKNSU;OID92=7CNSUWXITQHM�?�GJC�EHGJIBEsIDMeC6Q­~¯�TID=7C¯K6IDGeGJC6KfSU;OID9GeRH`>CNM4?BGJC�QHCNMJK6Ge;>c{C6Q�?BM�\°ID`>`OI ³ M6~m#\;QXQTi UWOX^ \ _ QTS Z`i J>r8»\ IKJ:L SJWHC�=@?B;O9�MeC6AD=7C69oS@;>M¯SUWXC�RHEXEsCNGJ=7IDMeS7cH`OITK ¼�GeC6AD;OID9­Y±?B9HQÀ;OM¯SUWHCPMJWa?�EsCPIB\QH;OAD;OS z � I��PL SUWXC,9HC6;OADW¡csIDGe;>9HA�?BQqdeRH9XKNSU;�kDC,MeC6AD=7C69oS�;>M�?�S©SJWHC,`>I ³ C6G��»`>Cf\]S©K6IBGJ9HCNG©IB\SJWHC[=@?B;>9¤MeC6AD=7C69oS6YXSUWHCN9 I+YPL ID9HCVcXGJID¼�C69%EsIB;>9oS};OM�?©MeSJGJRHKfSURHGJ?B`­E{ID;>9oSy¢°EsID;O9oSUM�� c �HY�lg��HY���kL�©IDG��U¦¹�¡¦«I�\­SUWHCw=¨?�;>97MJC6AB=@CN9¡S6YH?B9XQ¨SUWHCNGJCw;>M±?F=7;>9H;O=©RH= QH;OMeSU?B9HK6CwcsCfS ³ CNC69SJWHC@cXGJID¼�C69 E{ID;>9oS�?B9HQ¶SUWHC7`>I ³ C6G��»GJ;OADWoS���C69HQH��EsID;O9oSFI�\}SUWHC7MJ¼�C6`OCNSUIB9 IB\}SJWHC@=@?B;O9MeC6AD=7C69oS � I��]L ?�9HIBSUWXC6G«cHGJIB¼BC69@EsIB;>9oS«;>M�?�MeSUGeRHKNSJRHGU?�`{E{ID;O9¡Sw¢°EsIB;>9oSUMF� c �HY��lg��HY���kL�FIBG�U¦¹�¡¦�IB\�SUWHC�9HCN;>ADW¡c{IDGJ;O9HAP?BQqdeRH9XKNSU;�kDC�MJCNAD=7C69oSlY�?B9HQ<SUWHCNGJC7;>M�?%=@;O9H;>=�RH= QH;>M�S ?B9HKNCc{CNS ³ C6CN9�SUWXCycXGJID¼�C69PEsID;O9oS®?B9HQ�?�MeC6`OC6KNSJC6QÀ�eC69XQH�@E{ID;O9¡S}IB\�SJWHC�MJ¼�C6`>CfSUID9PIB\½SUWHCy?BQL�deRH9XKNSU;�kDCVMeC6AD=7C69oSl~���WX;>M7�eCN9HQH��EsIB;>9oSU�©;OM}MJCN`>CNKNSUCNQP?BM}\°ID`>`OI ³ M 1.;�\ZSUWHCVIDRTSUC6GbK6ID9oSUIBRHGIB\±SUWHC¨?BQqdeRH9XKNSU;�kDC7MJCNAD=@CN9oS©K6IB9¡SU?B;>9XMFE{ID;>9oS��l¢°��¢£KNID9HK6?'kBC¨K Wa?�9HADC¨;O9�KNITQXC,nD¦¾Y½SJWHCMeC6`>CNKNSJC6Q ��C69HQH��EsIB;>9oS�;>MVSUWXC@`OI ³ C6Ge=@IBMeS��eC69XQH��E{ID;>9oSyIB\b;OSUM�Me¼BC6`OCNSJID9­~ � SUWXC6G ³ ;OMJC�YSJWHC�MJC6`OC6KfSUC6QÀ�eCN9HQH�7EsID;O9oS4;>M}SUWXCyGe;>ADWoSJ=@IDM�S7�eCN9HQH�7EsID;O9oS4IB\j;�SUM�Me¼BC6`OCNSJID9­~� 9HC%CfªX?B=7EH`OCP;OM�MJWHI ³ 9 �j;OAH~«�T~º�H¢rnD¦f~ 8»S@=7C6CfSUM .bIDGJGeC6KfSU;>IB9ÀGJRX`>C<¸¡¢�¸f��nD¦¾Yb?B9XQ�SJWHCEHGeC6MeC6`>CNKNSJC6QPcHGJID¼�C69�EsID;O9oSUM�9HCNC6Q%SUI�csCVKNIDGJGeC6KfSUC6Q�~±��WHC�MeC6`>CNKNSJC6QPcHGJID¼�C69�EsID;O9oSUM4?BGeCQHCfSUCNGJ=7;>9HCNQ·ca?BMeC6Q�ID9 .bIDGJGeC6KNSJ;>ID9�GJRH`OC�¸¡¢rnD¦6¢£?q�:ca¦7¢°MJWHI ³ 9�;O9 �j;OAH~½�T~º�H¢ z ¦e¦f~�|}?BMeC6QID92SJWHC�MJC6`OC6KfSUC6Q�cHGJIB¼BC69¶E{ID;>9oSUMNYZSUWHC�cHGeID¼BCN9·QH;OAD;OS�;>MVGJCNK6ID9XMeSUGeRHKNSJC6Q�?�9HQ�MeWHI ³ 9�;O9�j;OAH~a�L~ �H¢ !¡¦f~m#\;QXQTi UWOX^ \ _ QTS Z`i���r8»\ IKJ:L SUWHC�=@?B;>9,MeC6AD=7C69oSw;>M�I'kDCNG®SJWHCy?BQqdeRH9HKfSU;�kDC�MJCNAD=@CN9oSlY{?B9HQ%SUWHCNGJC�;>M�IB9HCFE{ID;O9¡S�U�L�P;O9�SUWHC�MeC6GJ;OC6M�IB\±MeSJGJRHKfSURHGJ?B`�EsIB;>9oSUMVIB\�SUWXC7=@?B;O92MJC6AB=@CN9¡S�� I��=L SJWHC6GeC7;OMV9HI%;>9T�SJC6GJ9H?B`ZK6ID9oSJIDRHG®;>9%SUWHCy=¨?�;>9%MJCNAD=@CN9oS �s?B9HQ I��=L SJWHCFMe¼BCN`>CNSJID9�IB\�SUWHCy=@?B;>9%MJCNAD=7C69oSKNID9oS ?B;O9HM4ID9HC��]deRH9HKfSU;OID9H��EsIB;>9oS ³ WH;>K WP;>M®?�S4SUWXCyc{IBSeSUID= I�\�SJWHCFMe¼BCN`>CNSJID9­YaSUWXC69 I YPLID9XC[cHGJIB¼BC69PE{ID;>9oS};OM�?©MeSJGJRHKfSURHGJ?B`­E{ID;>9oSy¢°EsIB;>9oSUM�� c �XY��lg��HY«��kL�¯IDG¯�U¦��¡¦�IB\*SUWHC[=@?B;O9MeC6AD=7C69oSlY�?B9HQ¶SUWHCNGJC7;>My?�=7;>9X;>=©RH=�QH;OMeS ?�9HK6C7csCfS ³ CNC69·SJWHC7cHGJID¼�C69 E{ID;O9¡SF?B9XQ¶SJWHCGe;>ADWoSyID9HC@IB\�SUWHC7S ³ I�`>I ³ CNG2�eCN9HQH��E{ID;O9¡SJMFI�\�SUWHC@MJ¼BCN`>CfSUID9�IB\bSUWHC@=¨?B;O9�MeC6AD=7C69oS��I��]L ?B9HI�SUWHCNG}cHGJIB¼BC69PE{ID;>9oS�;OM}MJCN`>C6KfSUCNQ�;OM}MU?B=7CV?BM}SJWa?�S�I�\8.bIDGeGJCNKNSU;OID9,GJRX`>C©¸¡¢rnD¦6¢°c�¦f~� 9HC�MJ?B=@EX`>C�;>MjMJWHI ³ 9¨;O9��j;>AX~o�T~º�H¢rÁD¦fY¡?B9HQ�;�S�=@CNCNSJM(.bIBGJGJCNKNSJ;>ID9�GJRX`>C®nH¢¹¸N� z ¦¾Yo?B9HQ¯SJWHC

Page 149: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸ zDz

EHGeC6MeC6`>CNKNSJC6Q%cHGJIB¼BC69%E{ID;>9oSJMb9HCNC6Q,SUI©c{C[KNIDGJGeC6KNSJC6Q­~«��WHCVMeC6`OC6KNSJC6Q,cHGeID¼BCN9%EsID;O9oSUMbK6?B9c{C¯\°IDRH9HQ¶ca?BMeC6Q·IB9 .bIDGeGJCNKNSU;OID9<GJRH`OC@nH¢ z ¦N¢r?q�»c�¦[?B9HQ¶MJWXI ³ 9�;>9¶�j;OAH~*�T~º�H¢��B¦f~7|}?BMeC6QID9¥SUWXC�MeC6`>CNKNSJC6QÀcXGJID¼�C69ÀE{ID;O9¡SJM6Y�SUWHCPcHGJIB¼BC69 QH;>AB;OSUM¯GeC6KNID9HMeSJGJRHKfSUCNQ ?B9HQ MJWHI ³ 9À;O9�j;OAH~�¸��a¢rmo¦¾~m#\;QXQTi UWOX^ \ _ QTS Z`i���r8»\ IKJ:L SJWHC4=¨?�;>9�MJCNAD=@CN9oS±;OM«I�kBC6G«SUWHCw?BQqdeRX9HKNSJ;OkDC4MeC6AD=7C69oSlYT?B9HQ�SUWXC6GJCw?BGeC®IB9HCwE{ID;O9¡S�U�L��?B9XQ·E{ID;>9oS��l¢£�P;>9¶SUWHC7MJCNGJ;OC6MyIB\�MeSJGJRHKfSURHGJ?B`«EsIB;>9oSUMyIB\bSJWHC¨=@?B;O9¶MeC6AD=7C69oS�� I��PLSJWHC6GeC¯;>M[9HI��§deRH9HKNSJ;>ID9X�¤EsIB;>9oSVID9�SJWHC¯MJ¼�C6`>CfSUID9<IB\�;�SUM[9HCN;>ADW¡c{IDGJ;O9HA,?BQ�deRH9HKNSJ;OkBC¯MJC6Aq�=7C69oSlYT?B9HQ7SUWHCNGJCw;>M�9HI�E{ID;>9oS©��SU�¨¢£KNID9HK6?'kBC[K Wa?B9XADC�;O9¨K6ILQHC z ¦ � I��PL SJWHC�Ge;>ADWoS��eCN9HQH�E{ID;>9oS@IB\VSUWXC�MJ¼�C6`>CfSUID9 I�\VSUWHC2?�QqdeRH9HKfSU;OkBC�MJCNAD=7C69oS¤;OM¨ID9�SJWHC�Ge;>ADWoS¤I�\VSUWHC�`OI ³ CNG�eCN9HQH�PEsIB;>9oS�IB\bSJWHC�MJ¼�C6`>CfSUID9�IB\bSJWHC�=¨?�;>9<MJCNAD=@CN9oSlY*SUWHCN9�S ³ I�cHGeID¼BCN9 E{ID;>9oSUMVK6?B9c{C©MJCN`>CNKNSUCNQ¶?BM�\°ID`O`>I ³ M 1 I+YPL IB9HC©cHGeID¼BCN9¶E{ID;O9¡S�;>MV?@MeSUGeRHKNSJRHGU?�`.EsIB;>9oS�¢°EsID;O9oSUM%� c �HY�lg��HY���kL�©IDG��U¦¹�¡¦«I�\­SUWHCw=¨?�;>97MJC6AB=@CN9¡S6YH?B9XQ¨SUWHCNGJCw;>M±?F=7;>9H;O=©RH= QH;OMeSU?B9HK6CwcsCfS ³ CNC69SJWHC¤cHGeID¼BCN9�E{ID;O9¡S©?B9HQ SJWHC,GJ;OADWoS<�eCN9HQH�2E{ID;>9oS©I�\®SJWHC¤Me¼BC6`OCNSJID9¥IB\4SUWHC,?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oS � I��]L ?B9HIBSJWHC6G�cHGeID¼BCN9·E{ID;>9oS�;>M�?,M�SUGJRXKNSURXGU?B`�E{ID;>9oS@¢°EsID;O9oSUMP� c �HYw�lg��HYw��kL�IDG��U¦��o¦�IB\�SJWHC,?BQ�deRH9HKNSJ;OkBC¤MJCNAD=@CN9oSlY«?B9HQ�SUWHCNGJC¤;OM©?�=7;>9H;O=©RH= QX;>MeSU?B9HKNC¤csCfS ³ CNC69SJWHC¤cHGeID¼BCN9�E{ID;O9¡S©?B9HQ SJWHC,GJ;OADWoS<�eCN9HQH�2E{ID;>9oS©I�\®SJWHC¤Me¼BC6`OCNSJID9¥IB\4SUWHC,?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oSl~� 9HC�MU?B=7EH`OC�;>M½MJWHI ³ 9©;O9F��;>AH~q�T~º�H¢¹¸��o¦fYq?B9XQ�;OS½=7C6CfSUM�.bIDGJGeC6KNSJ;>ID9yGJRX`>C z ¢�¸f� z ¦¾Y�?�9HQFSJWHCEHGeC6MeC6`>CNKNSJC6Q%cHGJIB¼BC69%E{ID;>9oSJMb9HCNC6Q,SUI©c{C[KNIDGJGeC6KNSJC6Q­~«��WHCVMeC6`OC6KNSJC6Q,cHGeID¼BCN9%EsID;O9oSUMbK6?B9c{Cy\°IBRH9HQ�ca?�MJC6Q�ID9 .bIDGeGJC6KfSU;OID9�GeRH`>C z ¢ z ¦6¢r?��:c�¦�?B9HQ�MJWHI ³ 92;>9��j;OAH~s�T~ �X¢�¸D¸�¦¾~4|}?BMeC6QID92SJWHC�MJC6`OC6KfSUC6Q�cHGJIB¼BC69¶E{ID;>9oSUMNYZSUWHC�cHGeID¼BCN9·QH;OAD;OS�;>MVGJCNK6ID9XMeSUGeRHKNSJC6Q�?�9HQ�MeWHI ³ 9�;O9�j;OAH~�¸��a¢�¸�nB¦f~�TIB=@CfSU;>=7C6MNYB\£?B`OMJC�cHGeID¼BCN9@E{ID;>9oSJM�=¨?l�¯ILK6KNRHG�C6MeEsCNK6;§?�`>`O��;O\�SUWXC®QX;>MeSU?B9HKNC®c{CNS ³ C6CN9@SJWHCS ³ IFEXGJC6MeC6`OC6KNSJC6Q¤cXGJID¼�C69¨E{ID;O9¡SJM�;>M«`§?�GJADC�~.�TRXK W¤?B97CfªX?B=7EH`>C4;OM�MJWHI ³ 9¨;O97�j;>AH~o�T~ � ~j8:9SJWH;>M4Kl?�MJCBY{;OS4;OM49HC6KNC6MJMJ?BGe�PSUI7K6IBGJGJCNKNS®SUWHCyEHGeC6MJCN`>CNKNSUCNQ�cHGeID¼BCN9�EsIB;>9oSUMN~}�[CNSJC6Ge=@;O9H;>9HA³ WHCfSUWHCNGjSUWXC}EHGJCNMJCN`>C6KfSUCNQ¯cHGJID¼�C69¯E{ID;>9oSJM.?BGeCbK6IBGJGJCNKNS�K6?B9©c{Cbca?�MJC6Q¯IB9�SUWHCbMeSUGeRHKNSJRHGU?�`?B9XQPMe¼BCN`>CNSJID9�C¾ªLSUC69XQH;>9HA@?B9a?�`O�LMJ;OM�IB\�SJWHC�QH;>AB;OSl~m#\;QXQTi UWOX^ \ _ QTS Z`i pFr8»\ IKJ:L SUWHC�=@?B;>9,MeC6AD=7C69oS®;>MbRH9HQHCNG®SJWHC�?BQqdeRH9XKNSU;�kDC�MJCNAD=7C69oSlY�?B9XQ�;OM}SUWHCVID9XCyMeWa?BE{CIB\bQH;>AB;OS � � I��=L SUWXC¤?BQqdeRX9HKNSJ;OkDC@MJCNAD=@CN9oS�;OMySJWHC@MeWa?BE{C¨IB\bQH;>AB;OS�¸ � I��=L SUWHCNGJC7CfªT;>M�S

Page 150: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸ z !

KNGJIDMeMJ;>9XAFE{ID;>9oSJM�csCfS ³ CNC69¨SJWHCwQXI ³ 97CfªLSJC69HMe;>ID9@`>;>9XC6M�IB\sSUWHC®?BQqdeRX9HKNSJ;OkDC®MJCNAD=7C69oS}?�9HQRHE%C¾ªTSJC69HMe;>ID9P`>;O9HC6M�I�\�SJWHC�`>CN\]S��eC69HQX�@Ea?�GeS4IB\½SUWHC�=@?B;>9¨MJC6AB=@CN9¡S6YHSUWHCN9PS ³ I7cHGJID¼�C69E{ID;>9oSJM©Kl?B9¥c{C,MJCN`>C6KfSUCNQÀ?BM©\°IB`>`>I ³ M 1 I+YPL ID9XC,cHGJID¼�C69�EsIB;>9oS¯;>M©?<M�SUGeRHKNSJRHGU?B`�E{ID;O9¡S¢°EsID;O9oSUM�� c �HY¯�6gi�HY©��kL��IBG·�J¦��¡¦©IB\wSUWHCP=¨?�;>9¥MJCNAD=@CN9oSlY�?B9XQ SUWXC6GJCP;>M7?<=@;O9H;>=�RH=QH;OMeSU?B9HK6C�csCfS ³ CNC69,SUWHCVcXGJID¼�C69%EsIB;>9oS}?�9HQ¤SUWHC�`>I ³ CNG��eCN9HQH�¯E{ID;>9oS}I�\ZSUWHC[Me¼BCN`>CNSJID9%IB\SJWHCF=@?B;O9�MeC6AD=7C69oS � I��]L ?B9XIBSUWHCNGwcXGJID¼�C69�E{ID;>9oS®;>Mw?@M�SUGeRHKNSJRHGU?B`½E{ID;>9oS�¢£E{ID;>9oSJM¤� c �HY�lg��HY��¹kT��IDG2�U¦¹�¡¦yI�\�SUWHC,?�QqdeRH9HKfSU;OkBC¤MJCNAD=7C69oSlY«?B9XQ·SUWHCNGJC¤;OM©?�=7;>9X;>=©RH=�QH;>M�S ?B9HKNCc{CNS ³ C6CN9�SUWHCPcHGJIB¼BC69ÀEsID;O9oS¨?�9HQ �eCN9HQH��EsID;O9oS@I�\[SUWHCPMJ¼�C6`OCNSUIB9�IB\[SJWHC�?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oSl~� 9HC�MJ?B=@EX`>C�;>MjMJWHI ³ 9¨;O9��j;>AX~o�T~ � ¢�nB¦fY¡?B9HQ�;�S�=@CNCNSJM(.bIBGJGJCNKNSJ;>ID9�GJRX`>C&!�¢¹¸N� z ¦¾Yo?B9HQ¯SJWHCEHGeC6MeC6`>CNKNSJC6Q%cHGJIB¼BC69%E{ID;>9oSJMb9HCNC6Q,SUI©c{C[KNIDGJGeC6KNSJC6Q­~«��WHCVMeC6`OC6KNSJC6Q,cHGeID¼BCN9%EsID;O9oSUMbK6?B9c{C¯\°IDRH9HQ¶ca?BMeC6Q·IB9 .bIDGeGJCNKNSU;OID9<GJRH`OC !�¢ z ¦N¢r?q�»c�¦[?B9HQ¶MJWXI ³ 9�;>9¶�j;OAH~*�T~ � ¢ z ¦f~7|}?BMeC6QID92SJWHC�MJC6`OC6KfSUC6Q�cHGJIB¼BC69¶E{ID;>9oSUMNYZSUWHC�cHGeID¼BCN9·QH;OAD;OS�;>MVGJCNK6ID9XMeSUGeRHKNSJC6Q�?�9HQ�MeWHI ³ 9�;O9�j;OAH~a�L~ � ¢ � ¦f~8:9@MJID=7C�K6?BMJCNM6YX;�Sb;OM±E{IDMeMJ;>cX`>C�SUWa?qS±SJWHC6GeCV?BGJC4S ³ I©=@;OMJMe;>9HAy`>;O9H¼¡M6~«�TIB=@C®CfªX?B=7EH`>Cw?BGeCMeWHI ³ 9¶;O92�j;OADM6~��T~s!�¢�¸��'� ¸ � Yºn z �¹n !¡¦¾~w� EXGU?BKfSU;>K6?B`½CfªX?B=7EH`>C©;OM�MeWHI ³ 9¶;O9<�j;>AX~��L~ºÁX~V8»SJMM�SUGJRXKNSURXGU?B`*E{ID;>9oSUM4?�9HQ�Me¼BC6`OCNSJID9�?BGeC�MJWHI ³ 9�;O9���;>AH~��L~ºÁa¢rnD¦f~���WHCyGJCN`§?�SJC6QPK6IDGeGJC6KfSU;OID9GeRH`>Cy;>Mwca?BMJCNQ2ID9�SJWHC©=7IDGJEHWXID`>IDAB;>Kl?�`­MeSJGJRHKfSURHGeC¯?B9a?B`��LMJ;>M�?B9HQ�MeWa?BE{C©GJCNK6IDAB9H;OSJ;>ID9PIB\SJWHC}=@?B;>9¯?�9HQ�?BQqdeRH9XKNSU;�kDC�MeC6AD=7C69oSUMN~��wCNGJC�Y¡SJWHC}=@?B;>9�MJC6AB=@CN9¡S«;OMjID9XC�MJWa?BE{C�IB\{QH;OAD;OSm�c{C6K6?BRHMeC 1 I+YPL SJWHC6GeC,CfªT;>M�SUM¯?�MeC6Ge;>C6M�IB\4MeSJGJRHKfSURHGJ?B`bE{ID;>9oSJM�ID9�;�SUM�IBRXSUCNG�K6IB9¡SJIDRHG 1�lg�� � �¹p>��� �lg��� ���q�� �U¦�� � �l¢£�� �J¦�� � I��]L SUWXC6GJC¨;>M�IB9HC¤RHEHE{C6G�;>9oSUCNGJ9a?B`KNID9oSUIDRHGN~���WHCyGJC6`>?�SUCNQ%K6IDGeGJC6KfSU;OID9%GJRH`OCyK6?B9%csC�QHCNMJKNGJ;>c{C6Q�?BM}\°ID`O`>I ³ M6~m#\;QXQTi UWOX^ \ _ QTS Z`i ��r8»\ IKJ:L SUWXCP=@?B;O9 MJCNAD=@CN9oS�;>M¯I'kDCNG©SUWHCP?BQqdeRX9HKNSJ;OkDC,MeC6AD=7C69oS6Yb?B9XQ�;OM�SUWXCPMeWa?BE{C,IB\QH;OAD;OS±m,¢°MJCNC�SUWHC[?BcsI'kBC[QHC6MeK6Ge;>EXSJ;>ID9�¦ � I��=L SUWHC[Me¼BCN`>CNSJID9,IB\­SJWHC[=@?B;>9¨?B9HQ,?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oSUM4?�`>`�KNID9oS ?B;O9HMbS ³ I ��C69HQH��E{ID;>9oSJM6YTSJWHC69,S ³ I�Ea?B;>GeM�IB\½cHGJIB¼BC69%E{ID;>9oSJM�Kl?B9,c{CMeC6`>CNKNSJC6Q ?BM©\°ID`>`OI ³ M 1 I YPL ID9HC%Ea?B;OG©IB\®MJCN`>C6KfSUCNQÀcHGeID¼BCN9 E{ID;>9oSJM¯;>M�S ³ I�EXGJC6MeC6`OC6KNSJC6QcHGeID¼BCN92EsIB;>9oSUM�� I��]L ?B9XIBSUWHCNG�Ea?�;>G®IB\�MJCN`>CNKNSUCNQ2cHGJIB¼BC692E{ID;O9¡SJM�;OM 1}ID9XC�cHGeID¼BCN9¶E{ID;O9¡S;OM¯?2MeSUGeRHKNSJRHGU?�`�EsID;O9oSP¢£E{ID;>9oSJM¶� c �HY©�6gi�HYF��kL�<IDG¶�U¦¹�¡¦FIB\®SUWXCP=@?B;O9 MJCNAD=@CN9oSlY}?�9HQSJWHC6GeC®;OM«?V=@;O9H;>=©RX=�QH;OMeSU?B9HK6C4c{CNS ³ C6CN9@SUWXCwcHGeID¼BCN9@E{ID;O9¡S�?�9HQ¨?�9HIBSUWXC6G«`>I ³ C6Gy�eCN9HQH�E{ID;>9oS�I�\½SJWHCVMJ¼�C6`OCNSUIB9�IB\½SUWXCV=¨?B;O9¤MJCNAD=7C69oS ��?B9XIBSUWHCNG�cHGJIB¼BC69PE{ID;>9oS�;OM�?¯MeSUGeRHKNSJRHGU?�`

Page 151: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸ zo�

E{ID;>9oS¤¢£E{ID;>9oSJM2� c �HY��6gi�HYV��kL��IDG2�J¦��¡¦VIB\�SUWXC¤?BQqdeRX9HKNSJ;OkDC¨MJC6AB=@CN9¡S6Y«?B9HQ·SJWHC6GeC¤;>M�?=7;>9H;O=©RH= QX;>MeSU?B9HKNC[csCfS ³ CNC69%SUWHC�cHGJID¼�C69%E{ID;>9oS�?�9HQ,?B9HI�SUWHCNG}RHEHE{C6G���C69HQH�¯E{ID;O9¡SbIB\SJWHC�MJ¼BCN`>CfSUID9PIB\½SUWHCy?BQqdeRX9HKNSJ;OkDC�MeC6AD=7C69oSl~� 9HC¯MJ?B=@EX`>C¯;>MVMeWHI ³ 9·;O9<�j;>AH~­�T~ Áa¢�nD¦¾Y*?B9HQ¶;OSV=7C6CfSUM .bIDGeGJC6KfSU;OID9<GJRH`OC � ¢�¸N�¹nD¦f~���WHCMeC6`>CNKNSJC6Q Ea?�;>G�IB\}cXGJID¼�C69 E{ID;>9oSJMF;OM�S ³ I�EHGeC6MeC6`>CNKNSJC6Q cHGeID¼BCN9�EsIB;>9oSUM�ca?BMeC6Q IB9 .bIDG¹�GeC6KNSJ;>ID92GeRH`>C � ¢�nD¦N¢r?o¦¾YZ?B9HQ¶?B9XIBSUWHCNGVEa?B;OG[IB\�cHGJIB¼BC69¶E{ID;>9oSUM�;>MVca?BMeC6Q<ID9 .bIDGeGJC6KfSU;OID9GeRH`>C � ¢rnD¦6¢°c�¦V?B9HQ¶K6IDGeGJCNMJE{ID9HQHM�SUI%SUWHC�`OCN\]S�Ea?B;OGVIB\���C69HQH�PE{ID;>9oSUMVI�\bSUWXC7=@?B;O9�?�9HQ?BQ�deRH9HKNSJ;OkBC�MeC6AD=7C69oSUMN~���WHCf�À?�GJCPMJWHI ³ 9À;O9À��;>AH~«�L~ºÁa¢ z ¦f~À|}?BMeC6QÀIB9 SUWXC�MeC6`>CNKNSJC6QcHGeID¼BCN9�E{ID;O9¡SJM6YHSJWHC�cHGJID¼�C69PQH;>AB;OS�;OM�GJC6KNID9HM�SUGJRXKNSUCNQ2?B9HQ%MeWHI ³ 9�;>9P�j;OAH~a�L~ºÁa¢ !¡¦f~� 9HC}=7IDGeEHWHID`OIDAD;>K6?B`¡MeSJGJRHKfSURHGeC�Ea?�SJSJC6Ge97I�\�cHGJID¼�C697QH;>AB;OS�;>M.MeWHI ³ 97;O9��j;>AX~D�T~s!�¢r�D¦fYo?�9HQ?©EHGJ?BKNSJ;>K6?B`­MU?�=@EH`OC[;>M�MeWHI ³ 9�;O9P�j;>AH~X�T~ mX~�8:9%SUWH;OM�Kl?BMeCBYHSUWXCVEHGJCNMJC6`OC6KfSUC6Q��eC69XQH�¨?�9HQcHGeID¼BCN9�E{ID;O9¡SJM4?BGJC�MeWHI ³ 9�;>9P�j;OADM6~H�T~ ma¢�n�� z ¦±ca?�MJC6Q�ID9,SUWHCy?B`OADIDGe;OSUWX=@M±QHC6MeK6GJ;OcsCNQ�;O9.bWa?�EXSUCNG��L~ z ~�¸D~���WHC�EHGeC6MeC6`>CNKNSJC6Q�cHGeID¼BCN9�E{ID;O9¡SJM®?BGJCV;O9HK6IDGeGJCNKNSl~

****

F^*** F^***

F^***

******

* T * T

* T

*******

* e * * e *

* *

*******

* * ) * * )

* )

******* * * o

* * o

* o

****** * * * * * *

* *

*****

** * ** *

* *

***

f * ** f * **

f **

****

F* *O F* *O

F* O

******

* * * * * *

* *

*******

* * * * * *

* *

* ******

* * * * * *

* *

*** ******

^** * * * ^** * * *

^** * *

*** *******

* * * * * * * * * *

* * * *

***** ******

* ) * * * * ) * * *

* ) * *

***** ******

* e * * * * * e * * * *

* * * *

***** *****

* * * * * * * * * * * *

* * * *

****** *****

* * * * * * * * * * * *

* * * *

***** ******

* * * * * * * * * * * *

* * * *

****** *******

* * * * * * * * * * * *

* * * *

***** ******

* * ( * * * * * ( * * *

* ( * *

****** *******

* * * * * * * * * * * *

* * * *

******** ******

* * * * * * * * * * * *

* ******* * *

*********** ******

* * * * * * * * * * * *

* ********** ** *

*********** *****

f ** ) * * * f ** ) * * *

f ************* *

********* *****

** * o * * * ** * o * * *

** ************* *

************ ******

F * * * * * F * * * * *

F ************* *

********** ******

[ ** *** * * * [ ** *** * * *

[ *** * *

********* ******

* * * * * * * * * * * *

* * * *

******* ******

* * ** * * * * * ** * * *

* ** * *

****** *****

* * O * * * * * O * * *

* O * *

***** ******

* e * * * * * e * * * *

* * * *

**** ******

* * * * * * * * * *

* * * *

*** ******

s * * * * s * * * *

s * * *

******

v*o * * * v*o * * *

v*o * *

*****

* * * * * *

* *

******

* * * * * *

* *

******

* * * * * *

* *

******

* * * * * *

* *

*******

* * * * * *

* *

******

* * * * * *

* *

******

* e * * e *

* *

*****

* * * *

* *

****

[ * [ *

[ *

***

s * s *

s *

***

vo vo

vo

(4) The linked image.

(1) The original sample

(2) The structural points, skeleton and

Preselected endpoint

Preselected end point

")"

")"

Preselected brokenpoint

Preselected broken point

Selected broken point

Selected broken point

and preselected "end" points.

image.

(3) The preselected and selected broken points.

���/�������.����� T 5 ����/������� ��V �"�'�� ��7*���& ��������6����)}:� ��$�*�%���� ��V�����3|��

T 5 3�� ���$*��I ���)��/��� �* ��$�������� ��V�����8�����['I��� ����p����������)}����"_ ����/ 4 �*�� G�����>��DFC_GIA���� H>��MLfg"���Q��8� 5 012���/������12����8�/��� 5 0� 5 ���I0 �" )��������+h��������� 5 ��Y���$��p����������������B�I ������a���d2^E�* ����*��W��� 5 ������6�����* .)�8h�c�'���� �� ��p���$��������������I ��������a��.db^E�* ����*��W��� 5 ������������ #)����c-� a 12d�^E�* ����*��W�3� 5 ����������?�* .)���.c �� �� a��Fd�^_�* �������W��� 5 ������8�/�?�� #)�3��c� ��� 5 � ��#��*���* ���� ����� �"B� 5 0��)��$���������W�+����12��������� !��� 5 ���)��$���������`W�0�$*��1 *�����/�� ��

Page 152: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸ z Á

SJWHC}=7;>QHQH`OCb`OCN\]S.Me;>QHCbIB\�SUWHC�=@?B;>9FMJCNAD=@CN9oSlYoSUWHCN9©S ³ I�cHGeID¼BCN9@E{ID;O9¡SJM.Kl?�9¯csC�MeC6`>CNKNSJC6Q?BMw\°ID`>`OI ³ M 1 I+YPL ID9HC¯cXGJID¼�C69<EsIB;>9oS[;OM�SUWHC¯`OI ³ CNG��:Ge;>ADWoS�EsID;O9oS%�U¦¹�,IB\�SUWHC�?�QqdeRH9HKfSU;OkBCMeC6AD=7C69oS � I��]L ?B9HIBSJWHC6G�cXGJID¼�C697EsID;O9oS«;>M�ID9¯SUWXC�IDRXSUCNG«K6ID9oSUIBRHG�IB\{SUWHC�=@?B;>9¯MeC6AD=7C69oS6Yc{CNS ³ C6CN9 ³ WX;>K WP?B9HQ¨SJWHC[MeC6`>CNKNSJC6Q%cHGJIB¼BC69%E{ID;>9oSV¢£co�@SJWHCV?Bc{I'kDCy�LSJC6E¶¢£?o¦J¦�SUWHCNGJCV;>Mb?=7;>9H;O=©RH=�WHIDGe;86NID9oS ?B`­QX;>MeSU?B9HKNCB~� 9HC©MJ?B=7EH`>CF;>M[MeWHI ³ 9�;O92�j;>AX~­�T~ mXYZ?�9HQ2;OS�=@CNCNSUM�.bIDGJGeC6KNSJ;>ID92GeRH`>C©Áa¢�¸N� z ¦fY�?B9HQ�SJWHCEHGeC6MeC6`>CNKNSJC6Q¶cHGJID¼�C69¶EsIB;>9oSUMV9HCNC6Q<SUI%c{C¯K6IDGeGJC6KfSUCNQ�¢°MJC6C7�j;OAH~Z�L~ºma¢rnD¦J¦¾~���WHC�MeC6`>CNKNSJC6QcHGeID¼BCN9 EsIB;>9oSUM�Kl?B9 c{C�\°IDRX9HQ ca?BMeC6Q ID9�.bIDGeGJCNKNSU;OID9 GeRH`>C·Áa¢r?q�»c�¦%?B9HQ MJWXI ³ 9 ;O9�j;OAH~��T~ ma¢ z ¦f~²|}?BMeC6Q ID9�SUWHC�MJCN`>C6KfSUCNQ�cHGJIB¼BC69 E{ID;O9¡SJM6YbSJWHC�cXGJID¼�C69 QH;OAD;OS7;>M7GJCNK6ID9L�M�SUGJRXKNSUCNQ�?�9HQ�MeWHI ³ 9�;O9���;>AH~H�T~ºmH¢`!¡¦¾~� SUWXC6GPMeSUGeRHKNSJRHGU?�`FEa?qSJSUCNGJ9HM�IB\¯RH9XGJCl?�MJID9a?�cH`>C�EHGJCNMJC6`OC6KfSUC6QµcHGJID¼�C69 E{ID;>9oSJM�K6?B9µc{C\°IDRX9HQ7\°GeID= E{IDMJMe;>cH`OC®cXGJID¼�C69¤M�SUGJRXKNSURXGU?B`�Ea?�SeSUCNGJ9HMN~��TID=7CwIB\�CfªX?B=7EH`>CNMb?�GJC4MJWHI ³ 9¤;O9�j;OADM6~��T~s!�¢rÁTYO¸'m�� ¸ � Yºn z �¹n !HYs!H¸N� !omo¦f~V�T;>=7;>`>?BG�SUI,SUWHC�?�csI'kDC¯Me;�ª�K6IDGeGJC6KfSU;OID9<GJRH`OC6M6YZI�SUWHCNGS ³ C69oS:��S ³ I¤KNIDGJGeC6MJE{ID9HQX;>9HA¤KNIDGJGeC6KfSU;>IB9�GJRX`>C6MwKl?B9�csCFMJCNS�RHE�ca?�MJC6Q2IB9�SUWXC©?B9a?�`O�LMJ;OMIB\b=@IBGJEHWHIB`>IDAD;OKl?B`½MeSJGJRHKfSURHGJ?B`«Ea?�SeSUC6Ge9HM6Y�MJWa?�EsC7GJCNK6IDAD9X;OSU;OID9­YZMe¼BC6`OCNSJID9�?B9a?�`O�LMJ;OMF?�9HQADCNID=7CNSUGe;>K6?B`j\°Cl?qSURHGeC6M�I�\}cHGeID¼BCN9 QH;>AB;OSUMN~¤|}?�MJC6Q�ID9�SJWHC6MeC¨KNIDGJGeC6KNSJ;>ID9¶GJRX`>C6MNYjRH9XGJCl?��MeID9a?BcH`OCVEHGJCNMJCN`>C6KfSUCNQ�cHGeID¼BCN9�E{ID;>9oSUM�K6?B9PcsC�K6IBGJGJCNKNSJC6Q­~|}?�MJC6Q¥ID9 SJWHC%?Bc{I'kDC%EHGJILK6CNQHRHGeC6M6Y«SUWXC,cHGJID¼�C69�QH;>AB;OSUMFKl?B9¥c{C¤GJCNK6ID9XMeSUGeRHKNSJC6Q RH9oSU;>`SJWHC6GeCF;OM®IB9H`O�,IB9HCFcX`>ILK ¼¤GJCNAD;>ID9,\°IDG�SJWHC6MeC�cHGeID¼BCN9�QH;>AB;OSUMN~±� ³ I¨=�RH`OSJ;��:cXGJID¼�C69%QH;>AB;OSUM?BGeCVMJWHI ³ 9�;>9P�j;>ABM6~��T~ � ¢¹¸�¦b?B9HQ �L~O¸��H¢�¸�¦¾~|}?�MJC6Q�ID9�SJWHC�KNID9HM�SUGU?�;>9HCNQ�QH;O`§?�SJ;>ID9%?B`OADIDGe;OSUWX=�YXSJWHCyRHEHE{C6G�MeC6AD=7C69oS�;>M4`>;O9H¼BCNQ ³ ;OSJW;�SUM[9HCN;>ADW¡c{IDGJ;O9HA¤MeC6AD=7C69oSlY*?�9HQ�SUWHC¯EXGJILK6C6MeMJCNQ·GJCNMJRH`�SV;>M�MJWHI ³ 9¶;>9<�j;OAH~­�L~ � ¢rnD¦f~V��CK6?B9¤QHCfSUC6Ge=@;O9HC�SJWa?�SbSJWHC[9HC ³ `O�7\°IDGJ=7C6Q¨MJC6AB=@CN9¡S�¢£RHEHE{C6GbcH`>ILK ¼@GeC6AD;OID9�¦�;>M�SUWHC[=@?B;O9MeC6AD=7C69oSlY�?B9HQ�?B9HIBSJWHC6G*MeC6AD=7C69oS�;>MZSUWHC±?BQqdeRX9HKNSJ;OkDC�MJCNAD=7C69oS.?�9HQ�?49HID9L�:MJEXRHGJ;OIDRHM½MJC6Aq�=7C69oS�ca?BMeC6Q¶ID92SUWHC�?�`>ADIDGe;OSJWH=@MwQHC6MeK6Ge;>c{C6Q¶;>9 .bWa?BETSUC6GyÁX~���WHC�EHGJCNMJC6`OC6KfSUC6Qµ�eCN9HQH�E{ID;>9oSJMw?�9HQ�cHGeID¼BCN9�E{ID;>9oSUM4K6?B9�c{CFMeC6`OC6KNSJC6Q�cH?BMJCNQ�ID9�SJWHCF?B`>ADIBGJ;OSJWH=7M}QHC6MeK6Ge;>c{C6Q�;O9SJWH;>M®K Wa?BEXSJC6GNY­?B9HQPSUWHCf��?�GJCyMJWHI ³ 92;>9��j;>ABM6~{�T~ � ¢ z �(!¡¦¾~4�wI ³ CfkDCNG6YZca?BMeC6Q�IB9 .bIDGeGJC6K¾�SJ;>ID9,GeRH`>C©¸BYXSUWHC�EHGeC6MeC6`>CNKNSJC6Q�cXGJID¼�C69PEsID;O9oSUM�9HCNC6Q%SUI�csCVKNIDGJGeC6KfSUC6Q�~b�®C6GJC�YHSUWHCV=@?B;O9MeC6AD=7C69oSy;>MVGeC6K6IBAD9H;86NC6Q�?BMVSUWHC�MeWa?BE{C@IB\±QH;OAD;OS z ~���WHC@MeC6`OC6KNSJC6Q¶cHGJIB¼BC69�EsIB;>9oSUMy?BGeC\°IDRX9HQ%?B9HQ,SUWXC�_aGJM�S4`>;O9H¼@GeC6MeRH`OS�;OM}MJWXI ³ 9P;>9¤�j;>AH~X�T~ � ¢ � ¦f~«�aRHGeSJWHC6Ge=@IBGJCBYLSUWHC�cHGJID¼�C69

Page 153: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸ z �

******

****

F^* F^*

F^*

************

F^* F^*

*****

*****

* T * T

* T

**************

* T * T

*****

*****

* * * *

* *

***** *****

* * * *

******

***** * e * * e *

* *

****** *****

* e * * e *

******

******

* * * * * *

* *

****** *****

* * * * * *

*******

******

* * * * * *

* *

******* *****

* * * * * *

*******

*******

* * * * * *

* *

******* *****

* * * * * *

********

*******

[ * * [ * *

[ *

******** *****

[ * * [ * *

**********

*******

s * * s * *

s *

********* *****

s * * s * *

*********

*** ***

* ** * * ** *

* *

********* *****

* ** * * ** *

*********

*******

* * * * * *

* *

********* *****

* * * * * *

*********

******

** * * ** * *

** *

********* *****

** * * ** * *

******* ***

******

* * * F^ * * * F^

* * F^

******* *****

* * * F^ * * * F^

****** ****

**** ***

* * * * T * * * * T

* * * T

****** *****

* * * * T * * * * T

**** ****

**** ****

* ** * ) * ** * )

* * * )

***** ****

* ** * ) * ** * )

****** ****

*** ****

* * * *e * * * * *e *

* * * *

***** ****

* * * *e * * * * *e *

***** *****

***** **

* * * f * * * * * f * *

* * f *

***** *****

* * * f * * * * * f * *

***** *******

*** ***

* ** ** ** * ** ** **

* * ** *

**** ******

* ** ** ** * ** ** **

*** *******

*******

*S * ** * *S * ** *

*S* * *

*** *******

*S * ** * *S * ** *

***********

*******

]tm** * * ]tm** * *

]tm** *

************

mtm** * * ]tm** * *

************

****** *

** * * ** * *

* *

***********

** * * ** * *

**********

*********

* * * * * * * *

* *

**********

* * * * * * * *

**********

*********

* j* * * j* *

* *

**********

* j* * * j* *

**********

*******

* * * ( * * * (

* (

**********

* * * ( * * * (

************

**********

* * * t * * * t

* t

************

* * * t * * * t

**************

************

* * ***** * * *****

* **

***************

* * ***** * * *****

**************

********** **

* * $* e T * * $* e T

* $* T

****************

* * $S * T * * $S * T

********** **

******* **

* * *** * ) * * *** * )

* *** * *

********** ****

* * *** ** ) * * *** ** )

******* **

******

* * O vo * * O vo

* O **

******* **

* * O m* * * O m*

*******

******

* * * * * *

* * **

******* **

* * * * * * * *

*******

** ***

* * * * * *

* * ***

******* ***

* * * *** * * * ***

********

*

* * * * * *

* * ****

******* ****

* * * * ** * * * * **

*****

***

[ e * [ e *

[ * ****

******* ****

[ e * * ** [ e * * **

*****

*****

s * s *

s * ****

******* ****

s * ** * s * ** *

*****

**

** * ** *

** * ****

****** ****

** * ** * ** * ** *

**

*vo *vo

*vo ****

**** ****

*vo ** * *vo ** *

****

*** ****

** * ** *

****

** ****

** * ** *

****

*** ****

** * ** *

**** ***

^** **^ ^** **^

^** ****

*** ****

F^* f* * F^* f* *

************

**** ***

* *m*** T * *m*** T

* *m*** *

*************

* ****m * * * ****m * *

************

************

[ e ***e ) [ e ***e )

[ *

*************

[ e *** * [ e *** *

************

*********

s *** *o s *** *o

s *o

************

s *** *o s *** *o

*********

********

* * * *

* *

*********

* * * *

*********

***

*****v* *****v*

*****v*

*******

*****v* *****v*

(3) The structural point, skeleton and

(5) The linked result.

Preselected end point

Preselected end point Preselected brokenpoint

Preselected brokenpoint

Selected broken point

Selected broken point

Selected internally broken point

"j""S"

"["

"["

")"

"("

")"

"]"

pointSelected internally broken

Selected internally brokenpoint

pointSelected internally broken

"$"

"m"

(8) The reconstructed

(1) The sample image.

(2) The filled and

dilated result. preselected "end" points.

image.

(6) The structural points and skeleton. (7) The selected internally broken points.

(4) The preselected and selected broken points.

Main segment

Adjunctive segment

�j;OADRHGeCy�T~ � 1�3.ªX?B=7EH`OC¯¸yI�\j=©RX`OSU; �:cHGeID¼BCN9%Wa?B9HQ ³ Ge;OSeSUC69%QH;OAD;OSJM6~E{ID;>9oSJMVKl?B9�csC¯\°IDRH9XQ ?B9HQ¶MJWXI ³ 9·;>9¶�j;>AX~*�T~ � ¢��D¦[ca?�MJC6Q�ID9<SUWHC7GJCNK6ID9HM�SUGeRHKNSJ;>ID9�?B`��ADIBGJ;OSJWH= IB\.;>9oSUCNGJ9a?B`O`O�,cXGJID¼�C692QH;OAD;OSJM6Y ³ WH;>K W�;>M®;>9oSUGeITQHRXK6C6Q�;>9 .bWH?BEXSUCNG��T~ z ~ z ~4��WHC_a9H?B`­GJCNK6ID9XMeSUGeRHKNSJ;>ID9PGJCNMJRH`�S®;>M�MJWXI ³ 9�;>9P�j;OAH~a�T~ � ¢£mo¦f~��WHC¯IBGJ;>AB;>9a?B`*;O=¨?BABCFIB\±?B9XIBSUWHCNGVMU?B=7EH`OCFSUWH?�SVWa?BM[\°IBRHG[MJCNAD=7C69oSUMV;OM[MJWHI ³ 9¶;>92��;>AH~�T~�¸��a¢¹¸�¦f~À|}?BMeC6Q�ID9 IDRHG@?B`>ABIDGJ;�SUWH=7M%¢£MeC6C .bWa?BEXSJC6G¤ÁD¦fYbSJWHC�RXEHEsCNG¨MeC6AD=7C69oS@;>M@?B9?BQ�deRH9HKNSJ;OkBC®MeC6AD=7C69oS6YT?�9HQ@;�SUM�9HCN;>ADW¡c{IDGJ;O9HAVMJCNAD=7C69oS�;>M�SUWHC4=@?B;>9¯MeC6AD=7C69oS6~.��WHC®EHGJC¾�MeC6`>CNKNSJC6Q2cHGeID¼BCN9¶E{ID;O9¡SJM�c{CNS ³ C6CN9<SJWHC©=@?B;>9�?B9HQ<?BQ�deRH9HKNSJ;OkBC©MJCNAD=@CN9oSUMV?BGeC©K6IBGJGJCNKNS6Y?B9XQ�SJWHC®=@;OMJMJ;O9HAV`>;O9H¼yKl?B97csC4cHGe;>QHABC6Q�¢£MJCNC���;>AH~D�T~O¸��a¢`!¡¦e¦f~ �wMJ;O9HA�IDRHG«EHGeITKNC6QHRHGeC6M�GJC¾�E{Cl?�SJC6QH`��¯\°IDG«SUWHCw;>=@?BADC�;>9¨�j;>AX~L�T~O¸��a¢ � ¦¾Y ³ C[K6?B9¨QXCNSUCNGJ=7;>9HC4SUWH?�SbSJWHCw9XC ³ `O��\°IDGe=@CNQ

Page 154: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸ z m

***

F^**

****

****

F^**

F^**

F^**

F^**

F^**

F^**

F^**

****

* T

* T

* T

* T

******

* T

* T

* T

******

******

******

* T

******* *******

* * ******^

* * ******^

* * ******^

* * ******^

****** * * ^******

* * ******^

* * ^******

******* *******

******* *******

* * ^******

**************************

* t*** * T

* tm********* T

*********** ************** * tm********* T

**************************

* tm********* T

* tm********* T

* t*** ****** T

* t*** * T

* tm********* T

****** *******

**************************

* *

**************************

* e****************** *

****** ** *********

* e****e T * e* *

* ******* *

* e****************** *

**************************

* e****************** * * e****************** *

* e****e T * e* * [ ) s * *

[ ******** *

[ * *

[ ) s * *

***************************

***************************

[ * *

***************************

[ * *

[ *

********** *********

[ * *

***** *******

s ***** ******* )

s ************$S )

s ************$S * )

s ************$S * )

***************************

***************************

*********** **************

s ************$S * )

s ****o *S * )

s ************$S * )

s ****o *S * )

** *******

* * ] * *

* * ] *

***** *******

* * ] * *

* * ] * *

***** *******

* * ] * *

* * ] *

* * ] * *

* * ] * *

***** *******

*v* f * *

*v* f * *

*** *******

*** *******

*v* f *

*v* * * *

*v* * *

******

*** *******

*v* f * *

*v* * * *

*v* f * *

f * *

* *

* * *

********

f *

********

* * *

* * *

********

*****

* * *

f * *

**********

*** * *

*** * *

*** *

*** * *

*** * *

**********

*** * *

*******

*** * *

*** *

**********

* ** *

**********

***********

***********

* ** *

* *

* ** *

***********

* *

* ** * * ** *

* ** *

*** * **o

*** **o

*************

*************

*** * **o

*************

*** **o

*** * **o

*** * **o

*******

*** * **o

*** * **o

* * O

* * O

***********

* * O

***********

* * O

* O

* * O

*********

* O

***********

* * O

****** * *

****** * * ****** * *

****** *

****** *

****** * *

*********

****** * *

****** * *

****************

****************

****************

****** * *

****** * *

*********************

***************

****** * *

*********************

****** * *

****** * *

****** *

****** * *

****** *

*********************

***********************

F* * *

F* * *

F* * *

F* *

********************

***********************

F* * *

***********************

F* *

F* * *

F* * *

[ *

***********************

[ ** *

[ * *

[ ** *

[ * *

**********************

[ ** *

***********************

[ *

***********************

[ ** * * ** *

* *

* ****j ( * ****j (

* ** *

***********************

* ** *

* *

***********************

***********************

**********************

* ** *

* ******** * t

* *

************************

* ******** * * ******** *

* ******** * t

**********************

************************

* ******** *

* ***

**********************

* ******** * * e* *

* *

* e* *

*************************

**********************

* ****

* e* *

* e* ** *

**********************

* e* *

*************************

* e* ** *

* ****^**

* o ^**

***************************

* o ^**

* * **

* o ^**

* o ^**

* o ^**

* * **

***************************

********************

********************* ***

* $S * T

* ** * *

****************************

******************** *****

* ** * *

* **********

****************** **

* ** * *

* ** * * * ** * *

* $S * T

****************************

****************** *****

********** ****

* ******** * * )

****************** ********

* ******** * e )

****************** ********

* ******** * * )

* ******** ********

* ******** * e )

* ******** * )

* ******** * e ) * ******** * e ) * ** ** *

* ** ** *

* ** * * *

* ** ** *

* ** * *

* ** * * *

********** *******

********** *****

* ** ** *

********** *******

******* ****

* ** *******

******* *****

s *** * * *

******* *****

s *** * * *

s *** * * *

******* *****

s *** *****

s *** * * * s *** * * *

s *** * * *

s *** * *

*** ****

v** * *

v** * * *

v** * * *

v** * * *

*** *****

*** *****

v** * * *

****

v** * * *

v** * * *

v** * *

*** *****

* * *

* * * * * *

*****

* * *

****

* *

] * *

*****

* *

] * *

*****

* * *

* * *

*****

*****

* * *

* *

* * *

*****

* * *

*****

* * *

* *

******

******

* e *

* e *

*****

* *

* e * * e *

* e *

******

* *

* e *

*******

* *

* *

******

******

* *

******

* *

* *

* *

* * * *

* *

* *

* *

*****

[ *

* * * *

******

******

********

[ *

* * ^** s *o

^** s *o

***

*** *****

^** s *o

*** *****

^** s *o

^** s *o

^** s *o

^** s *o

^** s *o

*** ********

* * v*

* * v*

* * v*

* * v*

* * v*

***** *******

***** **

*** ***

***** **

* * v*

* * v*

* * v*

* ** **^

* ** **^

* ** **^

* ** **^

* ** **^

******** ***

******** **********

* ** **^

* ** **^

* ** **^

****** **

******** ***

********* ********

* * **** T

* * **** T

* * **** T

********* ********

* * **** T

* * **** T

******** ** *

* * **** T

********* *********

* * **** T

* * **** T

* *m******** ***e ) * *m******** ***e )

***************************

* *m******** )

* *m******** ***e )

***************************

* *m******** ***e ) * *m******** ***e )

********* ** *** *

* *m******** )

***************************

* *m******** ***e )

* e ******* *o

* e ******* *o

* *o

***************** ******

* e ******* *o

* *o

**************************

* e ******* *o

* e ******* *o

**************************

**************************

* e ******* *o

************************

[ * **** ***

[ * **** ***

[ * **** *** [ * **** ***

*********************

************************

[ * **** ***

[ ***

[ ***

************************

[ * **** ***

* **** *****

* **** *****

****************

* **** *****

* *****

* **** *****

*********************

* **** *****

*********************

* **** *****

*********************

* *****

***************

* *

* *

* *

***************

* *

* *

**************

* *

* *

***************

* *

*************

*************

* **

*************

* ** * **

* **

* **

* **

* **

***********

* **

s *

s *

s *

s *

s *

s *

***********

s *

***********

**********

***********

s *

v********

v********

**** **

*********

*********

*********

v********

v********

v******** v********

v********

v********

(1) The sample image.

(4) 1st linked image.

(8) 2nd linked image.

Preselected brokenpoint

Preselected endpoint

point

Selected brokenpoint

Preselected and

"S"

Preselected end point

pointPreselected end

Main segment

Adjunctive segment

Adjunctive segment

Main segment

Adjunctive segment

Adjunctive segment

(5) 1st reconstructuredimage.

Preselected end point

"S"

"S"

Preselected end point

Preselected and

(12) The final reconstructed

Preselected and selected broken points

selected broken points

Main segment

Adjunctive segment

image.

(9) 2nd reconstructedimage.

selected brokenpoint

Preselected andselected brokenpoint

Preselected end

Adjunctive segment

Preselected and

selected boken

(10) The segments, structural points, skeleton and

point

(11) The preselected and selected broken points

(7) The preselected and selected broken points of the 1st reconstructured image.

(3) The preselected and selected broken pointsof the original sample image.

of the 2nd reconstructed image.

preselected "end" points of the original sample image.

(2) The segments, structural points, skeleton and

(6) The segments, structural points, skeleton and

preselected "end" points of the 2nd reconstructed image.

preselected "end" points of the 1st reconstructured image.

�j;OADRHGJCV�T~O¸��Q1�3jªH?�=@EH`OCyn�I�\j=©RX`OSU; �:cHGeID¼BCN9,Wa?B9HQ ³ GJ;OSeSUCN9�QH;OAD;OSJM6~

Page 155: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸ z �

RHEXEsCNG±MeC6AD=7C69oS±;>M�SUWHC®9HC ³ =¨?B;O9�MJC6AB=@CN9¡S6YX?�9HQ¨;�SUM«9HC6;OADW¡csIBGJ;>9XAyMeC6AD=7C69oS±;>M�SUWXC�?BQL�deRH9XKNSU;�kDC}MeC6AD=7C69oS6~.��WHC�EHGeC6MJCN`>CNKNSUCNQ ��C69HQH�VE{ID;O9¡SJM.?B9XQ¯cHGJID¼�C69�E{ID;>9oSUMjKl?B9¯c{C}QHCfSUC6G¹�=7;>9HCNQ2¢°MJC6C��j;>ABM6~T�T~�¸��a¢rÁ����D¦e¦«ca?�MJC6Q¨ID9¨SUWXC[?B`OADIDGJ;�SUWH=7M«QHC6MeK6Ge;>c{C6Q¤;O9 .bWa?BETSUC6G��T~ z ~O¸D~|}?�MJC6Q,IB9G.bIDGJGeC6KfSU;>IB9¤GJRH`OC z YTSUWXC�EHGeC6MJCN`>CNKNSUCNQ%cHGJID¼�C69,E{ID;>9oSJMb9HCNC6Q¤SUI�csCwK6IDGeGJC6KfSUCNQ­Y?B9XQ�SJWHC4MJCN`>C6KfSUCNQ¨cHGeID¼BCN9¨E{ID;>9oSUM�K6?B97csC4QHCfSUC6Ge=@;O9HC6Q�¢£MeC6C®�j;OAH~¡�T~�¸��a¢r�D¦J¦¾~���WHC®`>;O9H¼BCNQGeC6MJRX`OS�;>M¯MeWHI ³ 9 ;O9��j;>AH~.�T~�¸��a¢rmD¦f~ �®MJ;O9HA<IDRHG¯EHGeITKNC6QHRHGeC6M7GJCNEsC6?�SUCNQH`O��\°IDG©SUWHC%;O=��?BABCy;O9���;>AH~��L~O¸��H¢ � ¦¾Y ³ CFKl?B9�QHCNSJC6Ge=@;O9HCVSUWa?�S4SJWHCFMeC6KNID9HQH`��¡��\°IDGJ=7C6QPRHEHE{C6G®MJCNAD=7C69oS;OMFSUWXC,=¨?B;O9·MeC6AD=7C69oSlY�?B9XQ�;OSUM�9HC6;OADW¡csIDGe;>9HA�MJCNAD=@CN9oS�;>M�SJWHC,?BQqdeRX9HKNSJ;OkDC,MeC6AD=7C69oS6~��WHC¯EXGJC6MeC6`OC6KNSJC6Qµ�eC69XQH�%EsID;O9oSUMV?B9XQ2cHGJID¼�C69¶EsIB;>9oSUM[K6?B9<csC�QHCNSJC6GJ=7;>9XC6Q ¢£MeWHI ³ 9¶;O9�j;OADM6~s�T~�¸��a¢¹¸��q�U¸D¸�¦J¦}ca?�MJC6Q<ID9�SUWHC¯?�`>ADIDGe;OSJWH=@M4QHCNMJKNGJ;>c{C6Q2;O9 .bWa?BETSUC6GV�T~ z ~O¸D~�8:9�SUWH;OMK6?BMJC�Y�SUWHC�EHGJCNMJC6`OC6KfSUC6Q<cHGeID¼BCN92EsIB;>9oSUMV?�GJCFSJWHC©MJ?B=@C�?BM�SJWHC©MJCN`>CNKNSUCNQ2cHGJIB¼BC69<E{ID;>9oSJM¢°MJC6Cw�j;OADM6~L�T~�¸��a¢¹¸��q�U¸D¸�¦J¦¾~���WXCw_a9a?�`{GeC6KNID9HMeSJGJRHKfSUCNQ¤GJCNMJRH`�Sb;OM�MeWHI ³ 9¤;>9@�j;OAH~L�T~�¸��a¢�¸'nD¦f~

� % $&% $ �G6F<�-�D � 1 0;.�<=1 C -�D ?AD� 0>6F<�- ��D C 1>C -/D -98 C+D�1:6F0;D�?A@+@(3 � 0>-���96 D �?AD� �� 0;C 1 1:6 D C �/C 1 �

��WHC�Wa?�9HQ ³ GJ;�SJSJC69PcHGJID¼�C69PQH;>AB;OS ³ WH;OK W�;OM�MJWHI ³ 9P;>9P�j;OAH~a�T~ � ¢ � ¦bK6ID9oSU?B;>9HM�;O9oSUC6Ge9a?B`O`O�cHGeID¼BCN9 MeSJGJID¼�C6MN~��w9·;>9oSJC6GJ9H?B`«Ao?BE·M�SUGeRHKNSJRHGJC@;>MyRH9a?lkDID;OQa?BcH`��<Kl?BRXMJC6Q�co��?%cHGJID¼�C69;O9¡SJC6Ge9a?B`{K6ID9oSUIBRHG}QHRHGe;>9HA�CfªLSUGJ?BKNSJ;>ID9,IB\ZSJWHCVQH;OAD;OS«_aCN`>QHMN~b�LID=@CwCfªX?B=7EH`>Cw;>=@?BADCNM}?BGeCMeWHI ³ 9 ;O9¥�j;>AH~j�T~�¸D¸D~���WHC6MeCP;O9oSUC6Ge9a?B`O`O�¶cHGJIB¼BC69�QH;OAD;OSJM©Kl?B9¥c{C,GJCNK6ID9HM�SUGeRHKNSJC6Q�?�9HQ

***********

*****************

****

****** ******

*** ***

*********

****

*****

******

******

***

************

*****************

**********************

***** ******

*******************

*********

*************

******

*******

********

********

*****

**************

***********************

************************

****** * ***********

************************

* ***********

****************

******

********

********

********

*****

***** *****

************************

**************************

********** ** **********

***************************

****************

*******************

*******

*******

*********

*********

******

****** *****

**************************

**************************

*********** * **********

*****************************

********************

*********************

*******

********

*********

*********

******

****** *****

**************************

**************************

*********** ** * ***********

******************************

**********************

***********************

********

*********

**********

**********

*******

******* *****

**************************

***************************

*********** ****************

**********************************

********* ************

*************************

**********

**********

**********

**********

*******

******* *****

************ *******

****************************

*************** **** * ******** *

************************************

******** ***********

********** *************

*********

***********

*********

*********

********

******** *****

*********** *******

************ ********

******** *********** ***********

********************** *************

******* *************

********* **************

**********

***********

*********

*********

*********

********* *****

********* *******

************ ********

********* *********** **********

********************** ************

******* ****** ******

********* **************

**********

************

*********

*********

*********

********* *****

********** ********

********** ********

********** * ******* ********

********************* ***********

****** ***** *****

******* ****** *******

**********

***********

*********

*********

*********

********* *****

******* ********

********* ********

****** * ** **** ******

******************** ********

****** **** *****

****** ***** ******

********

***********

*********

*********

*********

********* *****

****** ********

******* *********

***** **** ******

************ **** ******

***** *** ****

******* ***** *****

*******

**********

*********

*********

******* **

******* *****

*** ********

****** *********

**** ******

************ *******

****** ****

****** *** ****

********

*********

*********

*********

****** ****

****** *****

********

**** ********

*** *******

**** **** *******

**** ****

***** ****

*********

*********

*********

*********

***** ****

***** ****

********

********

* *******

**** ** ********

**** ****

**** ****

********

**********

**********

**********

***** ****

***** ****

********

********

********

**** ********

**** ****

**** *****

********

**********

**********

**********

***** *****

***** *****

*******

********

********

**** ********

**** *****

**** ******

*********

**********

**********

**********

**** ******

**** ******

*******

*******

* *******

**** ********

**** ******

***** ******

*********

**********

**********

**********

*** *******

*** *******

*******

*******

* ** **

**** ********

***** ******

****** ******

********

**********

**********

**********

************

************

*******

*******

****** *******

****** *********

*** ** * ****

****** ******

********

*********

*********

*********

***********

***********

*******

*******

***** *********

****** *********

****** ****

****** *****

*******

*********

********

********

**********

**********

*******

*******

**** ********

****** *********

***** ***

******* ****

********

*********

*********

*********

**********

**********

*******

*******

***** ********

****** ********

****** ***

******** ******

********

*********

*********

*********

**********

**********

*******

***** *******

***** ********

****** ********

******** * * ***

************ ************

********

********

********

********

************

************

***** *******

********** *******

****** ********

****** ********

************* * *

************* *************

*******

*********

********

********

***************

***************

*********** ********

************ ********

****** ********

****** *********

********* * * **

**********************

*******

********

********

********

****************

****************

************ ********

***************** ********

***** ******** *

******* **********

********** * * ****

*********************

*******

********

********

********

********** ****

********** ****

***************** ********

*****************************

***** ******* **

****** ************

******** * * *

*******************

********

********

*******

*******

******* **

******* **

****************************

*******************************

***** **********

***** ************

** ***** *

*************

********

*********

********

********

******* **

******* **

******************************

*******************************

**** *********

***** ***********

***

***********

********

*********

*********

*********

******* ***

******* ***

********************************

********************************

**** * *******

****** *** *********

********

********

********

********

******* ****

******* ****

************** ****************

*********************************

****** **** *******

******** *************

******* *

********* *******

*******

*******

******* ****

******* ****

************* *************

*********************************

******** *********

********* ************

******* *******

******** **********

*******

*******

******* ****

******* ****

************* ************

*************** *************

******** ******

********** *****************************

******* **********

******** *****************

******** ****

******** ****

****** ****

****** ****

************ ***********

************** *************

******** ******* *** ** ******

*************************************

******* *****************

******** ********************

********* *********

********* *********

*** ****

**** ****

*********** **********

************ ************ ***

******************* ******* ***

***********************************

******* ********************

******** ************************

******** ***********

******** ***********

****

*** ****

******** ********** ***

*********** ************ ********

* ********* ****** **********

********************************

******** ************************

******** **************************

******* *************

******* *************

****

** ****

******* *********** ********

******** ************************

******** ***** **** ***

******************************

******* **************************

******** ******************************

******* ***************

******* ***************

****

*** ****

******* ***********************

******** ************************

******** **** *** *

******** ****************

******* ******************************

******* *******************************

******** ***************

******** ***************

*** ****

*** ****

******* ************************

******** *************************

** * **** **

****** ***** *****

****** *******************************

******* ********************************

******** ****************

******** ****************

*************

*************

******* *************************

******** *************************

****** *********************************

******* *********************************

******* ******************

******* ******************

*************

*************

******** **************************

*********************************************

****** ************** *** *********

******* **********************************

******* *******************

******* *******************

************

************

******* ************* ******

******* **************** **** *********

******* *******************

******* *******************

*********

*********

******* ********** ******

******* *************** ******

******* ********** ******

******* ********** ******

*******

*******

******* ********* ******

******************** ******

******** ********** ******

******** ********** ******

******** ******** ******

****************** *******

******** ********* ******

******** ********* ******

******** ******** *******

***************** *******

******* ******** ******

******* ******** ******

******** ******** ******

***************** ********

****** ******* *******

****** ******* *******

******** ******** *******

******************* ********

******* ******* *******

******* ******* *******

******** ********* *******

******************************* ***********

******** ******** ********

******** ******** ********

******************* *********

******************************************

******** ******** *******

******** ******** *******

********************* ************

*****************************************

******** ******* *******

******** ******* *******

********************** **************

****************************** ********

******************* *******

******************* *******

****************** *******

****************** *******

****************** *******

****************** *******

***************** ******

*****************************

*************** ****

***************************

(11)(7) (8) (9) (12)(10)

(6)(5)(4)(3)(2)(1)

��;>ADRHGeC��T~�¸D¸21��X?�=@EH`OCV;>=@?BADCNM�?B9HQ%SUWHCN;>G�EHGeITKNC6MeMJC6Q�GJCNMJRH`�SUM4IB\�;>9oSUCNGJ9a?B`O`O�@cHGJIB¼BC69�QH;>AB;OSUMN~GeC6K6IBAD9H;86NC6Q%ca?BMeC6Q�ID9%MJID=7CVMeSJGJRHKfSURHGJ?B`*Ea?�SJSJC6Ge9HM6~«��WHC�;>9oSJC6GJ9H?B`>`��¨cHGeID¼BCN9�QH;OAD;OSJM�?BGeC

Page 156: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸K! �

=@?B;>9X`O�P=¨?�QHC¯co��SUWHC�cHGeID¼BCN9�;O9oSUC6Ge9a?B`.KNID9oSUIDRXGJMyIB\�Wa?B9HQ ³ Ge;OSeSUC69¶QH;OAD;OSJM �XY½nTY�!HY½ÁXYmXY­?B9HQ � ~y8:9¶MeID=7C©Kl?BMeC6MNY�?¤QX;>AD;�S[;>M�cHGJID¼�C69¶;>9oSUCNGJ9a?�`>`O�Pc{C6K6?BRHMJC¯I�\ ³ Ge;OSU;O9HA¨M�S:�L`>C6MN~�TRXK W�CfªX?B=7EH`OC6Mw?BGJC�MJWXI ³ 9�;>9��j;>ADMN~��T~�¸�nH¢ � YO¸K!HYO¸'�TY nL¸�¦f~«�·CyKl?�`>`�SJWHCF`OITK6?�SU;OID9 ³ WHCNGJC?yQH;>AD;�S�;>M�cHGJID¼�C69%?2��K6RXSJ�H~���WXC6GJC[?BGJC®MJID=7C�;O9oSUC6Ge9a?B`O`O�¯cHGeID¼BCN9,Wa?B9HQ ³ GJ;OSeSUCN9¤QH;>AB;OSUM

(1) (2) (3) (5) (6) (7) (8)

(9) (10) (12) (14) (15) (16)

(18)

(4)

(11) (13)

(17) (19) (21)(20) (22) (23) (24)

�j;>ABRHGJCy�T~�¸�n 1«h�?�SJSJC6Ge9�=7ITQXC6`>M�I�\j;O9¡SJC6Ge9a?B`>`��¨cXGJID¼�C69PQH;>AD;�SUMN~;O9PSJWHC©t®8��T� Qa?�SU?Bca?BMeCB~®� ³ I¤MJ?B=7EH`>Cy;>=@?BADCNMw?�GJCyMJWHI ³ 92;>9��j;>ABM6~{�T~�¸ z ¢¹¸DY � ¦f~®x�IDM�SGeC6K6IBAD9H;OSJ;>ID9�=@CfSUWHILQHM½?BGJC�RX9a?BcH`OC«SJI4K6`§?�MJMJ;�\]��SJWHC6=P~�8:9�IDGeQHC6GZSJI®GeC6KNID9HMeSJGJRHKfS.?�9HQFGeC6K¾�IDAB9H;86NC±SUWXC6MJC�QX;>AD;�SUM6Y ³ Cb9HC6CNQ�SJIV?B9a?�`O�'66C�?�9HQ¯QHC6MeK6Ge;>c{CbSUWHC�=7IDGeEHWHID`OIDAD;>K6?B`DM�SUGJRXKNSURXGJCIB\};>9oSUCNGJ9a?B`O`O��cHGJID¼�C69�QH;OAD;OSJM6~,8»\ ³ C¤K6?B9 QH;OMeSU;O9HADRH;OMJW¶csCfS ³ CNC69�QH;���CNGJCN9¡S�MeSJGJRHKfSURHGeC6M;O9 ��;>AH~«�L~O¸�nLY ³ C�Kl?�9ÀGJCNK6IDAB9H;86NC%SJWHC6MeC�;O9¡SJC6Ge9a?B`>`�� cHGeID¼BCN9�QH;OAD;OSJM�?B9HQ�GJC6KNID9HM�SUGJRXKNSSJWHC6=P~4��WHC�MeWa?BE{C©QHC6MeK6Ge;>EXSJ;>ID9�IB\�;>9oSJC6GJ9H?B`>`��,cHGJIB¼BC692QX;>AD;�SUM4Kl?B9�csCFGJC6EXGJC6MeC69oSUCNQ<c¡�?�M�SUGeRHKNSJRHGU?B`s\°Cl?�SJRHGJC[kBC6KNSJIDGy¢��T����¦ ³ WX;>K W%;>M�?©MeC6Ge;>C6MbIB\½IDGJQHCNGJCNQPM�SUGeRHKNSJRHGU?B`�EsID;O9oSUM6YSJWHC[ADCNID=@CfSUGe;>Kl?�`s`OITK6?�SU;OID9HMbI�\*MJID=7C[MeSJGJRHKfSURHGJ?B`­E{ID;>9oSJM6Ya?B9XQ,MJ¼BCN`>CfSUID9%MeSJGJRHKfSURHGeC@¢£MJCNC.bWa?�EXSUCNGVÁo¦f~V��WXC¯CfªLSUGJ?BKNSJ;>ID92IB\±�T��� ;>M®\°GJID= SUWXC�_aGJM�SV`>;O9HCFSJI¨SUWXC¯`§?BM�S[`>;O9HCF?B`>ID9XASJWHC�EHGeITKNC6MeMJC6Q,IBRXSUCNGbK6IB9¡SJIDRHGN~��TRHEHE{IDMJC®SUWHCwWHC6;OADWoS�?B9XQ ³ ;>QTSUW¤IB\Z?FEHGeITKNC6MJMeC6Q%QH;OAD;OS;OM �¶?�9HQ�� GJCNMJE{C6KfSU;OkBC6`��D~���WXC@?�`>ADIDGe;OSJWH= \°IDG�SJWHC¯GJCNK6ID9HM�SUGeRHKNSJ;>ID9¶?B9HQ2GeC6KNIDAD9H;�SU;>IB9IB\�;>9oSJC6GJ9H?B`>`��¨cHGeID¼BCN9�QX;>AD;�SUM};OM®QXC6MJKNGJ;OcsCNQ�c{C6`OI ³ 1m#Y�&Ki J;r� 9HC«Ea?�SeSUCNGJ9�=7ILQHC6`oIB\TQH;OAD;OS½m ³ WH;>K WF;>9HKN`>RHQXC6MZS ³ I¤�eK6RTSU�DM½;>M*MJWXI ³ 9F;>9F�j;>AX~��T~�¸�nH¢�¸ z ¦f~�¥GJC6?B`DMJ?B=@EX`>C�;>M*MeWHI ³ 9�;>9y�j;OAH~��T~�¸ z ~*8»SJM�IDGe;>AD;O9a?B`q;>=@?BADC.;OM*MJWHI ³ 9�;O9y�j;>AH~l�T~�¸ z ¢�¸'¦f~½8»S;OM�EHGJCNEHGJILK6CNMJMJCNQ¤co�©SUWXCw?�`>ADIDGe;OSJWH=@M�QHC6MeK6Ge;>c{C6Q7;>9 .bWa?BEXSJC6GeM[¢rn�� � ¦¾Y¡?B9HQ�;OSJM�CfªLSUGJ?BKNSJC6QM�SUGJRXKNSURXGU?B`[E{ID;O9¡SJM,?B9HQ²Me¼BC6`OCNSJID9�?BGJC2MeWHI ³ 9 ;O9²�j;>AH~b�T~�¸ z ¢rnD¦f~!8»SUM%=7IDGJEXWHID`>IBAD;>K6?B`

Page 157: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸K!H¸

* * * tm** * *

**********

*^********

************** *********

********

**********

***

* **** *

****

F^**

****************************

****

**********

* ** * ** *

* *

************** ***********

* *

******

***************

***************************

****

*** **

* T

*** **

******************

** *

******

**************************

* )

****************

* *** * **** *

************************

* *

** *

* *

******

* *

* *

********************

* **

* ******** *

************************

******

* *j **** **

*********************

******

******************

* *

*********************

* *

* *

* e *

* ** *

*********************

** *

******

******

********************

***********************

** ** *** *

* *

******************

******

* ** * *

************************

* **

* *

* * *

*************************

* **

*******************

*******

* ****** **

************* ******

******

* **

* ** ****$* * *

* **

****************

* * *

*******

***********

***************************

* *

************ ****

* O

* *

*********

* *

******

F * *** ** *e T

*************

* *** ** ***

******

*************** ********

* * *

* * *** ** )

* *

********* **

* *

******

************

* *

************* ******

******

* * *

* *** ** ***

********** **********

********** ****

******

* *

* * *

*********

***********

* * ****

******

* * * *vo

* *

* *

* ** ***

* *

******

* * *

s *

* *

*******

********** ***

*********

**********

*******

* * **

******** ***

* * *

v******o

* * ***

*******

* * *

********

********

*******

* *

***

*******

*******

******** ***

* * *

* * ***

*******

******

* *

* * *

* * ***

******

* * *

********

******* ***

* *

*******

* * *

*******

* *

* * *

* * ***

* * O

********

******

****** ***

* * (

* * ***

******

*******

* * *

* *

*******

****** ***

******

* * ***

* *

*******

******* ***

* * *

*******

* * *

*******

* * ***

* * *

******** ***

* * *

*******

*******

* *

[ * *

********

********

********* ***

******

* * ***

* * *

* *

********** ***

* * *

s * *

* * ***

* *

********

*******

*******

* *

*S * * ********^

** * ***********

*******

******

* * *

********** ***********

****** * ******** *********

* * **** **

* *

********* ***************

******

* * *

* * * **** T

******

* *

* * * ** *

******

* * ** **

********* ***************

*******

* * *

********** *****************

*******

* ** **

* *

*******

********* *****************

*****************************

s * tm ******e *

* * *

******

* *

**************************

*S * ** )

****************************

** **

********

* * *

*******

] * *** o

*************************

* *

***************** *****

* *

*******

* * *

******

*************

* * ** *********

************************

********

* * *

* *

* *********

* * *

*******

* **

***************

* j*j **

******

************

* *

* *

******

* * *

* * * O

************

* *

******

*************

f * * *

*******

* *

*************

* * *

***********

* *

******

************

* * *

********

***************

******

** * * *

* *

** *

*******

* * *

***************

****************

* * * *

* *

* *

********

******** ******

* * *

******************

** ** *

** ** $S * *

********

********

* *

* * * ] * *

*********** ******

*******

* *

* * *

********

* * * *

********* *****

* * *

******

************ *****

********

******** *****

* *

** ** * *

** * ** f * *

********* *****

* * * *

* *

*******

* * *

* ** * * * *

*******

*********** ******

* *

********* ******

*******

** * * *

********

* * *

************ *******

** ** * * * *

* * *

* * ** * * *

********

********

************ ********

* *

********* *****

* ** * *

* ** ** * * *

******** ******

********

*********

* * *

* ** * *

* *

*********** ********

*********

F * * * * *

* *

********** ********

* * * *

********

********* *******

* * * * * ********

* * * *^******

********** *********

******** ********

******* *******

* ** * *

[ * ** * * *

*******

******* *******

* * * *** ** * * *** **

******** *************

* * * *

******** *********

* * * * * o

****** ********

***********************

* * ** **

****** *******

******* *************

*************** *

* * * ** ******* T

* e * F* * *

******** ****************

************* *

* * * * *** *e )

**********************

******** ****************

***** ********

* * [ e** *

* * * **

******** *****************

s * s *

*********************

************* *

* * * * * *$* *

********* ******************

******* ******** ******

**** *********

* * * *** **

******** *********** ******

*******************

v** v******

* * ** *** ** **

**** *********

*******************

******** ****** ****

* * * ** * *** ** *

* * * * * **

******** ********* ****

******* ******** ****

* * * * * * * *

******* ********* ***

* * * * ***

****** ******* **

* * * * ** * vo

* * * * **

******* ********* **

* * * * * *

****** *******

* * * * * **

******* ******

******* ********* **

* * * ** **

* * * * * *

****** ******

******** ******** **

* * * * **

******** ********* ***

******* ******

* * * ** * *

* * ** * ***

******** ********* ****

* * * * ** **

* * * ** ****

******* ******

* * * F * O

****** *******

******* ******** ****

* * * * ****

******* ******** ****

* * * * ****

* * * * * *

****** ******

* * * * ****

******* ******

* * * * * *

******* ******* ****

* * * * *****

******** ******* *****

****** ******

* * * * * * *^

* * * * * **

******* ******** *****

******* ****** **

* * * * * * * T

* * * * ** **

****** ******* ***

******* ******** ******

* * * * * * **e )

****** ****** ****

****** ******* ******

* * * * * ***

* * * * * * ** **o

***** ****** *****

* * * * * * ****

****** ******* *****

* * * * *****

* * * * * * *** O

* * * * ** *

***** ****** ****

****** ******** *****

****** ****** *****

* * * * * * * * *

****** ******** *****

* * * * * *

****** ******* *****

* * ( * * * *** * *

* * * * *** *

****** ******* ********

****** ****** *******

* * * * ** *

******* ******* *********

[ * t f * ( ** ** o

****** ****** *******

* * *m * * ** * *

* ** * ** *

**************** **********

$

[

]

m

[

$

F

m

t ( m

v

v

^

[

w

h

v

h

Selected broken point

Selected broken point

v

Selected broken point

Selected broken point

Selected broken point

broken pointSelected

^

O

^

$

^

^

(1) Original image.

(2) Structural points and skeleton.

(6) Structural points and skeleton.(8) Reconstructed image.

(3) Linked image.

(4) Reconstructed image.

(5) Original image.

(7) Linked image.

�j;OADRHGJCV�T~O¸ z 1�� ³ I@MU?B=7EH`OC[=@ILQHCN`>M�IB\½SUWHC�;O9¡SJC6Ge9a?B`>`��¨cXGJID¼�C69�WH?B9HQ ³ Ge;OSJSJC69PQH;>AB;OSUMN~

Page 158: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸K!¡n

M�SUGJRXKNSURXGJCVc{C6`>IB9HADMbSJI¯ID9HCV=7ITQHCN`�IB\½��;>AH~X�T~�¸�nH¢�¸ z ¦f~.��WXCyGeC6KNID9HMeSJGJRHKfSU;OID9P?B9HQ,GJCNK6IDAq�9H;�SU;OID9¤IB\½SUWH;OM4=@ILQHC6`­?BGJCVca?�MJC6Q�ID9,SUWHCV\°ID`O`>I ³ ;>9XA¯?B`>ABIDGJ;�SUWH=P~¢r?D¦,��WXC6GJCyCfªT;OMeSUM�SJWHCV\°ID`>`OI ³ ;O9HA��X� ��;O9,SUWHC�;>=@?BADC©¢£MeC6CF�j;>AH~H�T~�¸ z ¢�nB¦J¦�1

�6gi� � ��pO� � �lg�� � ���q� � ��kL� � � � � � � c � � �e=7� � � c �X~¢°c�¦��LRHEHE{IDMJC®SUWHC��©K6ILIDGeQH;>9a?qSUC4IB\�SJWHC®EsID;O9oSF�e=@��;O97SJWHCwMeC6`OC6KNSJC6Q%�T����;>M�� ��YoSUWXC69

� � � � !H~¯��WX;>M�=@C6?B9HMVSUWH?�SVSUWHC�MeC6`>CNKNSJC6Q¶EsID;O9oS��e=@�¶¢]SUWHC�KNID9HKl?lkBC¨K Wa?B9XADC;O9%K6ILQHCFnD¦b;>M�9HC6?BG�SUWHC�=7;>QHQX`>C[IB\½SUWXCyQX;>AD;�Sl~

¢£Kl¦��LRHEHE{IDMJC�SUWHC �¤KNITIBGJQH;O9a?�SUCVI�\�SJWHC�EsID;O9oS@������;>9,SUWXCFMeC6`>CNKNSJC6Q2�T���!;>M ��YHSUWXC69

��� z � �T!H~b��WH;OM4=@C6?B9HM4SUWa?�S4SJWHCFMeC6`OC6KNSJC6Q�EsID;O9oS¤������¢]SUWHC�KNID9okDCfª�K Wa?B9XADCF;O9

KNITQXCFÁD¦b;>M�9HC6?BG�SUWHC�=7;>QHQH`OC[IB\½SUWHC�QH;OAD;OS6~¢°Q�¦%��WXC6GJCF?BGeCyIB9H`O�@\°IDRHG7�eCN9HQH�7EsID;O9oSUM�;>9,SJWHC�MJ¼BCN`>CfSUID9PIB\½SUWHC�QH;OAD;OS6~¢£Cl¦%��WXC �,KNITIDGeQH;>9H?�SUCNM�IB\jS ³ I¨`OI ³ C6G@�eCN9HQH�@EsID;O9oSUM®?BGJC�ADGeCl?�SJC6G�SUWH?B9 z � �T!H~±��WH?�S

=7Cl?�9HM�SUWa?�S�SJWHCVS ³ I·�eCN9HQH�7EsID;O9oSUM4?BGeCy9XCl?BG�SUWXCyc{IBSeSUID=�IB\�SJWHC�QH;>AB;OSl~�LSJC6EHM¨¢r?��:C'¦[QHCNMJKNGJ;>c{C�SUWHC7=@IBGJEHWHIB`>IDAD;OKl?B`½MeSJGJRHKfSURHGeC¨IB\±SUWHC�=7ITQXC6`�;>9��j;OAH~*�T~�¸ z ¢rnD¦f~��WHCNGJCf\°IDGJC�Y�;O\«�LSUCNEHM[?q�»C©?BGeCFSJGJRHC�Y{SJWH;>MwQH;>AD;�S4;>MwQH;>AD;�S®m ³ WH;OK W�Wa?BM®S ³ I��eKNRXSU�BM6Y­?�9HQS ³ I@EH?B;>GeM�IB\jcXGJID¼�C69�E{ID;O9¡SJM�Kl?B9Pc{CVMJC6`OC6KfSUC6Q�?BM�\°ID`>`OI ³ M 1¢r?D¦,� ³ I<`>I ³ C6G2��C69HQH�2E{ID;O9¡SJM�IB\�SJWHC¤Me¼BC6`OCNSJID9¥?BGJC¨CfªLSUCN9HQHC6Q¥;O9·SUWHC¨QH;>GeC6KNSJ;>ID9�IB\

SJWHC6;OG�K Wa?B;O9�KNITQHCNM4GJC6MeEsCNKNSJ;OkDCN`O��¢°MJC6Cy�j;OAH~a�L~O¸ z ¢�nD¦e¦f~¢°c�¦%8»\½SUWXC6GJCV;OM�?¯=@;O9H;>=�RH= QH;>M�S ?B9XK6CVc{CNS ³ C6C69PSUWHCVC¾ªLSUC69XMJ;>IB9PE{ID;O9¡S�?B9HQ¤SUWXCyIBRXSUCNG

KNID9oSUIDRXG6YHSUWXC�\°IBRH9HQPEsID;O9oS4IB\�SJWHC�IDRXSJC6G�K6IB9¡SJIDRHG4;>M®?¯MJCN`>CNKNSUCNQ�cXGJID¼�C69�E{ID;O9¡S6~¢£Kl¦%8:9 SUWH;OM ³ ?l�DY�S ³ I·cHGJID¼�C69 E{ID;>9oSJM@K6?B9�c{C�MJCN`>CNKNSUCNQ�ca?BMeC6Q ID9�SUWHCPS ³ I�`OI ³ CNG

��C69HQH�7E{ID;>9oSUM�I�\�SJWHC�MJ¼BCN`>CfSUID9 ¢£MJCNCy�j;>AH~a�T~O¸ z ¢�nD¦e¦f~¢°Q�¦��L;>=7;>`§?�GJ`O�BYH?B9XIBSUWHCNG�Ea?�;>G4IB\�cHGeID¼BCN92EsIB;>9oSUM®Kl?B9�csCFMJC6`OC6KfSUC6Q�ca?BMJCNQ2ID9�SJWHCFS ³ I

RXEHEsCNG@�eC69HQX�@E{ID;>9oSJM�IB\�SJWHC�MJ¼�C6`>CfSUID9�~

Page 159: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸K! z

|}?�MJC6Q�ID9VSJWHC«?Bc{I�kBC�?B`>ADIBGJ;OSJWH=PYfSJWHC�MJCN`>C6KfSUCNQFcHGeID¼BCN9FE{ID;O9¡SJM*?BGJCjMJWHI ³ 9y;>9��j;OAH~'�T~�¸ z ¢rnD¦;O9,IDRHG�MU?�=@EH`OCB~���WHCV_a9H?B`ZGJCNK6ID9HM�SUGeRHKNSJC6Q�GeC6MeRH`OS4;OM�MJWHI ³ 9�;O9%�j;>AX~a�T~�¸ z ¢ !¡¦±ca?BMeC6Q�ID9SJWHC�MJC6`OC6KfSUC6QPcHGeID¼BCN9�E{ID;>9oSUMN~�w9HIBSUWXC6GbMJ?B=7EH`>C®IB\ZQH;OAD;OS±my;>MbMeWHI ³ 9,;>9¨�j;>AH~L�L~O¸D¸o¢rÁo¦¾~.8»S}c{C6`OID9HADM«SUI�?B9HIBSJWHC6G±=@ILQHC6`IB\.�j;>AX~��T~�¸�nH¢�¸ z ¦f~}��WXCFQH;���CNGJCN9HK6CFcsCfS ³ CNC692;OSw?B9XQ .}?BMeC@¸F;>M�SUWa?qS�;�SUMw�X����;>M@�lg�� ���pO� � �lg�� � ���q� � �U¦¹� � �6¢£� � �U¦�� � �e=7� � � c �X~®8»SJM�GeC6K6IB9HMeSJGJRHKfSU;>IB9�GJCNMJRH`�S;OM�MJWHI ³ 9�;O9%�j;>AX~��T~�¸D¸¡¢�¸'nD¦f~m#Y�&Ki ��r��WHC�;O9oSUC6Ge9a?B`O`O�®cHGJIB¼BC69yQH;OAD;OS­Á ³ WX;>K W�;>9HKN`>RHQXC6MZ?�GJ;OADWoS®�eKNRXSU�4;>M�MJWHI ³ 9y;>9��j;OAH~l�L~O¸�nX¢�¸D¸�¦¾~��GeCl?B`XCfªX?B=7EH`>C�;OM.MJWHI ³ 97;>9��j;OAH~o�L~O¸ z ~j8»SUM�IBGJ;>AB;>9a?B`L;>=@?BADC±;>M.MeWHI ³ 9@;O9��j;>AX~o�T~�¸ z ¢ � ¦f~8»S4;OM�EHGJCNEHGJILK6CNMJMJCNQ�co�,SUWHCy?B`OADIDGe;OSUWX=�QHCNMJKNGJ;>c{C6QP;>9 .bWa?�EXSUCNGJM�¢�n�� � ¦fYX?B9HQ%SUWHC�MeSJGJRHK¾�SJRHGU?B`½E{ID;>9oSUM�?B9HQ�SJWHC©MJ¼�C6`OCNSUIB9¶K6?B92c{C�\°ID9HQ2?�9HQ2MJWHI ³ 9<;>9��j;>AH~s�T~�¸ z ¢£Áo¦f~�8»SUM[=7IDG��EHWXID`>IDAB;>Kl?�`�MeSJGJRHKfSURHGeCFc{C6`OID9HADM}SJI@IB9HC�=@ILQHC6`�IB\��j;OAH~a�L~O¸�nX¢�¸D¸�¦¾~���WHCyGJC6KNID9HM�SUGJRXKNSU;OID9?B9XQPGeC6KNIDAD9H;�SU;>IB9,IB\�SJWH;>M4=7ITQXC6`Z?BGeCVca?BMeC6Q�IB9%SJWHCV\°ID`>`OI ³ ;>9HA¯?�`>ADIDGe;OSJWH=�~¢r?D¦,��WXC6GJCyCfªT;OMeSUM�SJWHCV\°ID`>`OI ³ ;O9HA��X� ��;O9,SUWHC�;>=@?BADC©¢£MeC6CF�j;>AH~H�T~�¸ z ¢rÁD¦J¦�1

�e�j� � �lg�� � ��kL� � � c ��� �e=7� � �l¢°� � ����� � ��kL� � � c � � �e=7� � ��SJ� �� c �X~

¢°c�¦��LRHEHE{IDMJCPSUWHC ��K6ILIDGJQX;>9a?�SJC%IB\[SUWXCP_aGeMeS@EsIB;>9oS·�e=@�¶;>9¥SUWXC�MeC6`>CNKNSJC6Q²�X� ��;OM� �A�fY{SJWHC69 � �A� z � � !X~®��WX;>M�=7Cl?�9HMwSJWa?�S®SUWHCy_aGJM�S[MJCN`>CNKNSUCNQ2EsIB;>9oS,��=@��¢°SJWHCKNID9HK6?'kBC�K Wa?�9HADC�;>9%K6ILQHCFnD¦bMeWHIDRH`OQPc{C�9HCl?�G4SJWHC�csI�SJSUIB=�IB\½SUWHC�QH;OAD;OS6~

¢£Kl¦��LRHEHE{IDMJC�SUWHC �¤KNITIBGJQH;O9a?�SUCVI�\�SJWHC�EsID;O9oS@������;>9,SUWXCFMeC6`>CNKNSJC6Q2�T���!;>M ��YHSUWXC69

�� � � z ~F��WH;OM[=7Cl?B9HM[SJWa?�S[SJWHC¯MJCN`>CNKNSUCNQ<EsID;O9oSP�����¶¢]SUWHC¯KNID9okDCfª2K Wa?B9HADC¯;O9

KNITQXCFÁD¦b;>M�9HC6?BG�SUWHC�=7;>QHQH`OC[IB\½SUWHC�QH;OAD;OS6~¢°Q�¦��LRHEHE{IDMJC�SJWHC �%K6ILIDGeQH;>9a?qSUCyIB\�SUWHCFMJCNK6ID9HQ<E{ID;>9oS¤�e=7�¨;>9PSUWHC�MJC6`OC6KfSUC6Q¶�T��� ;OM

� �V�'YLSJWHC69 � �V� � �BnT~.��WH;OMb=7Cl?B9HM«SUWH?�SbSJWHC�MeC6K6IB9HQ,MJCN`>C6KfSUCNQ¤EsIB;>9oS¯��=@�¨¢°SJWHCKNID9HK6?'kBC�K Wa?�9HADC�;>9%K6ILQHCFnD¦b;OM�csCN`>I ³ SJWHC�=@;OQHQH`OC[IB\½SUWHC�QH;OAD;OS6~

¢£Cl¦%��WXC6GJCF?BGeCyIB9H`O�@SUWHGeC6C��eC69XQH�@E{ID;O9¡SJM�;>9,SUWXCyMe¼BCN`>CNSJID9PIB\�SJWHC�QH;>AB;OSl~

Page 160: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸K!4!

¢°\U¦,��WXC ��KNITIBGJQH;O9a?�SUCNM4IB\jS ³ I¨`OI ³ C6G¨�eCN9HQH�7EsID;O9oSUMw?BGJC�ADGeCl?�SJC6G�SUWa?�9 � �BnTY ³ WHCNGJC� ;>M[SUWXC ³ ;>QXSJW2IB\±SJWHC¯QH;OAD;OS6~y��WX;>MV=7Cl?B9HM[SJWa?�S[SJWHC¯S ³ I%`OI ³ C6GP��C69HQH�%E{ID;>9oSJM?�GJC�9HCl?�G4SJWHC�GJ;OADWoSe�:WH?B9HQ,MJ;OQHC�IB\½SUWHC�QH;OAD;OS6~

��WHC<?�csI'kDC¶�¡SUC6EXM¶¢r?q��\ ¦�QHC6MeK6GJ;OcsC�SJWHC2=7IDGJEHWXID`>IDAB;>Kl?�`�MeSUGeRHKNSJRHGJC2I�\ySJWHC2=7ITQHCN`w;O9�j;OAH~j�T~O¸ z ¢rÁo¦¾~<��WHC6GeCN\°IDGNY�;�\w�LSUCNEHM�¢r?q��\ ¦y?BGJC@SUGJRXCBY�SUWH;OM©QH;OAD;OS�;>M©QH;OAD;OS�Á ³ WH;OK W�WH?BM?¥GJ;OADWoS �eK6RXSJ�H~�8»SJM�cXGJID¼�C69 E{ID;>9oSJM�?�GJC2SUWHC¶CfªLSJC69HMe;>ID9 E{ID;O9¡SJM%IB\�SJWHC2S ³ I�`OI ³ CNG�eCN9HQH��EsID;O9oSUM�;>9<SUWHC@QH;>GeC6KfSU;>IB9¶I�\}SUWHCN;>G�K Wa?B;O9·KNITQHCNM6Y ³ WH;>K W�Kl?B9 c{C7MJC6`OC6KfSUC6Q ¢£MJCNC�j;OAH~��T~�¸ z ¢£Áo¦J¦©ca?BMeC6Q�IB9ÀSUWHC�MJ;O=@;O`§?BG¯?�`>ADIDGe;OSJWH= QHCNMJKNGJ;>c{C6QÀ;>9;.}?�MJC·¸B~���WXC�_a9a?�`GeC6K6IB9HMeSJGJRHKfSUC6QP;>=@?BADC®;>MbMJWHI ³ 9P;>9,�j;OAH~X�T~O¸ z ¢rmo¦¾~«�T;O=@;O`§?BGe`O�DY ³ C�Kl?�9,QHCl?B` ³ ;OSUW,I�SUWHCNG=7ITQXC6`>M�;>9<�j;OAH~Z�T~�¸�nT~�|}?BMeC6Q¶ID9<IDRHG�?B`OADIDGJ;�SUWH=PY�SUWHC�;>9oSJC6GJ9H?B`>`���cXGJID¼�C69·QX;>AD;�SUM�K6?B9c{C©GJCNK6ID9XMeSUGeRHKNSJC6Q·?B9HQ<GJCNK6IDAD9X;866CNQ­~ � SJWHC6GVMJ?B=@EX`>C6M[?BGJC¯MeWHI ³ 9�;O9<�j;>ADMN~­�L~O¸D¸o¢�¸N�:Áo¦fY?B9XQ%SJWHC6;OG�GJCNK6ID9HM�SUGeRHKNSJC6Q�GeC6MJRX`OSUM®?BGeCVMJWHI ³ 9�;>9P�j;>ABM6~��T~�¸D¸¡¢r��� ¸'nD¦f~

� $�� � � � ?V-«5 � ?V)¤+�7B9À-8?�<.1 9f+8< /��µ-8?V3®/7) <�+.-«1234+.56/7)�w`>`�;>=@?BADC�Qa?�S ?�?BGJC¯SU?B¼BCN9·\°GJID=�SUWHC¨tw8��T� QH?�S ?BcH?BMJC gu´V� � n�?�p�~@8:9·IDGeQHC6G�SUIPMJCfSRHE¨?B`>`aM�SUGeRHKNSJRHGU?B`�Ea?qSJSUCNGJ9HMNYanT¸��yEa?qSJSUCNGJ9HM[¢£MJ?B=@EX`>C4;>=@?BADCNM ¦jIB\ZcXGJID¼�C69¤QH;OAD;OSJM«?BGJC®MJC¾�`OC6KNSJC6Q�\°GeID= SUWXC}cHGJIB¼BC69¯QX;>AD;�S�MeCNS�¢�¸DYºn z Á®cHGJID¼�C69¯Wa?�9HQ ³ GJ;�SJSJC69©QH;OAD;OSJM ¦ZIB\HSJGU?B;O9H;>9HA®MJCfS¢¹¸D¸DY Á z � Wa?B9HQ ³ Ge;OSeSUC69�QH;>AD;�SUM½IB\{�X� z ¦f~jnT¸���MJ?B=@EX`>C�;>=@?BADC6M½?BGeCbMeC6`>CNKNSJC6Q¯ca?BMeC6Q¯ID9©?B`>`E{IDMJMe;>cH`OC�M�SUGJRXKNSURXGU?B`­EH?�SJSJC6GJ9XM ³ WH;>K W%?BGeC[RHMeC6Q%SUI©GeC6K6IBAD9H;86NC[SUWHC�MJWa?BE{CVIB\*MeC6AD=7C69oSUMNYSJI@QHCfSUCNGJ=7;>9HC ³ WHCNSJWHC6G[?@MJCNAD=7C69oS�;OMwMeEHRHGe;>IDRHMNY{SJI¨QHCfSUCNKNS ³ WXCNSUWXC6G�SJWHCFEXGJC6MeC6`OC6KNSJC6QcHGeID¼BCN9�E{ID;O9¡SJM[9HCNC6Q<SUI,c{C¯K6IDGeGJC6KfSUCNQ­~7�TID=7C©MeSJGJRHKfSURHGJ?B`�Ea?�SeSUCNGJ9HM�?BGeC¯K6ID9XMeSUGeRHKNSJC6Qca?�MJC6Q�ID9�E{IDMJMe;>cH`OC}MJWH?BEsC�M�SUGeRHKNSJRHGJC®?B9a?�`O�LMJ;OM�?B9HQ�K6IB=@Ea?�GJ;>MeID9¯IB\{cHGeID¼BCN9@QH;OAD;OSJM6Yo?�9HQSJWHC6MeC@Ea?qSJSUCNGJ9HM�?BGJC�MeWHI ³ 9 ;>9��j;>AX~*�T~s!H~¤�aIDG[SJWHC7SJGU?B;O9H;>9XAPQH?�S ?%MJCfS,¢¹¸DY n z Á,cHGJID¼�C69Wa?�9HQ ³ GJ;�SJSJC69�QH;OAD;OSJM ¦fY«?�GeC6KNID9HMeSJGJRHKfSU;OID9¥GU?�SJC,IB\ � �T~ zo� � ³ ;OSUW �T~ zDz � MeRHcHMeSJ;OSJRXSU;OID9?B9XQ·nL~ z n � GJC:deC6KfSU;>IB9¶;OM�?BK WH;OCNkDCNQ­~@��IBG�SUWHC¯SJC6MeSJ;>9HA%Qa?qS ?,MJCfSlY z YºÁ z ¸¯cHGJIB¼BC69�Wa?B9HQL�³ Ge;OSJSJC69¶QH;>AB;OSUM[?BGJC�CfªLSJGU?BKfSUC6Q�\°GJID=E!onTYºÁ � m,CfªLSUGJ?BKNSJC6Q·WH?B9HQ ³ Ge;OSJSJC69�QH;>AD;�SUM[I�\4�X� z Y?B9XQ�SUWXC6GJC@;>My?�GeC6KNID9HMeSJGJRHKfSU;OID9·GJ?�SUC7IB\ � Á � ³ ;OSUW �X~ z Á � MeRHcHMeSJ;OSJRXSU;OID9 ?B9XQ z ~�¸�! �GeC¹deC6KfSU;OID9­~

Page 161: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸K! �

¢�¸�¦ ¢�nD¦ ¢ z ¦

¢`!¡¦ ¢ � ¦ ¢£Áo¦

¢��B¦ ¢rmD¦ ¢ � ¦ ¢�¸��D¦

¢¹¸D¸�¦ ¢¹¸�nD¦ ¢�¸ z ¦�j;>ADRXGJCy�T~�¸�! 1«��?B;O`>C6Q¨GJC6KNID9HM�SUGJRXKNSU;OID9PCfªX?B=7EH`>CNM®I�\jcHGeID¼BCN9�Wa?�9HQ ³ GJ;�SJSJC69%QH;>AB;OSUMN~

Page 162: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸K!oÁ

�TIB=@C7;>9HKNIDGJGeC6KfS©GJCNK6ID9XMeSUGeRHKNSJ;>ID9·CfªX?B=7EH`>CNM©?BGeC¨MJWXI ³ 9�;O9 �j;OAH~��T~�¸�!H~ � 9XC¨IDGe;>AD;O9a?B`;O=¨?BABC�;OM¤MJWHI ³ 9²;>9²��;>AH~±�T~�¸�!�¢¹¸�¦f~!8»SUM¨GJC6KNID9HM�SUGJRXKNSU;OID9²K6ID9X9HC6KfSU;>IB9²?B9HQ²;>9HKNIDGJGeC6KfSGeC6K6IB9HMeSJGJRHKfSU;>IB9¯GJC6MeRH`OSJM.?BGeC}MJWXI ³ 9�;O9¯�j;>ABM6~��T~�¸�!�¢�n'� z ¦ZGJCNMJE{C6KNSJ;OkBC6`O�B~.8:9©SUWX;>MjC¾ªX?B=@EX`>CBY;O9HK6IDGeGJCNKNS«=7;>9H;O=©RH=!QH;>M�S ?B9XK6C4csCfS ³ CNC69¤;�SUM«?BQ�deRH9HKNSJ;OkBCw?�9HQ@=@?B;O9¯MJC6AB=@CN9¡S�Me¼BC6`OCNSJID9HM;OM�\°IDRH9HQ�Y}?B9HQ¥9HI<GeC6`§?qSUC6Q¥KNIDGJGeC6KNSJ;>ID9¥GeRH`>C,;OM¯K6ID9HM�SUGeRHKNSJC6Q­~À�T;>=7;>`>?BGyCfªX?B=7EH`>C¤K6?B9c{C¨\°IDRH9XQ�;>9��j;OADM6~j�T~�¸�!�¢r��� � ¦[\°IDG�SJWHC¨_aGeMeS�GeC6K6IB9HMeSJGJRHKfSU;>IB9�GJC6MeRH`OS©IB\4SUWHC¤C¾ªX?B=@EX`>CB~�w`>MJIXY[?�cHGJIB¼BC69 Wa?B9HQ ³ GJ;OSeSUCN9µQH;OAD;OS¨=¨?l� 9HI�S�c{C2\°RH`>`��ÀGeC6KNID9HMeSJGJRHKfSUCNQ­Yy?B9HQ�MJRHK W?B9ÀCfªX?B=7EH`>C�;OM¨MeWHI ³ 9�;O9²�j;>ABM6~±�T~�¸�!�¢`!q�¹Áo¦7?BM¤9HI�GeC6`§?qSUC6QÀGJC6KNID9HM�SUGJRXKNSU;OID9 Ea?�SeSUCNGJ9;OM7KNID9HM�SUGJRXKNSUCNQ­~���WHC6GeCN\°IDGeCBY4;O\�GJC6`>?�SUCNQÀKNIDGJGeC6KNSJ;>ID9 GJRH`OC6M@?BGJCP9HIBS@K6IB9HMJ;OQHC6GeC6Q­Y}SJWHCRH9XMJRH;�S ?BcH`OC�GeC6K6IB9HMeSJGJRHKfSU;>IB9�GeC6MeRH`OSJM,?BGJC2=@?BQHC�~ ��WHC<GJCNK6ID9HM�SUGeRHKNSJ;>ID9 EHGeITKNC6MeM�?�9HQGeC6K6IB9HMeSJGJRHKfSU;>IB9¤GJCNMJRH`�S�IB\*MJRXK W�?�9¤CfªX?B=7EH`>C�?BGJC�?B`>MeI�\°IDRH9XQ,;>9¤��;>ADMN~H�T~�¸�!�¢¹¸D¸N�U¸ z ¦f~½8:9SJWH;>M�K6?BMJC�YX?�9HC ³ K6IDGeGJC6KfSU;OID9@GeRH`>C�MeWHIDRH`OQ@c{C4=¨?�QHCB~��®I ³ CfkDC6GNY ³ CwK6?B9¨ABC69HCNGU?B`O`O�¯?�QHQ9HC ³ EHGeITKNC6QHRXGJC6M4\°IDG�MeEsCNK6;§?�`ZKl?BMeC6M4SUI�C69HWH?B9HK6C�SUWXCyGeC6KNID9HMeSJGJRHKfSU;OID9�E{C6G�\°IDGJ=@?B9HKNCB~��WHCF=@CfSUWHILQPIB\�`>;O9H¼¡;>9HA�cHGeID¼BCN92QH;>AB;OSUM ³ ;�SUWPkB?�GJ;§?�cH`>C�MJ;�66CNQ�=¨?�MJ¼¡M©g ��� � Á�p½Kl?B9H9XIBSc{CwRXMJC6Q¤SJI�`O;>9H¼©QX;>AD;�SUM ³ ;OSJW¤`§?BGeADC4Ao?BEHMN~��TRHK W¤C¾ªX?B=@EX`>C6Mb?BGJC®MJWXI ³ 9,;O9¤�j;OADM6~L�L~ �H¢ � ¦fY�T~ � ¢¹¸�¦fY��L~ºma¢¹¸�¦fY�?�9HQ��L~O¸¡¢¹¸DYs!¡¦f~«��`OMJIHYa;�\.?�QH;OAD;OS�;OM4cHGJID¼�C69­YaSJWHC6GeCF;OMw?qSw`OCl?BM�S4ID9HCyAo?BE­~�®I ³ CNkBC6GNY{;�\*SUWHCNGJCV;>M}?�AD?BE­YH;�S};>M�E{IDMeMJ;>cX`>C�SJWa?�S}SJWHCVAo?BE%;>M±SUWHCV9HIBGJ=@?B`�M�SUGJRXKNSURXGJC�IB\SJWHC«QH;>AD;�SZ?B9XQFMeWHIDRH`OQy9XIBS*csC«`O;>9H¼�C6Q­~½�w\]SJC6G½?�=¨?BMe¼�Me;866C«;OMZMJC6`OC6KfSUC6Q�YB;OS­;>MZMeSJ;>`O`BE{IDMJMe;>cH`OC\°IDG�c{IBSUW¨SJGJRHC[?B9HQ¤9HIBGJ=@?B`�Ao?BEHMbSJI�c{C[`>;O9H¼BCNQ­~.8»\½?�`>?BGJABCwMe;866CNQ,=¨?�MJ¼�;>M±MJC6`OC6KfSUC6Q¤\°IBG?%`§?BGeADC�Ao?BE­Y*SUWXC69·SJWHC@GeC6KNID9HMeSJGJRHKfSUCNQ�cHGJID¼�C69 QX;>AD;�S ³ ;>`>`jcsC7QH;>M�SUIDG�SUCNQ g ��� � Á�pr~,8»\SJWHC�ADC69XC6GU?�`HMeSJGJID¼�C®C¾ªLSUC69XMJ;>IB9@=7CNSJWHITQ¯;OM�RHMJCNQ­Y¡;OS�;OM.QH;�¬@KNRH`OSjSUI�MJCN`>C6KfS�SUWHC�SJWHGJCNMJWHID`OQIB\{SUWXC®C¾ªLSUC69XQH;>9HAF`>;O9H¼�`OC69HABSJW­~j8»\sSUWH;OM.SUWHGeC6MeWHID`>Q@;>M�Me=¨?B`O`�YBSJWHC69@?�cH;>A�Ao?BE�K6?B9H9HIBS�c{C`O;>9H¼�C6Q­~«�LRHK W�C¾ªX?B=@EX`>C6M}?BGJCVMeWHI ³ 9P;O9%�j;>ABM6~a�L~ �H¢ � ¦fYX�T~ � ¢�¸'¦fYa�L~ºma¢¹¸�¦fYX?B9HQP�T~�¸¡¢¹¸DYH!o¦f~�8»\SJWHCySJWHGJCNMJWHIB`>QP;>M4`§?BGeADCBYHSJWHC69�;OS®;>M4E{IDMJMe;>cH`OCVSUWa?�S4SJWHCF9XIDGJ=@?B`ZAo?BEXM®I�\.cHGeID¼BCN9�QH;>AB;OSUM?BGeC�`O;>9H¼�C6Q�;O9HK6IDGeGJCNKNSU`��D~��TRHK W¶?B9�C¾ªX?B=@EX`>Cy;>M�MeWHI ³ 92;>92��;>AH~s�T~º�H¢ � ¦f~®��`>MeIHY�SUWHC�S ³ I=7CNSJWHITQXM�Kl?B9H9XIBS®QHCl?B` ³ ;�SUW,SUWXCyEXGJIDcH`OC6=�IB\jMeEHRHGe;>IDRHM4MeC6AD=7C69oSUM®IB\j?¯QH;>AD;�S}_aCN`>Q­~

Page 163: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸K!¡�

� $ � � ?V34/ �7)25N+.56/7) / � � 7©)20���-�5f+j+�?[) 025�75N+8< � 7B<�?V0 /7)-8?V34/7) <�+�-«123�+�56/7) 7©)20 ��� � �

��WHC4;O9HEHRXS«;O=¨?BABC6M.IB\sIDEXSJ;>=7;86NC6Q©9HC6?BGJCNMeS±9HC6;OADW¡csIBG�K6`§?�MJMJ;�_aC6G®¢ � t�t-.�¦�g �±?B9 �Bz cXp{?BGeCIDGe;>AD;O9a?B`s?B9HQP9HIDGe=¨?B`O;86NC6Q¤;O=¨?BABC6M};O9%SJWHCytw8��T�µQa?�S ?�ca?BMJC@gu´V� � nB?�pr~8»\4SUWXCPGeC6KNIDAD9H;�SU;>IB9�?B`>ABIDGJ;�SUWH= IB\®IDEXSJ;>=7;86NC6Q 9HC6?BGJCNMeS79HCN;>ADW¡c{IDG¯K6`>?BMJMe;O_aCNG%¢ � t�t�.�¦g �±?B9 �Dz cXpj;OMwRXMJC6Q�YZ?@SUI�S ?B`½IB\�¸D¸BYºÁ z � CfªLSJGU?BKfSUC6Q<Wa?�9HQ ³ GJ;�SJSJC69�QH;OAD;OSJMwI�\��X� z ¢]S ?B¼�C69\°GeID=�SUWXC@t®8��T� Qa?qS ?Bca?�MJC gu´V� � n�?�p]¦[?�GJC7RHMJCNQ ?BMVSUWXC7SJGU?B;O9H;>9HA,QH?�S ?%MJCfSlY�?%SJIBS ?B`IB\V!¡nTY Á � m¯C¾ªTSJGU?BKfSUCNQ�Wa?B9HQ ³ GJ;OSeSUCN9�QH;OAD;OSJM�IB\«�T� z ?�GJCyRHMJCNQ�?BM�SUWXCySJC6MeSJ;>9HA7Qa?�SU?7MeCNS6Y?B9XQ%SJWHC�GJCNK6IDAD9X;OSU;OID9,GU?qSUC�;>M � ÁT~O¸ � ~��WHC�;>=7EHGJI'kDCNQ¤GJCNK6IDAB9H;OSJ;>ID9@?B`>ABIDGJ;�SUWH= I�\*Wa?B9HQ ³ Ge;OSeSUC69¨QH;>AD;�SUM�;>M�SUWa?�S±SUWHCw;>9HEXRXS};O=��?BABC6MVIB\ � t�t�.?BGeC¯EHGJCNEHGJILK6CNMJMeC6Q·cH?BMJCNQ�ID9�SJWHC¯=7CNSUWXITQHM ³ WX;>K W¶?BGJC¯QXC6MJKNGJ;OcsCNQ¶;O9.bWa?�EXSUCNGJM¨nTYH!XYºÁ�?B9HQ¥SUWH;OM7K WH?BEXSUCNG6~ ��WHCNGJCf\°IDGJC�Y}SUWHCP^¡Ra?B`>;�S:��IB\wSUWHCP;>9HEXRXS7;>=@?BADC6MIB\ � t�t-. ;OMF;O=@EXGJI'kDCNQ­~,�w\]SJC6G�GeC6=7I'kT;O9HA%SUWHC@MJEHRHGe;>IDRXMFMeC6AD=7C69oSUM�IB\}Wa?�9HQ ³ GJ;�SJSJC69QH;OAD;OSJM[?B9XQ¶GeC6KNID9HMeSJGJRHKfSU;O9HA�cXGJID¼�C69¶Wa?B9HQ ³ Ge;OSeSUC69<QH;OAD;OSJM6Y�SJWHC�?B`OADIDGJ;�SUWH=PY{IDEXSU;O=@;�66CNQ9HC6?BGJCNMeSb9HC6;OADW¡csIDG�K6`>?BMJMe;O_aCNGV¢ � twt-.�¦¾YT;OM±RHMeC6Q¤SJI�GJCNK6IDAB9H;86NCwSUWXC6MJC�Wa?B9HQ ³ Ge;OSeSUC69¨QH;>A��;�SUM6~j�aIDG�SUWHC®MU?B=7C4SUC6M�SU;O9HAFQH?�S ?�MJCfS�¢`!onTYºÁ � mVCfªLSUGJ?BKNSJC6Q¤Wa?�9HQ ³ GJ;�SJSJC69¨QX;>AD;�SUM�IB\Z�X� z ¦fYSJWHC@GeC6KNIDAD9H;�SU;>IB92GU?�SJC@IB\ � � ~º� � ;OMF?�K WH;>CfkDC6Q�~,��WH;>M�;>M�c{C6K6?BRHMJC7SUWa?qSySJWHC7^LRH?B`>;�S:�2IB\SJWHC¤;>9XEHRXS¯;O=¨?BABC6M�;OM©;>=7EHGeI�kBC6Q¥?�\]SJC6G�SJWHC,;>9XEHRXS¯;O=¨?BABC6M©?�GJC¤EHGeC6EHGeITKNC6MeMJC6Q�YbMJEXRHGJ; �IDRXM©MJCNAD=@CN9oSUM¯IB\4SUWXC¤;>9HEXRXS¯;>=@?BADCNM©?BGeC¤GJCN=@I'kBC6Q­Y�?B9HQ SJWHC,cHGeID¼BCN9�;O9HEHRXS©;>=@?BADC6M?BGeC[GJCNK6ID9XMeSUGeRHKNSJC6Q­~���9XIBSUWHCNG}SUCNMeSU;O9HA©Qa?qS ?©MJCfS�SUIBSU?B`>`��7K6ID9HMe;>M�SUM}IB\�¸D¸BYH! �D� CfªLSUGJ?BKNSJC6QWa?�9HQ ³ GJ;�SJSJC69ÀQX;>AD;�SUM�IB\y�X���L~²��IBG�SJWHC�SJC6M�SU;>9XA·Qa?�SU?�MeCNS¨\°GeID= �X���TY±;O\�IDEXSU;O=@;�66CNQ9HC6?BGJCNMeS�9HCN;>ADW¡c{IDG[KN`§?BMeMJ;O_HC6G�¢ � twt-.�¦�;OMVRHMJCNQ­Y­SUWHC¯GeC6KNID9HMeSJGJRHKfSU;OID9<GU?�SJC¯;>M � !X~ºmo� � ~�®\]SUC6G.SJWHC�GJCNK6ID9XMeSUGeRHKNSJ;>ID9�IB\{SUWXC}SUC6M�SU;O9HA�Qa?�S ?[MeCNS6YL;�\�SUWHC�KN`§?BMeMJ;O_HC6G®¢ � twt-.�¦j;>MjRHMJCNQ­YSJWHC¨GeC6K6IBAD9H;OSJ;>ID9¶GU?qSUC7;>M � �T~ºÁDn � ~��aIDG�SUWXC¨9HC ³ SUC6M�S¯Qa?�SU?�MeCNSlY�SUWHC@GJC6KNID9HM�SUGJRXKNSU;OID9GJ?�SUC±;>MjQXC6K6GeCl?BMeC6Q7?B9HQFSUWHC}GeC¹deCNKNSU;OID9©GJ?�SUC±;>9HKNGJCl?�MJC6Q¯c{C6K6?BRHMeC}MJID=7C}9HC ³ cHGJID¼�C69¯=7IDG��EHWXID`>IDAB;>Kl?�`sM�SUGJRXKNSURXGJC�Ea?�SeSUC6Ge9HM®?BGJCV9XIBS�K6IB9HMJ;OQHC6GeC6QP;>9,IDRHG�=7CNSJWHILQHM}\°IDG}SUWXC[SUC6M�SU;O9HAQa?qS ?©~j8:97IDGeQHC6GjSJI�;>=7EHGJI'kDCbEHGJILK6CNMJMJ;O9HA�GJCNMJRH`�SlYo=7IDGJCbSJGU?B;O9H;>9XA[Qa?�SU?[9HC6CNQ7SJIyc{C}RHMeC6Q\°IDG±SUWHC�K6`>?BMJMe;O_aCNG�¢ � twt-.�¦fY�?�9HQ%=@IDGeC[9HC ³ MeSJGJRHKfSURHGeCyEH?�SJSJC6GJ9XM®9XC6C6Q%SUI¯c{C�RHMJCNQPSJIKNID9HMeSJGJRHKfSUCNQ�MJIB=@CV9HC ³ GJCNK6ID9XMeSUGeRHKNSJ;>ID9PGJRX`>C6MN~

Page 164: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸K!om

� 9HC�CN¬7KN;>C69oSwGJCNK6IDAD9X;OSU;OID9%=@CfSUWHILQP;>M}SUI7RHMeCFADGJ?BQH;OC69oSw?B9HQ�KNRHGek�?�SJRHGJC�IB\jADGU?l�%MeKl?B`OC;O=¨?BABC®g �d�V�.v � �qpr~j|���RHMJ;O9HAwSJWH;>M*=7CNSUWXITQ¨g �k���.v � �qprYB;�SUM*GJCNK6IDAB9H;OSJ;>ID9�GU?qSUC�;>M � � ~s! ���?B9XQ � mX~ºn � � \°IDG�nBn z Y�¸�n !©Wa?�9HQ ³ GJ;�SJSJC69,QH;OAD;OSJM±IB\��T� z ?B9HQ � mTYºÁW!DÁ�Wa?B9HQ ³ GJ;OSeSUCN9,QH;>A��;�SUM�I�\[�T����GJCNMJE{C6KNSJ;OkBC6`O�B~ � RHG©GeC6KNIDAD9H;�SU;>IB9·GU?qSUC¤IB\ � � ~ � � ;>M�?�`>;�SJSU`OC@WX;>ADWHCNG�SUWH?B9� � ~H! � � Y½cHRXS�ID9H`�� !¡nTY Á � m�C¾ªLSUGU?�KNSUCNQ�Wa?B9HQ ³ GJ;OSeSUCN9·QH;OAD;OSJMFIB\4�X� z ?BGeC@RXMJC6Q�;O9·IDRXG?B`OADIDGe;OSUWX=�~½�aIDGbSJC6MeSJ;>9HA¯QH?�S ?©MeCNS4IB\��X���LYTSUWXCV=@CfSUWHILQ¶g �k���.v � �qps;>Mb=@IDGeC[CN¬7KN;>C69oS6~� 9HCFEsIDMeMJ;OcH`>C�?BEHEHGeIo?BK W2;>M®SUI¤RXMJC¯IDRHGw=@CfSUWHILQ�SJI¤EHGJILK6CNMJMVQa?qS ?¨MeCNSlY­?B9HQ�SJWHC69�SJWHC=7CNSJWHITQ�gu�d���jv � �qpZ;>M�RXMJC6Q%\°IDG4GJCNK6IDAB9H;OSJ;>ID9­~8»\sSUWHC®GJCNK6IDAD9X;OSU;OID9@?B`>ADIBGJ;OSJWH=;>M�?B9¨IBEXSU;O=@;�66C6Q�9HC6?BGJCNMeSb9HC6;OADW¡csIDG«KN`§?BMeMJ;O_HC6Gw¢ � t�t�.�¦g �±?B9 � !�p�YXg �±?�9 �Dz cXpXID9¯?��TRX97�TEa?BGeK4n ³ IBGJ¼¡MeSU?�SU;OID9­YBSJWHC�?lkDCNGU?BADC}SJ;>=7CbIB\�GeC6KNIDAD9H;�66;>9XAID9XC�Wa?B9XQ ³ GJ;�SJSUCN9¤QH;OAD;OS�;>M �X~ �onyMeC6KNID9HQHM ³ WHCNGJC�SJWHC�WH?B9HQ ³ Ge;OSJSJC69¤QX;>AD;�SUM«=¨?�;>9H`��¯K6ID9L�Me;>MeS.IB\�IB9HC�MJCNAD=@CN9oSl~��®I ³ CNkBC6GNYT;�\{SJWHC�GJCNK6ID9XMeSUGeRHKNSJ;>ID97IB\{cHGeID¼BCN9@Wa?�9HQ ³ GJ;�SJSJC69�QH;>AB;OSUM?B9XQ2EHGJILK6CNMJMJ;O9HA%IB\�MJEHRXGJ;>IBRHMVMJCNAD=@CN9oSUM�?BGeC¯RHMJCNQ­Y­SUWHC�?lkBC6GU?�ADC¯SU;>=7C�I�\±GeC6KNIDAD9H;�66;>9XAID9XC@cHGeID¼BCN9 Wa?B9XQ ³ GJ;�SJSUCN9·QH;OAD;OS ³ ;�SUW�MJEHRHGe;>IDRXMFMeC6AD=7C69oSUMF;>M �X~�¸ � MeC6KNID9HQHMN~P��WXC6GJC¾�\°IDGeCBY�SUWXIDRHADW�GJCNK6IDAD9X;OSU;OID9 GJ?�SUC%;>M¯;O=@EXGJI'kDCNQ­Y�SUIBSU?B`}GJCNK6IDAB9H;OSJ;>ID9 SJ;>=7C¤;>M¯;O9HK6GeCl?BMeC6Q?�\]SJC6G�RHMe;>9HA�IDRXG®GeC6KNID9HMeSJGJRHKfSU;OID9�?�`>ADIDGe;OSJWH=�~

� $ � � ?V34/ �7)25N+.56/7) / � � 7©)20���-�5f+j+�?[) 025�75N+8< � 7B<�?V0 /7)� /7- ����/ 96/ �@563�7B9 <�+.-�123�+�12-8?�<

��WHC®MeSJGJRHKfSURHGeC�GeC6K6IBAD9H;OSJ;>ID9�;OM�RXMJC6Q7SUIyGJCNK6IDAD9X;866C®Wa?B9XQ ³ GJ;�SJSUCN9¨QH;OAD;OSJM4gi��� � Á�p�~«�®I ³ �CfkDC6GNY¡=@IDM�S«IB\sMeSUGeRHKNSJRHGJC4GeC6K6IBAD9H;OSJ;>ID9�?�`>ADIDGe;OSJWH=@M�Kl?B9X9HIBS«GJCNK6IDAB9H;86NC}SUWHIDMeC4Wa?B9HQ ³ Ge;OS��SJC69PQH;>AD;�SUM ³ WX;>K WPK6ID9oS ?�;>9,SUWHC�MeEHRHGJ;OIDRHM4MJCNAD=7C69oSUM4IDG®?BGeC[SUWHC�cHGeID¼BCN9�QH;OAD;OSJM6~� 9HC79HC ³ M�SUGeRHKNSJRHGJC¤GeC6KNIDAD9H;�SU;>IB9�?�`>ADIDGe;OSJWH= ;>M�ca?�MJC6Q·ID9�?B`O`�EsIDMeMJ;OcH`>C�=7IDGJEHWXID`>IDAB;��K6?B`*MeSUGeRHKNSJRHGJCNMVIB\�Wa?�9HQ ³ GJ;�SJSJC69�QX;>AD;�SUM ³ WH;>K W�=¨?l�PK6ID9oSU?B;>9PSUWHCFMJEHRHGe;>IDRXMwMeC6AD=7C69oSUMNYIDG�csC¤SJWHC,cHGJIB¼BC69�QH;OAD;OSJM6~¶��WHC%9HC ³ MeSUGeRHKNSJRHGU?�`}GJCNK6IDAD9X;OSU;OID9 =7CNSJWHITQ¥;OM©ca?BMeC6Q�ID9\°ID`O`>I ³ ;>9XA¨EHGeITKNC6QHRHGeC6M 17¢�¸�¦wEXGJC6EXGJILK6C6MeMJ;O9HA ¢°MJ=7ITI�SUW�\°ID`O`>I ³ ;>9XAHYs`O;>9HC6?BGJ;�6l?�SJ;>ID9�ca?BMeC6QK Wa?�;>9�K6ILQHCNM6Y�CfªLSUGJ?BKNSJ;>ID9¥IB\®MJ¼�C6`OCNSUIB9À?B9XQ¥_H`>`>;O9HA¡¦N¢£MJCNC .bWa?�EXSUCNGJM@n��(!o¦ �V¢rnD¦y\°C6?�SURHGeC

Page 165: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸K! �

C¾ªTSJGU?BKfSU;OID9 ¢°MeSJGJRHKfSURHGJ?B`�E{ID;O9¡SJM6Y�K6RXGek�?�SURXGJCF?B9HQ�c{C69XQ2?B9HAD`OC6MNY{CfSUK�~ ¦N¢£MJCNC .bWa?�EXSUCNGJM !q�� ¦ �4¢ z ¦y?B9H?B`O�LMJ;OM�?�9HQ·GeC6K6IBAD9H;OSJ;>ID9¶IB\�WH?B9HQ ³ Ge;OSJSJC69�QH;>AD;�SUM ³ ;OSJW·MeEHRHGJ;OIDRHMFMJC6AB=@CN9¡SJM¢°MJC6C .bWa?�EXSUCNGwÁD¦ �*¢ !¡¦bGJCNK6ID9HM�SUGeRHKNSJ;>ID9�?B9HQ%GJCNK6IDAB9H;OSJ;>ID9,IB\�cHGeID¼BCN9�Wa?B9XQ ³ GJ;�SJSUCN9%QH;>A��;�SUM�¢£MJCNC�.bWa?�EXSUCNG4�D¦ ��¢ � ¦�GJCNK6IDAB9H;OSJ;>ID97IB\ZWa?�9HQ ³ GJ;�SJSJC69¤QH;OAD;OSJM ³ ;OSUW@ID9HCwMJC6AB=@CN9¡S�¢£MJCNC.bWa?�EXSUCNGJM � ���B¦f~�w9a?B`O�LMe;>M6YjGJC6KNIDAD9H;�SU;OID9·?�9HQ�MJCNEa?BGU?qSU;>IB9·IB\4Wa?�9HQ ³ GJ;�SJSJC69 QH;OAD;OSJM ³ ;�SUW MeEHRHGe;>IDRHM�MJC6Aq�=7C69oSUM�WH?'kBC�csCNC69PQH;>MeK6RHMeMJC6QP;>9 .bWH?BEXSUCNG®ÁX~���WHCVcH`OITK ¼@QH;§?BABGU?B=¿IB\*SUWHCVGeC6KNIDAD9H;�SU;>IB9=7CNSJWHITQ�;>M.MeWHI ³ 97;O9¯�j;OAH~D�L~O¸ � ~.�TIB=@C}=7IDGeEHWHID`OIDAD;>K6?B`oMeSJGJRHKfSURHGeC4Ea?�SJSJC6Ge9HM�?BGeC}MJWHI ³ 9

Handwritten digits Reconstruction

Preprocessing

How many segmentsin the digits?

Separation of spurioussegments

How many segmentsin the digits?

One

>one One

>one

No

YesRecognition of digits withone segment (no internallybroken digits)

Recognition of internallybroken digits

Internally broken digits?

�j;OADRHGJCV�T~O¸ � 1���WHC�cH`>ILK ¼¤QH;>?BADGJ?B=�I�\jGeC6K6IBAD9H;OSJ;>ID9,cH?BMJCNQ�ID9%=7IDGJEHWXID`>IDAB;>Kl?�`sM�SUGJRXKNSURXGJC6MN~;O9%�j;>ADMN~��T~s!�¢�¸f� z nD¦¾~.��WHC�MJCNAD=7C69oSUM®;>9,SUWXC6MJCy;>=@?BADCNM�?BGeCF?�9a?B`O�'6NC6Q­Y�?B9XQ%SJWHC69PQHCfSUC6G¹�=7;>9HC ³ WHCNSJWHC6G4SUWHCf�%?BGeCyMeEHRHGe;>IDRHMN~«8»\.?�MJCNAD=@CN9oSw;OM�MJEHRXGJ;>IBRHM6YHSJWHC69P;OS4;OM�GJC6=7I'kDCNQ­~�®\]SUC6G�MeC6Ea?�GU?�SJ;>ID9%IB\�MJEHRXGJ;>IBRHM4MJC6AB=@CN9¡SJM6YaSUWXC6GJCy?BGeCVSUWHGeC6C�Kl?BMeC6M 1¢£?o¦�8»\½SUWHC�QH;>AD;�SbKNID9oS ?B;O9HM�=7IDGJC®SUWa?B9%ID9XC[MJCNAD=@CN9oSlYXSJWHC69%;OSb;>M�?©cXGJID¼�C69%QH;>AB;OSl~.�TRHK WC¾ªH?�=@EH`OC6MV?�GJC©MeWHI ³ 9�;O92�j;>ABM6~Z�L~H!�¢¹¸N� ¸lÁo¦f~V8:9�SJWH;>M[K6?BMJC�Y­SUWHC¯cXGJID¼�C69<QH;>AB;OS[;OM[GJCNK6ID9L�M�SUGJRXKNSUCNQ�cH?BMJCNQ�ID9,SUWXCF?�`>ADIDGe;OSJWH=�QXC6MJKNGJ;OcsCNQ�;O9%SJWH;>M�K WH?BEXSUCNG6~¢°c�¦}8»\.SUWHCFQH;>AB;OS4ID9H`��,K6IB9¡SU?B;>9XMwID9XCFMeC6AD=7C69oSlYs?B9HQ�;OS®;>M®?B9�;>9oSUCNGJ9a?�`>`O�¨cHGJIB¼BC692QX;>AD;�Sl~8:9�SUWH;OM«Kl?BMeCBY¡SUWHC®QH;>AB;OS�;OM�GeC6KNIDAD9H;�66C6Q7ca?BMeC6Q@ID97SJWHC®MeSUGeRHKNSJRHGJCwEa?�SeSUC6Ge9HM�IB\�;O9oSUC6Ge9a?B`O`O�cHGeID¼BCN9,QH;>AB;OSUMNY ³ WX;>K W%?BGeC[MJWHI ³ 9%;>9¤�j;>AH~T�T~�¸ z ~«|b?BMJCNQ,ID9¤SUWHCNMJCVM�SUGJRXKNSURXGJCVEa?�SeSUCNGJ9HMNYSJWHC©GJCN`§?�SJ;OkBC©GJCNK6IDAD9X;OSU;OID9�Ea?qSJSUCNGJ9HMVK6?B92c{C¯K6ID9HM�SUGeRHKNSJC6Q¶;>9�SJC6GJ=7MVIB\�SJWHC6;OG[MJCNGJ;>CNMVIB\M�SUGJRXKNSURXGU?B`�E{ID;>9oSJM6Y*ADC6IB=@CfSUGJ;OK©\°Cl?�SJRHGJCNM¤¢°MJRHK W·?BM�ADC6IB=@CfSUGJ;OK¯`>ILKl?�SJ;>ID9�IB\}MeID=@C¯MeEsC¾�KN;§?B`aM�SUGJRXKNSURXGU?B`sEsID;O9oSUM ¦«?B9HQ@SUWHCw9LRX=©csCNGbIB\­;>9oSUCNGJ9a?B`�KNID9oSUIDRHGeM6~±�TID=7C®CfªX?B=7EH`>CNM}?BGeCQHCNMJKNGJ;>c{C6QP;>9 .bWa?�EXSUCNG��L~ z ~ z ~

Page 166: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸ � �

¢°K'¦y8»\�SJWHC¤QH;OAD;OSFID9H`��<K6ID9oSU?B;>9HM�ID9HC¤MeC6AD=7C69oSlY«?�9HQ ;OSF;>MF9HIBS©?B9�;>9oSUCNGJ9a?�`>`O��cHGJID¼�C69QH;OAD;OS6~���WX;>M©K6?BMJC¤;OM�ADCN9HC6GJ?B`�~�8:9 \£?BKNS6Y.Wa?B9HQ ³ GJ;OSeSUCN9�QH;>AD;�SUMyID9H`���KNID9oS ?B;O9 ID9HC¨MJC6Aq�=7C69oS@¢£C¾ªTK6C6ETS�QH;OAD;OS � ¦�;>9<=7IDMeS�IB\±Kl?�MJC6MN~@��WXC7GeC6KNIDAD9H;�SU;>IB92IB\bWH?B9HQ ³ Ge;OSJSJC69¶QH;>AB;OSUM³ ;�SUW©ID9XC�MJC6AB=@CN9¡S.;>M.ca?�MJC6Q�ID9�?�`>`LEsIDMeMJ;OcH`>C±=@IDGeEHWHID`OIDAD;OKl?B`oM�SUGJRXKNSURXGJC4Ea?�SeSUC6Ge9HM6~j��WHCGeC6K6IBAD9H;OSJ;>ID9�IB\«Wa?B9XQ ³ GJ;�SJSUCN9<QH;>AD;�SUM®K6ID9oSU?B;>9H;O9HA¤ID9X`O�PID9HC©MeC6AD=7C69oS�;OM�ca?BMeC6Q<ID9�SJWHCQHCNMJKNGJ;>ETSU;>IB9�IB\�SUWXC6;>Gw=@IBGJEHWHIB`>IDAD;OKl?B`�MeSUGeRHKNSJRHGJC¯EH?�SJSJC6GJ9XM6~V��WHC©QXC6MJKNGJ;OEXSU;OID9�IB\«=7IDG��EHWXID`>IDAB;>Kl?�`sM�SUGJRXKNSURXGJCyEa?�SJSJC6Ge9HM4;>M�ca?BMeC6Q�ID9 1¢£?o¦.MJC6Ge;>CNM±IB\­MeSUGeRHKNSJRHGU?�`{E{ID;O9¡SJM«IB\ZIDRXSJC6G�K6ID9oSJIDRHG�¢°\°GJIB= MeSU?BGeSJ;>9HAyEsIB;>9oS«SUIyC69HQ¤E{ID;O9¡SIB\½SUWXCyKNID9oSUIDRXG ¦ �¢°c�¦bADC6IB=@CfSUGJ;OKl?B`s`>ILKl?�SJ;>ID9,I�\jM�SUGJRXKNSURXGU?B`ZE{ID;>9oSJM��¢°K'¦±SUWXCy9¡RH=�csCNG®I�\j;O9¡SJC6Ge9a?B`ZK6IB9¡SJIDRHGeMw?�9HQPSJWHC6;OG�EHGJIBEsCNGeS:�¶¢°ADC6ID=7CNSJGJ;OKl?B`s`>ILKl?�SJ;>ID9�¦ �¢°Q�¦±SUWHC�EHGeIDE{C6GeS:�,?B9HQPADC6ID=7CNSJGJ;OKl?B`s`>ILKl?�SJ;>ID9,IB\�`>;O9HC6MN~�TIB=@C�=7IDGJEXWHID`>IBAD;>K6?B`¡MeSUGeRHKNSJRHGJC®Ea?�SeSUCNGJ9HM ³ ;OSJW�ID9HC4MJCNAD=@CN9oS±WH?'kBCwc{C6CN9@QXCNSUCNGJ=7;>9HCNQ;O9 .bWa?BETSUC6GbÁX~.��WHC�K6`§?�MJMJ;�_aKl?qSU;>IB9@;OM±ca?�MJC6Q,IB9¨SUWHCNMJC[QXC6MJKNGJ;OEXSU;OID9HM�¢£WHI ³ =¨?�9¡��EH?B;>GeMIB\�MeSJGJRHKfSURHGJ?B`ZE{ID;>9oSUM7�J�T�7?B9HQÀ��p>�XYHWHI ³ =@?B9o�¤;>9oSJC6GJ9H?B`ZK6ID9oSJIDRHGJM4CfSUKB~º¦f~�aIDG*CfªX?B=7EH`OCBY�SJWHCbMeWa?BE{CbGeC6K6IBAD9H;OSJ;>ID9�IB\HQH;>AD;�SUM z ?�9HQ��®WH?BMjc{C6CN9©QHC6MeK6Ge;>c{C6Q©;O9 .bWa?BEL�SJC6GJM � YTÁXY ³ WHCNGJC�S ³ I¯Wa?B9XQ ³ GJ;�SJSUCN9¤QH;OAD;OSJM z ;>9¤��;>ADMN~ � ~ºnTY � ~ z ¢£MeC6CF.bWH?BEXSUCNG � ~ z ¦±?�9HQSJWHC[=@?B;>9¤MeC6AD=7C69oS4;O9,�j;>AX~XÁX~ � ¢£QX;>AD;�S�� � ¦[¢£MeC6C .bWa?BETSUC6G4ÁT~ z ~�¸�¦±KNID9oS ?B;O9¤S ³ I�Ea?�;>GJM±IB\M�SUGJRXKNSURXGU?B`ZE{ID;>9oSJM7�U�T�7?B9HQÀ��pO�H~��WHC�GJC6KNIDAD9H;�SU;OID9@I�\ZSUWHC[=@?B;O9@MeC6AD=7C69oS�IB\*WH?B9HQ ³ Ge;OSJSJC69,QH;OAD;OSJM«Wa?lkDCVc{C6C69,QX;>MJKNRHMJMeC6Q;O9 .bWa?�EXSUCNG[ÁXYs?B9HQ�=7IDM�SwI�\.SUWHCN=�K6?B9�c{C�KNID9HMe;>QHCNGJC6Q�?BMwSJWHIDMJCFKl?BMeC6M[;O9 ³ WX;>K W�SJWHCQH;OAD;OSs_aC6`OQ�ID9H`O��K6ID9XMJ;>M�SUM½IB\TID9HC�MJCNAD=7C69oSl~��w\]SUCNG*GJC6KNID9HM�SUGJRXKNSU;OID9yIB\XcXGJID¼�C69yWa?B9HQ ³ Ge;OS��SJC697QH;>AD;�SUM�?�9HQ@MeC6Ea?�GU?�SJ;>ID9�IB\sMJEHRXGJ;>IBRHM«MJC6AB=@CN9¡SJM6Y¡SUWHC4EHGeITKNC6MeMJC6Q@QH;>AB;OSUMjID9H`O��K6ID9XMJ;>M�SIB\½ID9XCVMJC6AB=@CN9¡S6~�8»\�SJWHCVEHGeITKNC6MJMeC6Q�QH;>AD;�SUM±QHI¯9HIBS4c{C6`OID9HA�SJI7;O9oSUC6Ge9a?B`O`O�7cHGJIB¼BC69PQH;OAD;OSM�SUGJRXKNSURXGJCBY­SJWHC69�SJWHC �aI ³ QH;§?�ADGU?B= IB\�SJWHC6;OG�GeC6K6IBAD9H;OSJ;>ID9�;>M�MeWHI ³ 9<;>92�j;OAH~��T~O¸lÁX~[8:9�j;OAH~��T~�¸'ÁXY�JÀ;OM@SUWXC�9¡RH=©c{C6G¤I�\�Ea?B;>GeM¨IB\[MeSUGeRHKNSJRHGU?�`[EsIB;>9oSUM �U�T�!�lg���¢]SUWHC�K6ID9HK6?lkDCK Wa?�9HADC¨;O9�SJWHC¨QH;OGJCNKNSU;OID9·I�\�K6ILQHC6M¯��?B9HQ Áo¦fY���� ��;>M�SUWXC��<K6ILIDGJQX;>9a?�SJC@I�\}SUWHC7_aGJM�SM�SUGJRXKNSURXGU?B`LEsIB;>9oSV�J�T��IB\�MeC6Ge;>C6M�IB\aM�SUGJRXKNSURXGU?B`TEsID;O9oSUM�?B9HQ � � � ���A� ¢ � � � � � � � ��¦ � ! t � � ��¢:� � �¨?B9HQ � � � � c{C6;>9XAPSJWHC��2KNITIBGJQH;O9a?�SUC�IB\±SUWHC@RHEHE{C6Ge=@IDM�S©?�9HQ·`OI ³ C6M�S�E{IDMe;OSU;OID9<IB\SJWHC¯QH;>AB;OSVGeC6MJE{C6KfSU;�kDC6`��X¦f~¯��WHC7;>9HCN^¡Ra?B`>;�S:�DY9��� � � � � � ���¾Y*=@C6?B9HM[SJWa?�S�E{ID;>9oS��U�T�a¢°SUWXCKNID9HKl?lkBC7K WH?B9HADC¯;O9�SUWHC¯QH;OGJCNKNSU;OID9�IB\�KNITQHC7�B¦w;>MV?qSVSUWHC©RXEHEsCNG�IB\«SUWHC©QX;>AD;�Sl~y|}?BMeC6Q

Page 167: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸ � ¸

k = 1

k = 0k = 2 noyes y > y ?

How many pairs pairs of structurepoint S and ] :

**

digit 3digit 7 (having a crossed line at thevertical part of 7)

* digit 2 (having no lowerleft hole)

* digit 2 (having lowerleft hole)

* digit 7 (having no crossed line at the vertical part of 7

****

digit 0

digit 6 (having lowerdigit 6digit 1

left hole)* numeral 6 (having no

upper left hole)* digit 8 (having both

upper left hole andlower left hole)digit 8 (having lower*left hole)

*

*

*

digit 4 (having no upperleft hole)digit 4 (having upperleft hole)digit 5

left hole)digit 9 (having upperleft hole)

*

digit 9 (having no upper*

mlsef7

�j;OADRHGJC7�L~O¸'Á 1F��WHC��aI ³ QH;>?BADGU?�=�IB\bMJWa?BE{C7GJC6KNIDAD9H;�SU;OID9<IB\}Wa?�9HQ ³ GJ;�SJSJC69·QX;>AD;�SUM ³ ;OSJW�IB9HCMJCNAD=7C69oSl~ID9¶?B`O`.E{IDMJMe;>cH`OC7GeC6KNIDAD9H;�SU;>IB92GJRH`OC6My?B9HQ<SUWHC7?Bc{I'kDC7EHGJILK6CNMJMe;>9HAPEHGJILK6CNQHRHGeC6M6Y�ADC69XC6GU?�`Wa?�9HQ ³ GJ;�SJSJC69%QH;>AB;OSUMV¢ ³ ;OSJW�IB9HCVMJCNAD=@CN9oS¾¦�Kl?B9%c{CyGeC6KNIDAD9H;�66C6Q�~

� $ � ��/7)23�9l1 <.56/7)�²9HC ³ ?B9HQ@CN¬7K6;OC69oSb=7CNSJWHILQ@IB\sGJCNK6ID9XMeSUGeRHKNSJ;>9HA�?B9HQ@GJC6KNIDAD9H;�66;O9HA�cHGJID¼�C69@Wa?B9HQ ³ Ge;OS��SJC69¥QH;>AB;OSUMFWa?BM¯c{C6CN9�QXCNkDCN`>IDE{C6Q�~ ��WHC,EHGeC6EHGeITKNC6MJMe;>9HA�?B`OADIDGJ;�SUWH=7MyKl?B9�c{C,RHMJCNQ�SJI_a`O`�?B9HQ¤Me=@ILIBSJW@MeID=@CwMJEHRXGJ;>IBRHM±WXID`>CNMb?B9XQ¤MJEa?�K6C6MNYa?B9HQ7SUIF=¨?B¼�CwSJWHC�=7IDGJEXWHID`>IBAD;>K6?B`M�SUGJRXKNSURXGU?B`�?B9a?B`��TMe;>M�IB\*cHGeID¼BCN9,QH;>AD;�SUM�EsIBMJMJ;OcH`>C�~.��`O`�?�`>ADIDGe;OSJWH=@M�I�\*EHGJCNMJC6`OC6KfSU;>9XA©cHGJIq�¼�C69 E{ID;>9oSJM�?B9XQ K6IDGeGJCNKNSU;O9HA�MeID=7C@EHGeC6MeC6`>CNKNSJC6Q�cHGeID¼BCN9�EsID;O9oSUMF?BGJC@QHC6MeK6GJ;OcsCNQ­~ � RXG

Page 168: Processing and recognition of document and GIS images

������������� ����������-,"� )(��������� �����K����F��� �-��#+� ��, ¸ � n

9HC ³ =@CfSUWHILQ¤;>M±=@IBGJC®CN¬7K6;OC69oS4csCNKl?BRXMJCV;OS±9HIBSbID9H`��@RXMJC6M�MeID=7Cw\°Cl?qSURHGeC6M�MJRXK W%?BM}ADC¾�ID=7CNSJGe��?�9HQ@M�SUGeID¼BCwCfªLSUCN9HMJ;OID9¨;O9X\°IDGJ=@?�SJ;>ID9­Y�cHRXSb?B`>MeI�RHMJCNMb=7IDGJEHWXID`>IDAB;>Kl?�`TM�SUGJRXKNSURXGJC?B9XQ¤MJ¼�C6`>CfSUID9¨;>9X\°IDGe=¨?qSU;>IB97I�\ZcHGJIB¼BC69%QH;OAD;OSJM6~���WHC6GeCN\°IDGeCBYXc{IBSJW¤MJ=@?B`>`{?B9XQ¤`§?BGeADC�SUGeRHCAo?�EHM[IB\«cHGeID¼BCN9<QH;>AD;�SUM�?BGJC©`O;>9H¼�C6Q­Y�?B9HQ�SJWHC¯9HIDGe=¨?B`½Ao?BEXM[IB\«cHGeID¼BCN9¶QX;>AD;�SUM[?�GJC©9HI�Sca?�MJC6Q%ID9,IBRHG�=@CfSUWHILQ­~.��WXC6MJCy9HC ³ `O�¤QXCNkDCN`>IDE{C6QP?B`OADIDGe;OSUWX=@M�IB\½MeSJGJRHKfSURHGJ?B`Z?B9a?�`O�LMJ;OM?BGeCV;>9ok�?BGJ;>?B9oS}SUI7cHGeID¼BCN9�QH;OAD;OS}MJ;86NCBYacHRTSw9XIBS4GJIBSU?�SU;OID9,;>9,k�?BGe;§?B9oSl~��9HC ³ ?B9HQ2Cf¬7K6;>CN9oSV=@CfSUWHILQ�Wa?�M[csCNC692QHCfkDCN`>IDE{C6Q�SJI¤GJCNK6IDAD9X;866C�Wa?B9HQ ³ Ge;OSeSUC69�QH;>A��;�SUM6YacH?BMJCNQ�ID9%SUWHCy=7IDGJEHWXID`>IDAB;>Kl?�`�?B9XQ�M�SUGJRXKNSURXGU?B`½?B9a?�`O�LMJ;OM®I�\jSUWXCFQH;OAD;OSJM6~�|}?BMeC6Q�ID9SJWHC¤?BG�SU;�_aK6;>?B`«MeSUGeRHKNSJRHGJC¨Ea?�SJSJC6Ge9HM%¢£MeC6C,��;>AH~��T~s!¡¦fY�SUWHC@K6IDGeGJC6MeEsIB9HQH;>9XA2MU?B=7EH`>CNMFK6?B9c{C�\°IDRH9XQ�\°GJID= SUWHC©SJGU?B;O9H;>9XA¨MJCfSl~y8:9<IDGJQHCNG�SUI,MeCNS�RHE<?�`>`½MeSUGeRHKNSJRHGU?�`.Ea?�SeSUC6Ge9HM6Y½nL¸��MJ?B=@EX`>C©;O=¨?BABC6MV?BGeC�MJC6`OC6KfSUC6Q¶\°GJID=�SUWHC¯SJGU?B;O9H;>9HA¨MJCNS¨¢¹¸D¸DY Á z � QH;>AB;OSUM�IB\��T� z ¦�ca?BMeC6QID9,SJWHCy?BGeSJ;O_aKN;§?B`sMeSUGeRHKNSJRHGJCyEa?�SeSUCNGJ9HMN~±�w`>`­GeC6`>Cfk�?B9oS4GJRH`OC6M®?BGJC�KNID9HMeSJGJRHKfSUCNQ�ca?BMeC6Q�ID9SJWHC6MeCFEa?qSJSUCNGJ9HMN~}�!SUIBSU?B`ZIB\g!onTYºÁ � m¯QH;>AD;�SUM�IB\��X� z ;>M�SUWHC�SUCNMeSwMJCfSl~��aIDG�SUWXCySJGU?B;O9H;>9HAQa?qS ?�MJCNS6Y{?7GeC6K6IBAD9H;OSJ;>ID9%GJ?�SUCyIB\ � mX~ n � � ³ ;�SUW �X~ n � � MJRHcXMeSU;�SURXSJ;>ID9P?B9XQ·¸D~ � � GeC¹deC6K¾�SJ;>ID9 WH?BM¯csCNC69�?BK WH;OCNkBC6Q­~·��IBGFSUWXC¤SUC6M�S�Qa?�SU?�MJCNS6Y�SUWHC,GeC6K6IBAD9H;OSJ;>ID9·GU?�SJC¤;>M � �T~ºm � YMeRHcHMeSJ;OSJRXSU;OID9<;>M �X~ �D� � ?�9HQ�GeC¹deCNKNSU;OID9<;>M¯¸D~º� � ~78»\±SJWHC@=7CNSJWHILQÀgi��� � Á�prY*MeSUGeRHKNSJRHGU?�`EHGe;>=7;OSJ;OkDC�CfªLSUGJ?BKNSJ;>ID9 ?B9HQ�K6ILQH;O9HAHY�;OM,RHMJCNQ­Y[SUWXC¶GeC6KNIDAD9H;�SU;>IB9�GJ?�SUC2;OM � �T~ mDÁ � \°IBG¸��TYºm � nPWa?B9XQ ³ GJ;�SJSUCN9�QH;>AB;OSUMyCfªLSJGU?BKfSUC6Q�\°GeID= �T� z ³ WHC6GeC¤SUWHC¨cHGJID¼�C69�Wa?�9HQ ³ GJ;�SJSJC69QH;OAD;OSJM.?B9XQ7WH?B9HQ ³ Ge;OSJSJC69�QH;OAD;OSJM ³ ;OSJW¯MJEHRHGe;>IDRXM�MJC6AB=@CN9¡SJM�?BGJC�9HI�S«EHGJILK6CNMJMJCNQ¤?B9XQ7GeC6K¾�IDAB9H;86NC6Q­~��w`>MJIXY{;�\jSJWHC�=7CNSJWHITQ g��­�F� � � � prY{?BQa?BETSU;OkBCf�»MJRHcHMeEa?BKNC©MJCN`O\§�:IBGJAo?B9X;866;O9HA¯=@?BE¢°�V�H� � x�¦¾Y�SJWHC�GeC6KNIDAD9H;�SU;>IB9ÀGU?qSUCP;>M � � � \°IDG�¸��XY � � �¶QX;>AD;�SUM7CfªLSUGJ?BKNSJC6Q�\°GJIB= �X� z³ WHCNGJC�MJID=7C�cHGeID¼BCN9�Wa?B9XQ ³ GJ;�SJSUCN9�QH;OAD;OSJM@?�9HQ�Wa?B9XQ ³ GJ;�SJSUCN9ÀQH;OAD;OSJM ³ ;OSUW MJEHRXGJ;>IBRHMMeC6AD=7C69oSUM4?�GJC[9HI�S4EHGJILK6CNMJMJCNQ�?�9HQ,GJCNK6IDAD9X;866CNQ­~ � RHG}=7CNSUWXITQ,;OM}CN¬7K6;OC69oS®?B9HQ,GeIDcHRHM�Sc{C6K6?BRHMJCF=@IBGJEHWHIB`>IDAD;OKl?B`sMeSJGJRHKfSURHGeC©;>M4RHMeC6Q­~®�aIDG®CfªX?B=7EH`>C�Y{=7IDM�SwI�\�QH;>AB;OS z KNID9HMe;>MeSJMIB\«S ³ I�EH?B;>GeMVIB\�MeSUGeRHKNSJRHGU?�`�EsID;O9oSUMP�U�T�P?B9XQµ�¹p>��¢£KNID9HK6?'kBC@K WH?B9HADC�;>9�SJWHC�QH;>GeC6KfSU;>IB9IB\«K WH?B;>92KNITQHC¯�D¦f~V��WHCNGJCf\°IDGJC�YZIDRHG[=7CNSJWHITQ�YsSUWXC©GJCNK6IDAD9X;OSU;OID9�ca?�MJC6Q<=7IDGJEXWHID`>IBAD;>K6?B`M�SUGJRXKNSURXGJC6MNYH;>M±GJIDcXRHMeS6~���`>MeIHYXc{IBSJW¤MJEHRXGJ;>IBRHM�?B9HQ¨cHGJID¼�C69%Ea?�SeSUCNGJ9HM}I�\ZSUWHCwWa?B9HQ ³ Ge;OS��SJC692QH;OAD;OSJM[?BGeC¯K6ID9HMe;>QHCNGJCNQ¶;O92IDRHG[=7CNSJWHILQ­Y­cHRXS�I�SUWHCNGV=@CfSUWHILQHM�gi��� � m�prYµg �±?B9 � !Bp�Yg �­� � � � � p�Y�g � �X|�� �on�p�Y·gu�&� � Áqp�Y·g��­�F� � � � p­QH;>Q%9HIBS®QH;OMJKNRHMJM�SUWXC6MJCyEHGeIDcH`>CN=@MN~

Page 169: Processing and recognition of document and GIS images

� � ��� ����

���� � ����������� ��� � � ��������� ��������� ���

� � ����� !#" � �$��%

&('*) +-,/.1012(3#4#56.8792:,

;=<?>A@CBD@FEHGJILKM@CKON�BD<9P?ILQLKRGSEHGJILKTICUVP?ILWXILBYGXZ[@CQL<?\]@CB^<[_C<9B^`TNRGJa:P?bRWJEcEd@C\^ef\?gihjI*kl<m_L<?B9nGJKoZ[@CKp`qP9@C\D<?\9nr<9@CPds#ILtfu^<?P?EvGJZw@FQL<xZw@CGJKRWJ`/P9ILKR\^GX\yEH\zIFU{ILKR<|P?ILWXICB9gV}~WXIFEzICU8<m�O@CZ��>RWJ<9\cP�@CK�t�<wU�ILbRKON�GXKMNRIfP9bOZ[<?K�E]GXZ[@CQL<9\w��>�IL\yE]<9Kp_C<9WXIC>�<?\9n�Zw@CGJWX\?n�>�IL\^ED<9B^\9n1U�@��=<9\?nPdsR<?��bR<9\?n�<?EHPFg�� @CKRN��x�y;�GXZ[@CQL<?\(��Z[@C>R\?nlQL<?ILQLBH@F>RsRGXP�GJZw@FQL<9\?n�P?WXILbRN�@FEDW�@C\?n�<mEHPFg���g� ICBD<(@CKRN�Z:ILBD<wGXZ[@CQL<9\]@CBD</bO\D<9N�GXK�hV� �o� NRIfP9bOZ[<?K�ED\:@CKRN�NA@FEH@CtA@C\^<9\9gM�1��<9P��EDGJ_L<:GXZ[@CQL<�GJKOU�ILB^Zw@FEDGXILK#B^<?EDBDGX<m_F@CW1ILK�EDsR<[����� @CKRNMNA@�Ed@CtA@F\D<9\c@CB^<[B^<9��bRGXB^<9NTEDIWJI=P9@FEH< B^<9WJ<?_F@CKpEVGXZ[@CQL<9\?g � IL\yEzICU�P9bOBDBD<?KpE @C>O>RBDIp@FPdsR<9\j@CBD<vED<m�fEztR@C\D<?Nrn¡P9ILWJILB�tA@C\^<9NILBvED<m�fEHbRB^<[tR@C\D<?N ¢ � bA£L£F¤¥n�¢ �q¦ hj§�¨L¨F¤¥gw��sR<?BD<:GX\xWXGSEDEDWX<]B^<9\D<9@CBDPdsTILKT\^sA@C>�<[tA@F\D<9N©g��sRGJ\ªPdsA@C>=EH<9Bl>RBD<?\D<9KpED\j@]Z:<?EDsRIfN/ICU-\DsR@C>�<vB^<9P?ILQLKRGSEHGXICK[k6sRGJPds�P�@CK(t�< bR\D<?N�U�ILBlGJZ«�@CQC<vBD<?EDBDGJ<?_F@CW¬n=\D<?>A@CBH@�EHGXICKq@FKRN(BD<9P?ILQLKRGSEHGJILK�ICU�NRI=P?bRZ:<9KpEV@CKRNo�x�y;/GJZw@CQC<9\9g8­®GXB^\^EHWS`LnP?ILWXILB�\^<9>A@FBH@FEDGXILK(ICU®P9ILWJILB�GXZ[@CQL<?\�GX\�GXKpEDBDIfNRbRP9<?Nrgl;=<9P?ILKRNRWS`LnAEHsR<YNR<?P9GX\^GXILK¯@CKONqP?W�@C\°�\^GJ±AP9@FEHGJILK/ICU-ILt�u^<9P?E6GJZw@FQL<9\�ICU²NRI=P?bRZ:<9KpEV@CKRN¯�v�y;wGXZ[@CQL<?\ª@CB^< Zw@FNR< tA@C\^<9N(ILK/EDsR<NR<?\DP?BDGX>=EHGXICKiIFUl\^sA@C>�<:\yEHB^bRP?EDbRBD<?\9n®>OBDGXICB e�KRI*k6WX<9NOQL<w@FKRN�P?ILWXICB GXKOU�ICBDZ[@FEHGJILKrn�k6sOGXPds@CB^<]@C\^\DIfP9GX@FEH<?Nqk6GJEDs³<�@FPds#ICEHsR<?B9gj��sRGXB^NRWJ`Cn�ILKO<]@C>R>OWXGXP9@FEHGJILK¯<m�O@CZ:>RWX<YICU��v�y;¯GX\jGXK=�EDBDIfNRbRP9<?Nrg{­®GJKA@CWXWS`Ln�@|P?ILKRP?WXbR\^GXILK/GJ\lQLGS_L<?Krg1��sR<vNRGX@CQLBH@FZ�ICU->RBDIfP9<?\D\^GXKRQ�GJ\l\DsOI´k6K�GJK

µ´¶C·

Page 170: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ*¶/.

­®GJQRg10=g µ k6sR<9B^<YEDsR<YeC<?`¯e�KRI*k6WX<?NRQL<Fn�P?ILWXICB6@CKRN¯\DsA@C>�<YICU®ICtfu^<9PmEzGJZw@CQC<9\6@CB^<Ye�KRI*k6K@C\�>OBDGXICB�GXKOU�ILB^Zw@�EHGXICKrg

of object imagescolour separation

structural pointsextraction of

recognitionshapepatterns andmorphological Preprocessing

binaryimages

1. Contour

2. Contour smoothfollowing

following

Linearization and seriesof description features

Output found

2. The curvature angle

1. Linearization

3. The bend angle oflinearized lines

of linearized lines

and main colour and shape Prior information: key text,

of object image

Input color images (document GIS images)

3. Filling

object images

­®GJQLbRBD<+0Og µ32 ��sR<#>RBDIfP9<?\D\^GXKRQ�NRGX@CQLBD@CZ ICUY\D<?>A@CBH@�EHGXICK�@CKRN�B^<9P9ICQLKRGJEDGXILK�ICUxP9ICWXILB[ILtfu^<9PmEGXZ[@CQL<?\9g

&('54 6 28792:0 7:9 ;=<8> ?@>BAC;|0�;Y.1792:,EDF>�G(.10H;]5�.1792:, 2JI 3C>�K?85V0{7:Ao.17?2[, I3>�;Y.14#0H>B?L;],#3 ?�MC;NAO> 0�> 5V2J<:,#7?.17?2[,

� K³ICBDNR<?BjEHI[BD<mEHBDGJ<?_C<|BD<?��bRGXB^<9N#GXK=U�ILBDZ[@FEHGJILK/U�BDICZ$k�<9tO\DGJED<9\v@FKRN³NA@FEH@CtA@C\^<Cn�kl<csA@�_L<EDI|bR\^<v@CWXW¡>�IL\D\^GXtRWJ<zGJKOU�ILBDZ[@FEDGXILK«\DbOPds(@C\�ED<m�fE�nRP?ILWXICBl@CKON/GXZ[@CQL<6\DsR@C>�<jEHI]P?ILKR\^EDBDbRPmE@ \^>�<?P9G�@FWO\D<mE�GXK«@ NA@FEH@CtA@C\^<�ILB®k�<9tR\^GJED<9\9g{­AILB®<m�O@CZ:>RWX<FnLGJU¡EHsO<�\D<?E{GJ\!P*QAI*k�<9B{GXZ[@CQL<SRRnEDsR<VU�ICWXWXI*k6GJKRQv>RBDIfP9<?NRbRB^<9\l\^sRILbRWJN[t�<VNRILKR< 2 �¥@p�{@CWJW�QAI*kl<?BlGJZw@CQC<9\{@CB^<jP?ILWXWJ<9P?ED<9NUT©��tA�EDsR<«\DsA@C>�<«ICU�QAI*kl<?BcGJ\vBD<9P?ILQLKRGWV9<?NUTª��P*� NR<mEH<9B^Z[GJKR<]k6sRGJPds�ILKO<«EDsR<XQAI*kl<?BcGJ\vtA@C\^<9N

Page 171: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ*¶L¶

ILKoGJEH\z\DsA@C>�<Cn©P9ILWJILB @CKONoEH<��=E9gx}zWX\^IRn©GSE GJ\z>�IL\D\^GXtRWJ<|EHsA@�EzEHsO<]\H@CZ:<]\^sA@C>�<]BD<mU�<9BD\ EDINRGS�©<?BD<?K�E�ILtfu^<?P?ElGXK:NRGJ��<9B^<9KpEltR@CPde�QLBDILbOKRN/k6sRGXPds[GX\�NR<9\^P9B^GXt�<9N/tp`«EH<��=ElP9ILKpED<9KpEH\�@FKRNP?ILWXILB?gi­¡ICB]<m�O@CZ:>RWX<Fn1EHsR<�\D@CZ[>OWX</GJZw@CQC<9\|GJK�­®GXQOg@0Og��R���L�cP9ICbRWXN�t�</BD<?P9ILQLKOG V9<?N�@C\� KRNOIF����@CP9GS±APw\yEd@CB(��\^EH@CB^±A\^s¡�cGJKTEHsR<wZw@CB^GXKR<:<9Kp_fGXB^ILKRZ:<9KpE�ILB|@³\^EH@CB|GJK�@o>A@CGJKpEHGXKOQ<mEHPCgSg

­®GJQLbRB^<B0Og�� 2 ­®GJ_C<x\H@CZ:>RWX<zP9ILWJILB�GXZ[@CQL<?\ªICU®@�k�<9tqNRIfP9bRZ:<9KpEVNA@FEH@CtA@C\^<c@FKRN³�v�y;�g� µ � ���L� � · � � . � � ¶ �

­AILbRB!QAI*k�<9B|GJZw@FQL<9\c@CBD<:\DsOI´k6K�GJKM­®GJQL\9g 0=g��R� µ � . �vk6sRGJPds�@CB^<[<��=EDBH@CPmEH<?NMU�BDILZ k�<9tNRIfP9bOZ[<?K�E«NR@FEd@CtR@C\D<Fnª@CKRN�ILKO<o�v�y;MGXZ[@CQL</GJ\�\DsRI*k6K�GXK�­®GJQRg�0Og��R� ¶ �ck6sRGXPds�GJ\�<m���EDBH@CPmEH<9N(U�BDICZ @�P9WJILbRN(GXZ[@CQL<Fg

����� � ����������� �����������! "���#�%$#����&('"���)�+*,��&.-/��� �0�1�#�+*32"-4$#����&

� K³Z:IL\yEzICU{P9@C\D<?\9nrGSEzGJ\z>�IL\D\^GXtRWJ<YEDsA@FEjEHsR<cILtfu^<9PmEvGXZ[@CQL<?\jP9@CK³t�<|B^<9>RB^<9\D<?KpEH<9N k6GJEDs@wWJGXZ:GJED<9N¯KfbOZ]t�<?BvICU�P9ILWJILBD\�¢5��}v;O¨6�´¤¬n ¢7��;=} ¨L¨�¤¬gc�1\D>�<9P9GX@CWXWS`Ln�GXK#Z[@CKp`oP9@C\D<?\9nrEDsR<ILt�u^<9P?E|GXZ[@CQL<?\YP9@CKTt�<:P9ILKR\yEHB^bRP?ED<9N�tp`iILKR<wP?ILWXICB9g�­AILBY<m�O@CZ:>RWX<Fn²k�</P9@CKT\D@*` EDsR<tRWJbR<³\^e�`CnVEDsR<³k6sRGSEH<³P?WXILbRN©n6EDsR<³`L<?WXWJI´k�WJGXWJ` QRI´k�<9B?njEDsR<³\DGJWJ_C<9B/>RWX@CKrn�EHsO<³BD<?N ICBQLICWXN \DbRKM@CKRNT\^I³ILKrg���sR@FE|Z:<�@FKR\YEDsR<wICtfu^<9PmE|GJZw@CQC<:P?ILbRWJN�P?ILKR\DGJ\^ED\|ICU�ICKRWJ`#ICKR<P?ILWXILB?g hVI*kl<m_L<9B?njEDsR<oEHB^bR<qE `f>�<#P9ILWJILB:GXZ[@CQL<9\:P9ICKR\DGJ\^E/IFUxZ[ILB^<qEDsA@CK µ98 Z[GJWXWXGJILKNRGS�©<?BD<?K�E¯P?ILWXILB^\�GXK @:� . tRGJE�U�bRWJW<;��3=�P?ILWXICB�\D>A@CP?<Cg � K ILB^NR<9B�EDI�\^<9>A@CBD@FEH<#EDsR<ILt�u^<9P?E GXZ[@CQL<xk6sRGXPds#P?ILKR\DGJ\^ED\ ICU{ILKR<|P9ILWJILB9n�GJEjGX\jKR<9P?<9\D\D@CB^`oEHI/B^<9NRbRP?<]EHsR<|KfbOZ]t�<?BICUlP9ILWJILBD\�¢7��} ;O¨6��¤¥nª¢7��;=} ¨C¨F¤¬nl¢ � ;V£6>�¤¥n�¢ �@?3Aª£ . ¤¥nª¢7Bj}z£ . ¤¥gDC KR<wZ:<?EDsRI=N�ICU�P?ILWXILB

Page 172: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ*¶ 8

B^<9NRbRPmEHGJILK�¢5��}v;O¨6�´¤¬nc¢7��;f} ¨L¨F¤¥n GJ\�bR\D<?Nrn k6sRGXPds GX\�Z]bOWJEHG � EDsRBD<?\DsRILWJNRGXKOQ���@CNA@C>OEDGJ_C<P?ILWXILBYBD<?NRbRPmEHGXICK¡�Yk6GJEDs�; Cv­ � KR<?bRBH@FWªKR<?E k�ILB^e�gi��sR< ;��3=~P?ILWXILBcP9ILZ:>�ILKR<9KpED\]ICU<9@CPdsM>RG �O<?W�@CBD<:P9ILKO\DGXNO<9BD<?N�@C\xEHsR<:±ABD\yE|EDsRBD<?<[U�<�@�EHbRB^<9\9g(��sR<[<9KpEHGJBD<«U�<�@FEDbRBD<:\D<mE]GJ\P?ILZ[>OWX<?ED<9N¯tp`o@FNRNRGJEDGXILKR@CWr\D>R@FEHGX@CWrU�<�@FEDbRBD<?\Vk6sOGXPds#@CB^<x<m�fEHBD@CP?ED<9N³U�BDICZ KR<9GJQLs�t�ICBDGXKOQ>RG �=<9WX\?g ��sR<9\^<(U�<9@FEHbOBD<9\«@FBD<�@C\^\DIfP9GX@FEH<?NMk6GJEHs�>R@CB^EDG�@CW�GXZ[@CQL<:PdsA@CBD@CP?ED<9BDGJ\^EDGXP9\?n{\DbRPds@C\jZ[GJKrn¡Zw@´�©n�<9KpEHB^IL>p`q_F@CWJbR<Cn�<?EDPCgSgz� Ex@CWJWXI*k6\6EHsR<cbR\D<]IFU�@wNRGJ��<9B^<9KpEzU�<9@FEHbOBD<]\^<?E GJK<9@CPdsTWJ<?_L<?W�IFUlEHsO<:EDBD<9<Fg���sR</@FNA@C>OEDGJ_L<:P9WJbR\^ED<9B^GXKRQ¯\DPdsR<?Z[<[sA@C\xEHsR<:U�ILBDZ�ICU6@�EHBD<?<k6GSEHs�WX<m_L<?WX\�@CKON�KRI=NO<9\9g�� K�<�@CPds�KRIfNR</ICU6EDsR</EHB^<9<Cn1EDsR<wU�<�@�EHbRB^<�\D<?ED\]U�<9<?N�@³\^<9WSU��ILB^Qp@CKRGWV9<?N ��� Azn�k6sRGXPds[P9ILKR\^GX\yEH\lIFU-@Y>OBDGXKOP9GX>R@CWAP9ILZ:>�ILKR<9KpEl@CKA@CWS`�V9<9Bz���0Al} ��@CKRNw@¦ ILsRICKR<9K�� \{\D<?WJU�� ICBDQp@CKOG V9<?N|U�<�@�EHbRB^<VZ[@C>¯�¥; Cv­ � �mgC��sR< ��Al}�GJ\1bR\D<?N:EDIYZ[@CKRGJ>RbRWX@FEH<EDsR<|P?I=ILB^NRGXKR@FEH<c@��=<9\zEDsA@FEjEHsR<cNA@FEd@:U�@CWXW�ILK©gz��sR<�@´�O<?\v@CB^<|bRKRP?ILBDB^<9WX@FEH<?N#@CKRNoEDsR<?`B^<9>RB^<9\D<?KpEoEHsO<�Z[@��=GXZ]bOZ _F@CBDGX@CtRGJWXGJE `�EDsA@FE¯I=P?P9bRB^\qGJK�EHsR<i>RBDIfP9<?\D\^<9N NA@�Ed@Og ��sR<; Cv­ � GX\ªP?ILZ[>�<?EDGJEDGJ_L<?WJ`�EDBH@CGJKR<9N�@FP9P9ICBDNRGJKRQ|EHIcEHsR< ¦ ILsOILKR<9K�� \�WJ<�@CB^KRGXKRQ|@CWXQCILBDGSEHsRZ¯g}VU EH<9BVEHBD@CGXKRGJKRQRn¡EHsR<|ILbOEH>ObOE KR<?bRBDICKR\vICU�; Cv­ � NO<?±AKR<]EDsR<]>RB^IL>�<9BzU�<9@FEHbRB^<]P9WX@C\D\^<9\?g� <m�fE�n{<�@FPds�>RGS�=<9WlGX\|P?W�@C\^\DGS±A<9N�GJK�EDI³ILKR<wICUVP9W�@F\D\D<?\«@CKRN�B^<9\DbOZ[<?\]EHsR</P?ILWXICB|ICU�EDsR<P?W�@C\^\9g�� K¯EDsA@FE6kª@�`Cn�EDsR<xILBDGJQLGXKA@FW©GXZ[@CQL<vGJ\�P9ILKp_C<9B^ED<9N#GJK�EDI:@:KR<mk ILKR<FnAk6sRGXPds¯sA@C\j@WJGXZ:GJEH<?NoK�bRZ]t�<9BvIFUlP?ILWXILB^\9g =ª@C\D<?N�ICK³EHsR<:@Ct�I*_L<:@CWXQCILBDGSEHsRZ¯n�EDsR<�IL>OEDGXZ[@CW²KfbOZ]t�<?BICU6EDsRBD<?\DsRILWJNR\�ICUVP9ICWXILBcBD<9NObRP?EDGXILKrn���On{GJ\]<9\yEHGXZ[@FED<9Nrg =ª@C\^<9N�ILK���=n1EHsR<�P?ILWXICB|\D<mE��BD<9>OBD<9\^<9KpEH<?N³tp` ���r�lIFU®P?ILWXILB�B^<9NRbOP?EHGJILK(P�@CK¯t�<xU�ICbRKRN 2

��� �������*�D¢��C¨����=¨����¨F¤������ �!�"����#�R¢$��&% µ ¤'���©¢(��)% µ ¤*���¢$���+% µ ¤ �, � 0Og µ �

k6sR<?BD<-��´�^¢$��.����/.0��.¥¤��®GX\®EDsR<�.¥EDs:P?ILWXICB8@FU ED<9B1BD<?NRbRP?GXKRQ EDsR<�K�bRZ]t�<9B1ICU�P9ICWXILB^\8GXK«@CK«GJZ«�@CQC<Cg�­¡ICBr<m�O@CZ:>RWX<Fn*EHsR<{K�bRZ]t�<9B-ICUfP9ICWXILB^\�ICUOGJZw@FQL<9\rGJKY­®GXQL\?g:0Og��R� · � . ��@CKRNY­®GXQOg:0Og��R� µ �@CB^<jB^<9NRbOP9<9N©nR@CKRN[EHsR<j>RBDIfP9<?\D\D<?N�BD<?\DbRWSEH\�@CBD<j\DsRI*k6K/GJK/­®GJQL\9g 0Og · � µ �mn80Og . � µ �mnJ0Og 8 � µ �B^<9\D>�<9PmEHGS_L<9WS`Lg­AbRByEHsR<?BDZ:ILBD<FnC<�@FPds:WX@�`L<9B1GJZw@FQL< ��ILtfu^<?P?E{GXZ[@CQL<�sA@�_fGXKRQvICKR<�P9ILWJILBd��P�@FK:t�<ªQLIFE1tA@C\^<9NILK(B^<9NRbRPmEHGJILK(P9ILWJILBD\?g � <?E21��'��*¢�.¥¤��ªGX\ªEHsO<vW�@�`L<?B�GXZ[@CQL<zk6sRGJPds(GX\ªU�ILbRKON¯tR@C\D<?NqILK�EDsR<��´¢�.¥¤SEHs�P9ICWXILB?n6k6sO<9BD<#EDsR<#tA@CPde�QLB^ILbRKRN P9ILWJILB/GJ\/\DbR>O>�IL\^<9N�EHI�t�<³EHsR<³k6sRGSEH<#P?ILWXILBGJK QL<?KR<9BD@CWYP�@C\^<9\9g�;=bR>O>�IL\^< =v��B9n QRn t¡�¯GJ\¯EDsR<�tR@CPde�QLBDILbOKRN P9ILWJILB9n @CKRN =v��B9n QRn t¡���

Page 173: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ*¶ >

­®GXQLbOBD<!0Og ·�2 ��sR<YP9ILWJILBªB^<9NRbRPmEHGJILKo@FKRN(W�@�`L<?BVGJZw@FQL<9\ªIFU�EDsR<xGXZ[@CQL< GJKq­�GXQRg�0Og��O� · ��g� µ � ���L� � · � � . �

=v��� ¶L¶ n�� ¶L¶ n�� ¶C¶ �mg-� UREDsR<lILt�u^<9P?E8GXZ[@CQL<{P9ILKO\DGX\yEH\�ICUAEHsR<�k6sRGJED<�P?ILWXICB�tA@F\D<9N�ICK|>RB^GXILB²GXK=�U�ILB^Zw@�EHGXICK���ED<m�fE�n´P?ILWXILB©<?EHPFg���n�EDsR<1tA@CPde�QLB^ILbRKRNYP9ICWXILB�GX\rEHsO<1tRW�@CPdejP9ILWJILB = ��B9n QRn t¡���<=v��¨On ¨On ¨L�mg=ª@F\D<9N¯ILK�EHsO<c@Ft�I*_L<c@CWJQLILBDGSEHsRZ¯npEHsR<x\^<?EjICU�EDsR<xW�@�`L<?B�GXZ[@CQL<?\Y� 1 � � �ªGX\ 2

1�� � �

��������������������������� ��������������������������

1 � ��� ¢ ¨F¤ 1��L¢�� ��� ��H¤ � ��´¢��C¨����=¨����¨F¤���1 � � � ¢$.�¤ 1��L¢�� ��� ��H¤ � ��´¢�� .0���/.���.�¤���1 � � � ¢(��&% µ ¤ 1��L¢��O¢(��&% µ ¤'���©¢(��)% µ ¤*� �F¢$��&% µ ¤S¤

� ���*¢$�O¢(��&% µ ¤'���©¢$��� % µ ¤*� �F¢$��&% µ ¤S¤

� 0Og��C�

­AILB:EHsR<³GJZw@FQL<9\[GXK�­®GJQL\9g-0Og · � µ �mn 0Og . � µ ��n 0=g ¶ n 0Og 8 � µ �mnªEHsO<9GXBwW�@�`L<?B/GXZ[@CQL<?\/@CB^<\^sRI*k6K[GJK[­�GXQL\?g 0Og · � �´� . �mn=0Og . � �*� ¶ ��n=0=g ¶ nN0Og 8 � �´��>L��B^<9\D>�<9PmEHGS_L<9WS`«tA@C\^<9N:ILK:EDsR<V@Ct�I´_C<@CWJQLILB^GJEHsOZqg

Page 174: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ*¶ 0

� µ � ���L� � · � � . � � ¶ �­®GXQLbOBD<!0Og .12 ��sR<YP9ILWJILBªB^<9NRbRPmEHGJILKo@FKRN(W�@�`L<?BVGJZw@FQL<9\ªIFU�EDsR<xGXZ[@CQL< GJKq­�GXQRg�0Og��O� . ��g

� µ � ���L� � · � � . � � ¶ �­®GXQLbOBD<!0Og ¶ 2 ��sR<YP9ILWJILBªB^<9NRbRPmEHGJILKo@FKRN(W�@�`L<?BVGJZw@FQL<9\ªIFU�EDsR<xGXZ[@CQL< GJKq­�GXQRg�0Og��O� µ ��g

����� ���"� � �#�+-/����&<� $#����& '"�����+* ��& � �0� ��"�����0����-/� � � $�� 2"-��

$ 2"�#�

}jWXW²W�@�`L<?BvGXZ[@CQL<9\jP�@CK#t�<]EHBD@CKR\yU�ILBDZ:<9N³GJKpEHI�tRGJKA@CB^`qGXZ[@CQL<?\ztA@F\D<9N ILK³EDsR<]E k�I¯P?ILWS�ILB^\�ICUYILtfu^<?P?Eq@CKRN�tA@CPde�QLB^ILbRKRN©g ­AILBw<m�O@CZ:>RWX<FnjGSU|@M`C<9WXWJI*k QAI*k�<9B(KR<?<9NR\(EHI�t�<B^<?EHB^GX<m_L<9NTILB|P?W�@C\^\DGJ±R<9Nrn®EDsR<wtOGXKA@CBy` GXZ[@CQL<«GX\YU�ILbRKRN�U�BDILZ EDsR<w`L<?WXWJI´k W�@�`L<?B|GXZ[@CQL<GJK�­�GXQRg 0Og · � · ��g�� EH\xtRGXKR@CB^`#GJZw@FQL<]GX\v\^sRI*k6KTGJK�­�GXQRg 0=g £A� µ �mg:;fGXZ:GXW�@FBDWJ`Cn�EDsR<«tRGXKR@CB^`GJZw@CQC<zGXK/­®GXQRg�0Og µ ¨A� µ ��GX\ªU�ICbRKRN/U�BDICZ EHsO<vBD<9N(WX@*`C<9B�GJZw@CQC<zGXK(­�GXQRg 0Og · � ¶ ��g1� K(Zw@CKp`P9@C\D<?\9n�EDsR<9B^<w@FBD<«\DILZ:<«\DZ[@CWXW®Qp@C>R\?n�\^>RbRBDGJILbR\YsRILWJ<9\Y@CKRNiP9ILKOP�@�_L</\^>RbRB^\cGJKiEDsR<«<m���EDBH@CPmEH<9N�tOGXKA@CBy`:GXZ[@CQL<9\?g1­AILBl<��O@CZ[>OWX<CnfEHsR<m`/P9@CK�t�<jU�ILbRKRN�GJKwEHsR<z<m�fEHBD@CP?ED<9N(tRGXKR@CB^`GJZw@CQC<vICU®EDsR<YE `f>RsOI=ILKqGXZ[@CQL<vk6sRGJPdsoGX\6\^sRI*k6K³GXKq­®GXQOg 0Og 8 � >L��nRk6sRGXPdso@CBD<Y\DsRI*k6K³GJK­®GJQRg 0Og�>O� µ ��g8��sR<9B^<?U�ILB^<CnAGSEªGX\lKR<9P?<9\D\D@CB^`�EDI]±AWXW�@CKRN(tRB^GXNRQC<zEHsR<?Z�tA@F\D<9N(ILK(@]\^GXZ:>RWX<

Page 175: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ*¶ £

� µ � ���L� � · �

� . � � ¶ � � 8 � � >C�­®GXQLbOBD<!0Og 8�2 ��sR<YP9ILWJILBªB^<9NRbRPmEHGJILKo@FKRN(W�@�`L<?BVGJZw@FQL<9\ªIFU�EDsR<xGXZ[@CQL< GJKq­�GXQRg�0Og��O� ¶ ��g

±AWJWXGJKRQ]Z:<?EHsOI=NrnO>RGS�=<9W � tA@F\D<9N�±AWJWXGJKRQ 2��sR<x>RG �=<9WS� tA@C\^<9N�±AWXWJGXKRQcZ[<mEHsRIfN(GX\ªNO<9\DGJQLKR<?N¯EDI«±RWXW©\^Zw@FWXW©sOILWX<?\6@CKRN(P9ILKOP�@�_L<Y\D>RbOBD\GJK/@|NRGJQLGJE9g®��sR<j±AWXWJGXKRQxIL>�<9BD@FEHGJILKwGJ\ltA@C\^<9N�ILK[EHsR<zU�ICbRB�>R@FEDED<9BDKO\ª\DsRI*k6K(GXKw­®GXQOg 0=g 0Onk6sR<?BD< PD¨/R�BD<9>OBD<9\^<9KpEH\vEDsR<�tA@CPde�QLB^ILbRKRN >RG �O<?W¬n"P µ R/BD<?>RBD<?\D<?K�ED\|@/PdsR@CBH@CPmEH<?B:��tRWX@CPde=�>RG �=<9W¬n�@CKRN P°� R/\^EH@CKRNR\zU�ICBVEDsR< P^NRICK�� EzP�@CB^<#R/>OGS�=<9W¥gj� U1EDsR<9B^<]GX\z@CKp`o>A@�EDEH<?BDK³GJKqEDsR<GJKR>RbOElGXZ[@CQL<Cn�EHsO<9K�EHsR<vtR@CPde�QLBDILbOKRN(>RGS�=<9W8�#PD¨/R���GX\�±AWXWJ<9Nwk6GSEHs P µ RRg1��sR<v>RB^I=P?<9NRbRB^<P9@CK[t�<VGJEH<?BH@FEDGJ_C<9WJ`]@C>R>RWJGX<?N:bOK�EDGXWAEHsO<9BD<j@CB^<VKOI|\DbOPdsw>A@FE^EH<?BDKR\�BD<9Z[@CGJKRGXKRQvGJK�EHsR<V>RBDI��P?<9\D\^<9NqGXZ[@CQL<Cg=ª@F\D<9NqILK(EHsR<|@Ct�I*_C<|@CWJQLILB^GJEHsOZqn=\D>RbRB^GXILbO\jsRICWX<9\?nAQp@C>R\j@CKRNq\D>RbOBD\zGJK�EHsR<Y<m�fEHBD@CP?ED<9NGJZw@CQC<zGXK¯­®GJQRg10=g�>R���L�lP�@FKqt�<x<?a:P9GJ<9KpEHWS`�BD<?NRbRP9<?Nrg� GJKR<6\D<?QLZ[<?KpE�n�P9bRBy_F@FEHbRB^<z@FKRQLWX<?\{@CKRN[t�<?KRNw@FKRQLWX<?\9nf@CKRN:P9ICK�_C<m�=GJE `[@CKON[P?ILKRP�@�_fGJE `ICU�EHsO<Vt�<9KONw@CKOQLWX<?\{@CBD<�bR\^<?U�bRWAEDIYNO<9\DP?BDGJt�<�EHsO<V\^sA@C>�<6ICU©tOGXKA@CBy`]GJZw@CQC<9\9g®�1\D>�<9P9GX@CWXWS`Ln\yEHBDbOP?EHbOBH@CW{>�ILGXKpEH\YICUlP9ILKpEHICbRBD\cZw@CeF<[B^<9P?ILQLKRGSEHGXICK�ICUlP9ILKpEDILbRBY\DsA@C>�<9\c>�IC\D\DGJtRWX<Fg/� KILB^NR<9BVEHI�QL<mEzEDsR<9\^<�NR<9\^P9BDGJ>OEHGJILKoU�<9@FEHbRB^<9\?n©EHsR<c±AWXWJ<9N³GJZw@CQC<9\j@CBD<|U�ICWXWXI*k�<9NqtA@C\D<?N ILKP?ILKpEHILbRBxU�ILWJWXI*k6GXKRQ¯@CWJQLILB^GJEHsOZ ¢ ��� ?�� £L¨F¤¥g(��sR<wP?ILKpEHILbRBYU�ILWXWJI*k6GXKRQ�B^<9\DbOWJEH\cICU�GJZ«�@CQC<9\VGXK³­�GXQL\?g 0Og £R� µ ��n�0=g µ ¨R� µ ��n �=g µ#. � �L�6@CB^<c\^sRI*k6K#GXKq­®GXQL\?g 0Og £R� �L��n 0Og µ ¨A� �L��n �=g µ#. � · �

Page 176: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ 8 ¨

* *

*************** *************** ***************

********** **** * * * *

*^*************

******** * **

********************* * ** ***** * ** *****

*********** ********** *** **** **** ******** ****

* **** $S *********

********* **********

********** *********** * * * * * * * *

********** *********** ** **** ** ***** ********* **********

* * * * * T

*** * **** **

********** ********** * *** * * * *** * *

********** *********** * * ** * *** *********

* * *** * * *

** ** *******

********* ********** ** * * * ** * * *

**** *** *********** ** ** *** * ** ** *******

****** O * * t

** ******

********** *********** * ** * * * * ** * * *

****** ** ********* ** * ** ** ******

* *$* * ] * *

** ******

**** **** ************* * * **** * ** * * **** * **

**** ************* ** * * ** ******

* *O **vo f * **

** * *** ******

**** ****************** * * **** * * * **** *

*** * ****************** ** ***** ** ** *************

F ** **** * T

*** * **************** *

***** ******************** * * * * * * ** *

****** ********************** * * * **** * *** * ******************

[ ** * j** *

*** ** ****************** **

***** ********************* * * * * * * * *

****** ********************** * *** ** * ****** *********************

* * * * **** * *

*** *******************

**** ********************** * * * * * * * *

****** ********************** * * * * *** ********************

** * * * * *

** *********************

*** *********************** * * * * * * * *

*** ************************ * * * *** * *** *********************

*** F * * *

*** *********** **********

*** ************************ * * * *** * * * * *** *

*** ************************ * * ** * * * *** *********** **********

**( [ * F^* * *

*** * ********* **********

*** *********** ********** * * * * * * * * * * * *

*** *********** ********** * * * * * * * *** *********** **********

*** * * * T * *

** ******** ********** *

**** *********** ********** * * * * * * * * * * * *

*** *********** ********** * * * * * * * * *** ********* ********** *

** * * * [ ) * *

*** * ******* ********** *

***** *********** ********** *** * * * * * * *** * * * * * * ***

*** ********** ********** **** * * * * * * * *** ********* ********** *

*e * * * s * * * **^

** * ****** ********** ****

***** ************************** ***** * * * *** ** * * * * * *** ** * *

*** ************************** ***** ** * * * * ** * ** ********** ********** ****

s ) * * *vo * t* * T

*** ********************** *****

*** ********************************** *** * ** * *** * ** *

** ********************************** * **** ** * * ************************** *****

v*o * * * *m *

********************************

********************************** * * * *

********************************** * ** * **********************************

* * * *

** * *****************************

********************************** * * * *

********************************** * * **********************************

* * * *

** **************************

********************************** * * * *

********************************** * * ********************************

* *** * *

***** **************************

********************************** * * * *

********************************** * * ********************************

* **** j e *

**** ****************************

********************************** * * * *

********************************** * ** *********************************

* **** ******** )

******************************

********************************* * * * *

********************************* * * *******************************

* *

****** * *** ************

******************************* * * * *

******************************* * * ******************************

* *

***************************

****************************** * * * *

****************************** ** *

****************************

s *

***************** ********

**************************** ** * ** *

**************************** * ** ****

**************************

** o

* ********** **** **

************************* * *** * ** ***

************************** **** ** * *******

************ *******

* ***

**** **

********************* **** ************* **** **** *******

************ ******* **** **

**** **

**** *************

**** **** ****

**** **

**v*

(1) (2) (3) (4)

(7) (8)(6)(5)

������������ �������������� ������������ �!��"#���5 ��!����$�� ��2 !%��&$(')���� �� �*)+����$,��- �!��.%/�� �- ��0214365��- �!��7

(i-1,j+1)

(i-1,j-1) (i+1,j-1)

(i+1,j+1)(i,j+1)

(i,j-1)

(i+1,j)(i-1,j) (i,j)

(i-1,j+1)

(i-1,j-1) (i+1,j-1)

(i+1,j+1)(i,j+1)

(i,j-1)

(i+1,j)(i-1,j) (i,j)

(i-1,j+1)

(i-1,j-1) (i+1,j-1)

(i+1,j+1)(i,j+1)

(i,j-1)

(i+1,j)(i-1,j) (i,j)

(i-1,j+1)

(i-1,j-1) (i+1,j-1)

(i+1,j+1)(i,j+1)

(i,j-1)

(i+1,j)(i-1,j) (i,j)

x x x

1 0 1

x 1 x

x 1 x

1 0 1

x 1 x

1 0 x

x 1 x

10

x 1 xxxxx x 1

x

�������0�4�0 8�0�9�������$����:$;����!<=- �"��<�� !%>���- �0<�@?A<�<�������

�����B��:$;�DC��<D'� ����,�5 !�E$* ������F��� �������� G�� IHAJLK�M:NE�� �OQP�JRK�MSN)K� �O�TUJLVGM9�!��W�- !$�X% !<�<� QYZ�"[N�$������Z��-� !$�% �<�<� QYW���0�\�5 ��G$* �����]�!�^��� QYW�_���`�����!�� 9�0 8HAJaVGM:N��0 DOQPAJaVGM:NbK) �OcTAJRdfe(gGMh*A�!���" !�i$���!<��� �����$;�0-j���G$;�* )"������"#���lkF�A�!��$;��mK� �A���6$;����- ��7NA<����0������-X��G$�Nn������C7�7$���h�!����<�o�7��"p*B���"p�!����<� !%q�) ��G$' ������@���!�p*B% ��0��"r*A�!���" ��r$;��2�!<��� !���$��-X�m"������������"s���skF�A�!��$;��4T0 ����0t:u)$;��!��$�"s<����0��@����������� 0�0 8HAJLVGMSNA�0 DOQPAJaVGMv�!�4��� QYW�p���l�>������ A�0 8HAJaTEMSNA�0 DOQPAJ/TEM: �����?A<�<����0� �7<��� �����$��-w"��������*B�"l���pkF�A�!�0$��@V ���W�����"p$* ]- �!x!h� �0�Yy��-]�!�!h�7��"$����t$' !*0$z�!���2$;������<��7$;�"X��x!�<��$* ��[ 9�3 ��>$;��W:u0�!-X��<�!N!$����5 ��G$* ���������&������ 7�0 I��JLg�M�!��v?A<�<��"t$' �- �!x!W����:Y_��- �!��ZYW�����z�X���9��� QYW�]���X������ ��� ���JL��M:NE�7��"t$;���� $' �*�$z�!���

Page 177: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ 8Oµ

*** *** ***

Y** *^*

******* ** ** ** **

** ** F* **

********** *** * ** *** * ** ***

Y ** Y** [ ** *^*

*********** ******* * * * *** * * * ***

* * * *** * * * ***

************ ********* * * * * * * * *

* * * Y * * * T

************* *********** * * * * * * * *

* * * * * * * )

************* *********** * *** * * *** *

* Y** * * *m* *

************************* * * * *

* * * *

************************ * * * *

* * * *

************** * ******* * ***** ***** * * ***** ***** *

* Y**** Y***Y * * F^*** *^*$S *

****** *** **** * * * * * * * * *** * *

* * Y*Y * * ] ^ *m* * *

***** ** *** * * ** * * * * * *

Y * Y Y f * T (

******* ***** ** **** * ******* * ** * *** ******* * * ***

******* * Y *** ******* * ) t**

**************** * ************* *** * ** * ****** *** * * ******

*** * * ****** *** * [ ******

*********** *** ** **************** * ** * ** * ** * ** * * **

* Y* * Y *Y * F* * ( **

************** ** * ****************** ** * ** ** * **** * * * * * *** *

* * * * *** * F * * * t*S T

*************** ** * * ** * ************* * * ** *** **** * * * * ** * *

Y * ** Y * [ * *[ T *

************** ** * ** ************** * * ** * ** * * * * ** * *

* * *Y * * s * ** ) *

************** ** ************* *** * ** * * *** * ** * *

Y** * YY * * *** * T* * *

********* * ** ** ** ************** ** * ** ** ***** * * ** * ** * *

** * ** * Y ** [ )) * )

******** ** * ************** **** * * * * * ** **** * * * * **

**** Y * * * ** **** s * ] * *o

********** * ************ * *** * ** * *** * *** * * ***

* **Y Y * *** * **o * * ***

******** ** *********** ** * ** ** ** ** * * **

** * * ** *S * * **

****** * * *********** * * * **** **** * * * ****

Y * Y **** * [ [ ****

***** * ******* * * * *** * * * * *

* Y Y Y * s ( O

******* ** **** * * ** * * * * * *

* * * * * t ] (

********* ** ****** * ** ** * * * ** ** * *

* ** YY Y * * ** $^ ) *

**************** ********* * **** * ** * * **** * ** *

* Y**Y * ** * * *mv* * *o *

*************************** * ** * * ** *

* YY * * vm *

**************************** * * * *

* * * *

**************************** * *** * * *** *

* **Y * * *$* *

************* ************* * * * * * * * *

* * * Y * * * *

************ *********** * ** *** * * ** *** *

* ** *** * * ** *** )

********** ********* * *** * * * *** * *

* *** * * s *** * *

**** * ******* ****** * * ****** * *

Y***** * * v***** * *

******* ** * ** *

** * ** *

***** * * * *

* * * *

**** * * * *

* * * *

** ** **

*Y vo

* * (1) (2) (3)

(4) (5)

­®GJQLbRBD< 0Og £ 2 =�GXKA@CBy`|GJZw@FQL<CnFP9ILKpEHICbRB{@CKRN«\DZ:IfICEHs]U�ILWJWXI*k6GXKOQRnFWJGXKR<9@CBDGWV�@FEDGXILK©nF@FKRN«\^EHB^bRP?EDbRBH@FW>�ILGXKpEH\�IFU�EDsR<xGXZ[@CQL< GJKq­�GXQRg�0Og · � · ��g

GSEH\1\DeF<9WJ<?EHICK[k6sRGJPdswGX\{\^sRI*k6KwGXK[­®GJQRg30Og�>R� 0p�mg8�²Ix±AWXWAWX@CBDQL<?B1\D>RbOBDGXICbR\{Qp@C>R\�@CKRN[sRILWJ<9\9nEDsR<¯@CWXQLICBDGJEDsRZ NOGXW�@�EHGXICKMGX\«bR\^<9Nrg�­AILB�EDsR<q<��O@CZ[>OWX<Cn{EHsO<qGJZw@CQC<�GXK�­®GXQRg@0Og�>R� �L�]GJ\NRGX@CW�@�EH<9N©n=@FKRN(GJEH\�>RBDIfP9<?\D\^<9N¯BD<9\^bRWJEªGX\l\^sRI*k6KqGJK�­®GJQRg�0=g�>R� . �mg =ª@C\D<?N(ILK/EHsR<zZ[<mEHsRIfNNR<?\DP?BDGXt�<9N�GJK AlsA@C>OED<9B ¶ njEDsR<#\D<mEH\(ICUY\D<?BDGJ<9\(ICUY\^EDBDbRPmEHbRBD@CWv>�ICGXKpE�ICUcP9ILKpEDILbRBD\�GJK­®GJQL\9g�0Og £A� . �mn�0Og µ ¨A� . ��n 0=g�>R� 8 �jP9@CK#t�<|NR<?ED<9BDZ:GXKO<9N³U�BDICZ�EDsR<�\^EH@CB^EDGXKRQ/>�ILGJK�EzICU�P9ILKf�EDILbRB6EHI/GSEH\VW�@C\yE >�ILGXKpE�n�@CKON#@CBD<c\DsRI*k6K GXKo­®GXQC\9g 0Og £A� ¶ ��n 0Og µ ¨A� ¶ ��n 0Og�>O� 0p��gj��sR<m`oP9@CKt�<vbR\D<?NqEDI:B^<9P?ILQLKRGWV9<vEHsR<x\^sA@C>�<YIFU®P?ILKpEHILbRB^\9g­AILBzEDsR<«Z[ICBD>RsRICWXILQLGJP�@CW-\yEHBDbOP?EHbOBD<:ICU�EDsR<�ILbOED<9BxP9ICK�EDILbRBxICU�­®GJQRgU0Og £A� ¶ �mnrEDsR<9B^<:GJ\x@\^<9BDGJ<9\6ICU�\^EDBDbRPmEHbRBD@CW�>�ICGXKpEH\ 2P���R�� PD­@R�� P�¢ R:��P?ILKp_L<��A��� Py¤WR�� PyU R«��P9ILKRP9@�_L<*��� PD­@R�� P9¢ R�� P^\ R[��P9ICK�_C<m�R�� PH; Ri��P9ILKOP�@�_L<���� P^\ R�� Py_�R���P9ICK�_C<m�R��� P��/R ��P?ILKRP9@*_C<*��� Py_�R�� P^I3R�� PH� R��P9ILKp_L<��R�� P�� R�� P C�R���P?ILKRP�@�_C<*�� PyI3R�� PH� R�� P^��R���P9ICK�_C<m�R�� P°E R�� P�� R��P9ILKRP9@�_L<*��� PH�*R�� P^��R�� P���Rq��P?ILKp_L<m�R��� P^Z8R¯��P?ILKRP9@*_C<*��� P���Ro��P9ILKp_C<m�R�mg­AILBªEDsR<cZ:ILB^>RsRILWJILQLGXP9@CW©\yEHB^bRP?EDbRBD<cICU®EDsR<cICbOEH<?BjP?ILKpEHILbRBVICU8­®GXQRg10Og µ ¨A� ¶ ��nREHsR<?BD<cGX\V@\^<9BDGJ<9\6ICU�\^EDBDbRPmEHbRBD@CW�>�ICGXKpEH\ 2P���R � PD­R/��P9ILKp_L<��R��� PyU R � P^Z8R�� PyE R/��P9ICKRP�@�_L<���� P^��R�� P��HR�� PD­@R�� P�¢ R��P9ILKp_L<��R��� Py¤ R�� PyU R���P?ILKRP9@*_C<*��� PD­R�� P�¢ R�� P^\ R�� Py_�R«��P9ILKp_L<��R��� P��/R�� PH;�R��P9ILKRP9@�_L<*��� P^\ R�� Py_�R�� P^I Ro��P9ILKp_C<m�R��� P C�R�� P��/R¯��P9ILKOP�@�_L<���� P^\ R�� Py_�R��

Page 178: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ 8 � *

***

**

YY F^

* * *

* *

* * * T

* *

* *

* * * *

* ****

* *

* * * *

**** * **

* *

* * * *

* * **

* *

* * * *

** **

* *

* * * *

* **

* *

* * * *

** **

* *

* Y * *

* **

* *****

* ***** * t****

** * *

*** * ** * **

**Y * YY * *Y **^ * F^ * *^

*** * *

* * ** * ** *

* * ** * Y* * F T ** T *m T

**** * *

* * ** * *

Y Y ** * * [ * f* * *

***** * *

* ** * * *

* *Y * * * * tm * * *

****** * *

* * * ** *

* * Y *Y * * f * $S *

***** * * ***

* ** *** * * *

* *Y *** * * * * F* t** * * *

****** *** * * * *

* * * * * *

* Y Y * * Y * [ T * s )

******* *** * * * *

* * ** *****

* * *Y Y**** * * )O v***o

****** **** * * * *

* * * *

* * * * ] * * (

******** *** * * **** *

* * * *

Y * * * f * * *

* ******* * **** *** * ** * **

** * * *

** * * * ** * * *

*** *** ********** ** * * ** * ** *

* * * *

* * * * * * * *

***** ** *************** * * ** * *

* * * *

* * * * * * * *

****** * **************** * ** * * *

* * * *

* * * * * * * *

******** ** ********** ***** * * * ** *

* * * *

* * Y * F * * *

******* * * ****** ** **** * *** * ** * * *

* * * *

Y * * * [ * o *

********* *** **** * *** * * * * * * *

* * * *

* * * * * * * *

**** * *** ** **** * * * ** ******

* * * *

* * * Y * s * *

**** * ** ** ** * * * * *

* **** ************ *

* ***Y Y***Y******* * s **$S v***$******* )

** ** * * * * *

**** * * ****

Y*** * * ***Y v*** * O **vo

*** *** ** * ** **

* *

* * * *

****** ******* * * * *

* *

* * * *

******* ******* * * * *

* *

* * * *

******* ****** * * * *

* *

* * * *

******** ******** * * * *

* *

* * * *

********* ******** * ** * *

* *

* * * *

************ ********** * * ** *

* *

* Y s *

************ ************ * * * *

**

Y* vo

************ ************* * **** ************ * ******* ***** ************** * *** * * **** ***** ******* * ** * * * * ****** * * ****** * * ***** * * ***** * * **** * * **** * * **** *** * *

(1) (2) (3)

(4) (5)

­®GJQLbRBD< 0Og µ ¨ 2 =�GXKA@CBy`TGJZw@FQL<Cn8P?ILKpEHILbOB]U�ILWXWJI´k6GJKRQRn�\DZ:I=ICEDsMU�ILWXWJI*k6GXKRQRn�WXGJKR<�@CB^G V9@FEHGJILKrn8@FKRN\^EDBDbRPmEHbRBD@CW�>�ILGXKpEH\�IFU�EDsR<xGXZ[@CQL< GJKq­�GXQRg�0Og ¶ � ¶ ��g

P^I R�� PH�*R���P9ICK�_C<m�R��� P�� R�� P CBR�� P��/R�� PH;�R¯��P9ICKRP�@�_L<���� P°_ R�� PyI3R�� PH� R��P^��R�� P���Rq��P?ILKp_L<��A��� PyZ R�� PyE Rq��P9ICKRP�@�_L<���� P^��R � P���Rq��P9ICK�_C<m�R�mg� ExGJ\vP9WX<9@CB EHsR@FExt�IFEHsiILbOEH<?BvP9ILKpEDILbRBD\c@CB^<�\DGS� @CKRQLWJ<9\vt�<9P�@FbR\D<«ICU�\DG � >A@CGJBD\vICU�P9ILKf�_C<m� @CKON P?ILKRP�@�_C<�PdsA@FKRQL<Cg ­AILBwZ[IL\yE(\DILByEH\�ICUcWXGJWJ` QAI*k�<9B9njEHsR<?BD<i@CBD<#\^GS� >�<mEd@CWJ\k6sRGJPds�@FBD<(P9ILKO\^EHB^bRP?ED<9N�t�`�\^GS���°@FKRQLWX<?\9g�­AILB]EHsO<¯GJZw@FQL</GXK�­®GJQRg�0=g . � . �mn{EHsO<9BD<q@CB^<<?GXQLspEc>�<mEd@CWJ\���<?GXQLspEy� \D��bA@FBD<*��g#�{@CPds�P9ICK�_C<m��PdsR@CKRQL</P?ILKR\^GX\^ED\]ICU6@qQLBDILbO>�ICU�\^EDBDbRP��EDbRBH@CW�>�ICGXKpEH\zk6sOGXPds P�@CK#t�<�bR\^<9N#EHI�NR<?\DP?BDGXt�<]EHsO<�P9ILKp_L<�� PdsA@CKOQL<�GXK³EDsR<�NRGXB^<9PmEHGXICKICU8PdsA@CGXKoP9IfNR<9\?gx­¡ICBj<��R@FZ[>RWJ<Cn¡EHsR<c±ABD\yEvQLBDICbR>³ICU1\yEHB^bRP?EDbRBH@CW�>�ICGXKpEH\jGXK#­®GJQRg 0Og £A� ¶ �GJ\Y\yEHB^bRP?EDbRBH@CW{>�ILGXKpED\CP���RRn�PD­@Rq@CKRN(P�¢ R¯k6sRGJPds�@CB^<[@FWXW1P9ICK�_C<m�T>�ICGXKpEH\xbR\^<9NTEDIoNR<��\^P9BDGJt�< EDsR<x\DsA@F>�<xICU²EHsR< ±RBD\^EVP?ILKp_L<m�qPdsA@FKRQL<Cn¡@FKRN�EHsR<v±AB^\^EVP9ILKOP�@�_L<YPdsA@CKRQC<YIFU�EDsR<P?ILKpEHILbRBVP9ICKR\DGJ\^EH\jICU1\yEHBDbOP?EHbOBH@CW²>�ICGXKpEH\?n Py¤WR/@FKRN PyU R«k6sRGXPds#@FBD<]@FWXW�P9ICKRP�@�_L<|>�ILGJKpEH\9g� K³\^ILZ:<|P�@F\D<9\?n©EHsO<]\DsA@F>�<cBD<9P?ILQLKRGSEHGJILKoICU8GXKpEH<?BDKA@CW²P9ICK�EDILbRB^\9n©k6sRGJPds#@CB^<]P9ILKpEH@CGXKR<?NGJKiEDsR<[ICbOEH<?BcP?ILKpEHILbRB?n®GJ\cKR<?<9NR<?Nrg(� KTZ:IL\^EYICUªP�@C\^<9\9n�EHsR<?\D<wGJKpEH<9B^KA@CW{P9ICK�EDILbRB^\]@CB^<Z[@CNR<Ytp`qEDsR<9GJBzP9ICBDBD<?\D>�ILKRNRGJKRQ/P?ILWXILBVW�@�`C<9B GJZw@CQC<9\9gV��sR<]P?ILWXICBD\j@CKRN#\DsR@C>�<?\ ICU{GJZ«�@CQC<9\ck6sOGXPds�@CB^<w<?KRP9WJIL\D<?NMtp`�EDsR<wGJK�ED<9B^KA@CW�P9ILKpEHICbRBD\cP�@CKMt�<wbO\D<9NMEDI³NR<?\DP9B^GXt�<[EDsR<>RB^IL>�<9B^E `(IFU®ILt�u^<9P?EjGXZ[@CQL<Fg{}zWX\^IRnREHsO<c\^<9BDGJ<9\V\D<mEzICU�WXGJKR<�@FBDG V?<9N(WXGJKR<9\?nAP9bRBy_F@FEHbRB^<|@FKRN

Page 179: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ 8L·

t�<9KRN¯@CKOQLWX<?\ªP�@CK�t�<vbR\^<9N�EHI�NR<?\DP?BDGXt�<vEHsR<z\DsA@C>�<9\6ICU-EDsR<vGXKpEH<?BDKA@FW©P9ICK�EDILbRB^\9g0=ª@C\^<9NILK¯EHsR<|@Ct�I´_C<|\^GXZ:GXW�@FBªNR<9\^P9B^GX>OEDGXILKrn¡NRGS�©<?BD<?K�EzILtfu^<?P?E GJZw@FQL<x\^EHB^bRP?EDbRBD<c>A@FE^EH<9B^KR\zP9@CKt�< P9ICKR\^EDBDbRPmEH<9N©g�=ª@F\D<9N(ILK�EDsR<9\^<v\^EHB^bRP?EDbRBH@FWr>A@FE^EH<9B^KR\9nREDsR<v\DsR@C>�<vIFU�ICtfu^<9PmE6GXZ[@CQL<9\P9@CK/t�< BD<?P9ILQLKOG V9<?Nrg =ª@C\^<9N�ILKw>RBDGJILB�GJKOU�ILB^Zw@FEDGXILK©nLEHsR< ICtfu^<9PmE�GXZ[@CQL<V\^EDBDbRPmEHbRB^< >A@FEy�ED<9BDKO\ªICU-\DICZ[<�QAI*kl<?BD\6@CB^< P9ILKO\^EHB^bRP?ED<9N¯@CKRNwbR\D<?N(EDI]NR<mEH<9B^Z[GJKR<jk6sR@FEªEHsO< BD<mEHBDGJ<?_C<9NILt�u^<9P?E«GJZw@FQL<wGJ\|U�BDILZ k�<9tR\^GJEH<(NRIfP9bOZ[<?K�E«NR@FEd@CtR@C\D<FgT��sR<?BD<?U�ICBD<Cn�GJU6EDsR<�BD<mEHBDGJ<?_C<9NILt�u^<9P?EzGXZ[@CQL<YGX\VWXGJWJ` QAI*k�<9B?n©EHsR<cGXZ[@CQL<?\jGJK³­®GJQL\9g 0Og��R� µ � · ��@CB^<|\D<?WX<?P?EH<?Nrg � U1EDsR<|B^<9NWJGXWJ` QAI*kl<?BvGX\V\D<9@CBDPdsR<?NrnrEHsO<|GXZ[@CQL<?\jGJK³­®GJQL\9g 0Og��R� µ � �L�6@CB^<|QLICE9gj}jWX\^IRn�EDsR<|GJZw@CQC<YGJK­®GJQRg 0Og��R� · �{GJ\�`L<?WXWJI´k WXGXWS` QAI*k�<9B9g{��sR<zGXZ[@CQL<6GXKw­®GXQRg�0Og��R� . �{GJ\�KOICEªWJGXWJ`NQAI*kl<?BªtA@C\^<9NILK:EHsR<VP9ICKR\^EDBDbRPmEH<9N�\yEHB^bRP?EDbRBD< >R@FEDED<9BDKO\lICUrEDsR<VILtfu^<9PmEªGJZw@CQC<9\9g®­AILB�EDsR<VZ[ILB^>RsRILWJILQF�GJP�@CW-\^EDBDbRPmEHbRB^<]ICU8EDsR<]ILb=EH<9BjP9ILKpEDILbRBzIFU{­®GXQOg�0=g�>R� 0p�mnAEDsR<9B^<]GX\j@w\D<?BDGJ<9\zIFU{\^EHB^bRP?EDbRBH@FW>�ILGXKpED\ 2P���R � PD­@R � P�¢ R � P^\ R � Py_�R � P^I R � PH� R#��P9ILKp_L<��R� � P�� R � P C�R�� P��/R��P9ILKRP9@�_L<*��� Py_�R�� P � I3Ri��P9ILKp_L<��R��� P C�R�� P�� R � PH; R�� Py¤WR�� PyU Ri��P?ILKRP�@�_C<*�� PD­R�� P�¢ R�� P^\ R�� Py_�R � P^I3R � PD�*R�� P^��R � P���R ��P?ILKp_L<m�R��� P^Z8R�� PyE R��P9ILKRP9@�_L<*��� P^��R³��P9ILKp_C<m�R��� PyE Ro��P9ILKOP�@�_L<�� � P^��R � P���Ro��P9ILKp_C<m�R�mg��sR<v±AB^\^EVP9ICK�_C<m�qPdsA@CKOQL<cP?ILKR\^GX\^ED\6ICU1@�\D<?BDGJ<9\6ICU8P?ILKp_L<��o\yEHB^bRP?EDbRBH@CW�>�ILGJK�ED\9n�P��HR �PD­R�� P9¢ R�� P^\ R � Py_�R � P^I3R�� PH�*ROg���sR<6\^<9BDGJ<9\1ICU�\^EDBDbRPmEHbRBD@CWR>�ILGXKpED\1NR<9\^P9BDGJt�<?\EDsR<|P?ILKp_L<m�³PdsA@CKRQC<|ICU8EDsR<|P?ILKpEHILbOB \D<?QLZ[<?KpE GXK¯EHsR<cNRGXB^<9PmEHGXICKoICU1PdsR@CGXKqP9IfNR<9\ . n ¶ n8 n#>=nA¨On µ @CKRN �]BD<?\D>�<9P?EDGJ_C<9WJ`Cg��sR<6±AB^\^E�P9ILKRP9@�_L< PdsA@FKRQL<VP9ILKR\^GX\yEH\�ICU-@x\D<9B^GX<?\�ICU©P9ILKOP�@�_L< \yEHB^bRP?EDbRBH@CW¡>�ILGXKpED\9n � P�� R� P C�R�� P��/RRgj��sR<�\D<?BDGX<?\ ICU{\yEHBDbOP?EHbOBH@CW�>�ILGJKpEH\zNO<9\DP?BDGJt�<?\ EHsR<]P?ILKRP9@*_C<�PdsA@CKRQC<]ICUEDsR<xP9ILKpEHICbRB6\D<9QCZ[<?K�EVGJK(EDsR<xNRGXB^<9PmEHGXICK�ICU®PdsR@CGXK¯P9IfNR<9\ �=n µ @CKONq¨«BD<?\D>�<9PmEHGJ_C<9WS`Lg��sR<«>A@FGXBvICUlP9ILKp_L<��T@CKRNiP9ILKRP9@�_L<wPdsR@CKRQL<:NR<9\^P9B^GXt�<9\xEHsR<«\DsR@C>�<:ICU�EHsR<«GJZw@CQC<�\D<9Q��Z:<9KpE�g1;=GXZ:GXWX@CBDWS`LnCIFEHsR<?B�>A@FGXBD\�ICU�P?ILKp_L<��(@CKRN[P9ILKOP�@�_L< PdsR@CKRQL< NO<9\DP?BDGJt�<jICEHsR<?B�\^sA@C>�<ICU8GXZ[@CQL<x\D<?QLZ[<?KpEH\9g hj<9B^<Cn©EDsR<|P?ILKpEHILbOBzGX\z@w\D>OGXBH@FW²\^sA@C>�<Cg � U8>RBDGJILBjGJKOU�ILB^Zw@FEDGXILK(GJ\P?WXILbRNwGXZ[@CQL<VICU��x�y;�n=EHsO< \DsA@F>�< GJ\lEHsO< \DsA@F>�< IFU�E `=>OsRI=ICKrg{��sR<9B^<?U�ILB^<CnOEDsR<zE `f>RsRIfILKP9@CKMt�<[EHBD@CP9<?N�@CbOEDILZ[@FEHGJP�@CWJWJ`qtA@C\D<?N�ILKTEDsR<w\^sA@C>�<wBD<?P9ILQCKRGJEDGXILKiICUV@¯E `f>RsOI=ILK©go� U>RB^GXILBl<9Kp_fGXBDICKRZ[<?KpEjGJ\ªEHsR<x\^<�@On¡@«BDGS_L<9B�ICBj@�WX@CeC<FnAGJE�GJ\�>�IL\^\DGJtRWX< EDsA@FE6EHsR<x\^sA@C>�<YGJ\6@\^>RGXBD@CWr\DsO<9WXW¥nA@CKRN(GJK(EDsR<xQp@CB^NR<9K¯GJE�GJ\�>RBDICtA@CtRWS`(@�\DKA@CGJW¬g�{@CPds]WJGXKR<�ICUAEDsR<l\^<9BDGJ<9\8IFUAWXGJKR<9\²P�@CK|t�<ªNO<9\DP?BDGJt�<?N]GXK]NO<?Ed@FGXW�tA@C\^<9N�ILK|EDsR<lNO<9\DP?BDGJ>OEHGJILK

Page 180: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ 8 .

U�<9@FEHbRB^<9\�k6sRGJPdso@CB^<xGXKpEHB^I=NRbOP9<9N(GJK AlsR@C>OEH<?B . g

&('�� ���¯,C; 9 795 7#;��:2:4o. ;]3��²4 ?�.�9 >v,/. ;|,#3 ,C;��¯7S<8;Y.1792:,IL2:0 > ,�.@>v0�A#0{7:?@> <J> 2J<[0H;NA M#7�5 7�,CIL2:0�9 ;c.8792:, ?� ?�.@>B9

��sR<?BD<c@CBD<YWXIFEH\�ICU1�x<?ILQLBH@F>RsRGXPx� KOU�ICBDZ[@FEHGJILK¯;f`f\^ED<9Z:\��¬�v�y;R�lEHsR@FEVNRI[>OBDI*_fGXNR<xU�@CP9GJWS�GSEHGX<?\vU�ILBc_fGX<mk6GXKRQo@CKRNMKR@*_fGJQp@FEHGJKRQ#�v�y;�GJZw@CQC<9\Y@CKRNMEDsR<9B^</@CB^</@CWJ\DIo\^ILZ:<w\^`f\yEH<9Z:\EDsA@FEV\DbR>O>�ILByEz<?KpEH<9B^>RBDGJ\D<YGXKOU�ICBDZ[@FEHGJILK�tRBDI*k6\^GXKRQ�¢��r¨ µ ¤¥n²¢ � =ª¨6�´¤¬n²¢7=� � �{¨ µ ¤¥g�=�bOEEDsR<9B^<]@CB^<]@:U�<mk\^`f\^ED<9Z:\zU�ILBVP9ILKp_L<?KRGX<?KpEHWJ`qKA@�_fGXQp@�EHGXKOQw@CKONo_fGX<?k6GJKRQwt�ICEDs³e�GXKRNR\jICUGJKOU�ILBDZ[@FEDGXILKrg!C KR<lP9BDGSEHGJP�@CWf>RBDICtRWX<?Z�GJ\8sRI*k�EDIvNR<?_C<9WJIL>«<?��<9P?EDGJ_C<�GXKpEH<?B^U�@CP?<9\8U�ILB�bR\D<?BD\EDIcP?ILKp_L<9KOGX<9KpEDWJ`[KA@�_=GJQp@FED<j@FKRNw_fGX<mk�t�IFEHswQC<9ILQLBD@C>RsRGJP6GXZ[@CQL<9\�@CKONw<9KpED<9BD>OBDGX\^<zGJKOU�ILBy�Z[@FEHGJILK EHILQL<mEHsR<?B9g#}jWX\DIOn8EHIo_fGX<mk��x�y;TGJZw@CQC<9\���Zw@C>O\9n®P?bRBDB^<9KpE:@C>R>OBDIp@CPds�IFU6bR\DGJKRQ\^P9BDICWXWXGJKRQ#tA@CB^\9n�k6GXKRNRI*k6\o��G¥g <Fg�Z]bOWJEHG � _fGX<mk6\d��n-V?I=ILZ�� GJK�@CKRN V9IfILZ�� ILbOE]IL>�<?BH@FEDGXILKO\EDIw\DsOI´k�@:sfbOQL<«�v�y;¯GXZ[@CQL<xGJ\jKRIFE P9ICK�_C<9KRGJ<9KpE U�ILB6EHsO<|bR\^<9B � \vKA@�_fGXQp@�EHGXICKrnAt�<?P�@CbO\D<GSExGX\vNRGSa[P?bRWJEvEDIqICtOEd@CGJK#EHsR<�k6sRILWJ<:@CKRNiNR<?EH@CGXWJ<9N#_fGX<?k6\YICUl@¯s�bRQC<[GJZw@CQC<Cg�� K EHsRGJ\\^<9P?EDGXILK©n©@CKo<?a:P9GJ<9KpEvZ:<?EHsOI=NqGX\zNO<?_L<?WXIL>�<9N³k6GSEHsqNO`fKA@CZ:GXPYW�@�`LILb=Ev@CN�u^bO\^EHZ:<9KpEx@FKRNKA@�_fGXQL@FEHGJILK�U�ILB«<9KpEH<?BD>RB^GX\D<¯QL<?ILQLBH@F>RsRGXP(GJKOU�ILBDZ[@FEDGXILK�\y`=\yEH<?Z tR@C\D<?N ILK�ILtfu^<9PmE/GJZ«�@CQC<jB^<9P9ICQLKRGJEDGXILK©g®��sR<zED<9B^Z <?KpEH<9B^>RBDGJ\D< GJKOU�ILB^Zw@FEDGXILK�sO<9BD<zBD<?U�<?BD\�EHI|EDsR<zGJKOU�ILBDZ[@FEDGXILKICU-EDsRIL\D<vICBDQp@CKOG V�@�EHGXICKR\�EDsA@FE6sA@�_L<xQL<?ILQLBD@C>RsRGJP�@CWJWJ`«NRGJ\^EHB^GXtRb=EH<9N(tRBD@CKRPdsR<?\9n¡GXKOP9WXbONRGXKRQ<9@CPds(tRBH@CKOPds�� \VBD<?\DILbOBDP9<?\]��<Cg QRg1>�<9BD\^ILKRKR<?W �ª@CKON¯>OBDIfNRbRP?EV\D@CWX<?\�BD<9P?ILBDN©g���sO<9\D<xGJKOU�ILBy�Z[@FEHGJILK³P9@CK�t�<�bR\^<9N�U�ICBvNR<9P?GX\DGJILK \DbR>O>�ILByExILKi<9\^EH@CtRWJGX\DsOGXKRQi��ILBvP9WJIL\DGJKRQ��z@�tRBD@CKRPdsILBlBD<9\yEHB^bRP?EDbRBDGJKRQ:@«tOBH@CKRPdsT��<Fg QOg1GXKRP?BD<�@F\DGXKOQ���NO<9P9B^<�@C\^GXKRQ«>�<9B^\DILKRKO<9W �ªtA@F\D<9N(ILK�EDsR<IL>�<9BD@FEHGJILK:BD<9P?ILBDN�GJK/@|B^<9QLGJILKrg8��sO<zNRGX@CQLBH@FZ�ICU�EHsR<j\^`f\^ED<9Z >RBDIfP9<?\D\DGJKRQ�GX\�\DsOI´k6K�GJK­®GJQRg10=g µLµ g

������� � � �"� ��� $ �#��-4$ ����&,��� $ �"� ��'�� �!-4$@� � ���0�

� K:ILBDNO<9B8EHIYe�KRI*k�GJU�@CK:<9KpED<9BD>OBDGX\^<j\^sRILbRWJN«t�<6<9\yEd@CtOWXGX\^sR<9N:GXK:@v\DbOGJEd@FtRWX<�\^GJEH<FnpEHsR<6NR<��P?GX\DGJILK¯Zw@CeF<9B^\zsA@�_L<cEHIwB^<9\^<�@CB^Pds @CWXW�B^<9W�@�EH<9NoGXKOU�ILB^Zw@�EHGXICK/k6sRGXPds³GJ\jP?ILKRP?<9BDKO<9N³k6GJEDs�v<9ILQCBH@C>RsOGXP(� KOU�ILB^Zw@FEDGXILK�;f`f\yEH<9Z:\ �¥�x�y;R��n <9\^>�<?P9G�@FWXWJ`�@FWXWªEHsO<o\H@FZ[<¯<9KpEH<?BD>RB^GX\^<9\

Page 181: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ 8p¶

Contents Image

LayoutAdjustmentand Navigation

Geographical Informationsystem

Shape Recognition

Description of Contour

­®GJQLbRBD<�0Og µCµ32 ��sR<xNRG�@FQLBH@CZ ICU�\^`f\^ED<9Z�>RB^I=P?<9\D\^GXKRQOg

@CB^ILbRKRN:EHsR<V\D<?WX<?P?EH<?N�\DGSEH<VGXK[@|@CKp`[@CBD<9@c\^G V9<Fg8� UrEDsR<9B^< @CB^<zZ[@CKp`«ILtfu^<9PmEªGJZw@CQC<9\{GXK[@s�bRQL<zQL<9ILQCBH@C>RsOGXPzZ[@C>rnfkl<vP9@CK/±AKRN(sRI*k Z[@CKp`wILt�u^<9P?E6GJZw@FQL<9\�GXK�@CKp`[QLGJ_C<9K(BD<?QLGXICKICU�EHsR<Vs�bRQL<jQL<9ILQCBH@C>RsOGXP6Zw@F>rg®��sR<jILBDGJQLGXKR@CWA�v�y;:GJZw@CQC<�GX\�\DsRI*k6K/GJKw­®GJQRg 0Og µ �=g®��sR<<��=EDBH@CPmEHGJILK(ICU�EDsR<vILtfu^<?P?EVGXZ[@CQL<zP�@CK(t�<YtR@C\D<?NqILK�EDsR<xZ[<mEHsRIfN(NRGX\^P9bR\^\D<9NqGXK AlsA@C>f�ED<9B-0Og��fg8��sR<zGJZw@FQL<6ICU�P9ICWXILB{BD<?NRbRPmEHGXICK/GX\{\DsOI´k6K�GJK/­®GJQRg 0Og µ*· nf@CKRNwGJEH\{WX@*`C<9B�GXZ[@CQL<9\@CB^<6\DsRI*k6K/GJKw­®GJQL\9g30Og µ*¶ � µ � . �mg���sR<VILtfu^<9PmElGJZw@FQL<9\�@CB^<VP?ILKpEd@CGJKR<9N[GXK[­®GXQOg 0Og µ:. g®� Kw@�v�y;]Zw@C>©nLEHsR<6P9ICWXILB?np\DG V?<V@CKRN:\DsA@C>�<6ICU©@CWXWRICtfu^<9PmE�GJZw@FQL<�@CB^<Ve�KRI*k6K[tA@C\D<?NwILK�EDsR<9GJB>RB^GXILB�GXKOU�ICBDZ[@FEHGJILKrg�hj<9B^< EHsR<zP9ILWJILBlICU²ILt�u^<9P?E6GJZw@FQL<zGJ\lKR<9@CBDWS`wtRWX@CPde¡nA@CKRN�GSEH\ª\^sA@C>�<GJ\ \DsRI*k6K�GXK ­®GJQRg ¶ g 8 g]��sO<:GJZw@FQL<|>A@�EDEH<?BDKiICU�ILtfu^<?P?EYGXZ[@CQL<]GJ\ \DsOI´k6K�GXK ­®GJQRg ¶ g 8 g­AILB²EHsR<�Z:ILBD>OsRILWXICQLGXP9@CWp\^EDBDbRPmEHbRB^<�ICU¡EHsR<�ILb=EH<9B®P9ILKpEHICbRB1ICU�­®GJQRg ¶ g 8 � 8 �²GJK AlsA@C>OED<9B ¶ nEDsR<9B^<YGJ\6@�\D<9B^GX<?\VIFU8\^EDBDbRPmEHbRBD@CW�>�ILGXKpEH\ 2P���R � P^­@R�� P^\ Rw��P?ILKp_L<��A� � PH;�R�� P^Z8Rw��P9ILKOP�@�_L<���� P��HR � PD­@R�� P^\ R/��P9ILKf�_C<m�R��� PH;�R¯��P9ICKRP�@�_L<���� P^\ R�� Py_�R�� PD�*R�� P^��Rq��P?ILKp_L<��A��� PyE R�� P CBR�� P��/R

Page 182: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ 8 8

­®GJQLbRBD<!0=g µ � 2 ��sR<c�x�y;�Zw@F>(@CBDILbOKRNo@�\^>�<?P9G�@FW�ILtfu^<9PmEV\DGJED<

��P9ILKRP9@�_L<*��� Py_�R�� PyI3R�� PH�*R�� P^��R�� P���Ro��P?ILKp_L<m�R��g}VU EH<9B�Z:<9B^QLGXKOQ�>RBDIfP9<?\D\DGJKRQRnAGSEH\�\D<?BDGJ<9\6ICU8\yEHB^bRP?EDbRBH@CW�>�ILGJK�ED\�GX\ 2P���R � PD­@R���P?ILKp_L<��A� � PD; R���P9ICKRP�@�_L<�� � P���R�� PD­@R�� P�¢ R���P?ILKp_L<m�R�� PD; R��P9ILKRP9@�_L<*� � P�¢ R�� Py_�R�� PD������P?ILKp_L<m�R� � PyE R³��P9ICKRP�@�_L<�� � Py_�R�� PD�*R�� P^��R��P���Rq��P?ILKp_L<��A�c��\^<9<Y­®GXQOg ¶ g 8 � >C�D�mg��sR< <��=EDBH@CPmEH<?N ILtfu^<?P?E¯GXZ[@CQL<oU�B^ILZ ­®GJQRg�0Og µ:. GX\�\^sRI*k6K GJK ­®GJQRg 0=g µ98 � µ ��g }VU EH<?B\^GXZ:>RWX<Y±AWXWJGXKRQ�@FKRN P9ILKpEHICbRBvU�ILWXWJI´k6GJKRQRn�EHsR<�P?ILKpEHILbRBxICU�EHsO<�ILtfu^<9PmEYGXZ[@CQL<]GJ\ \DsRI*k6KGJK�­�GXQRg@0Og µ 8 � �L��g���sR<(P9ILKpEDILbRB:GXK�­®GXQOg�0Og µ98 ���L�|GX\]±AWJWX<?N�tA@C\D<?N�ILK�EHsO<q@FWXQLILB^GJEDsRZ

Page 183: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ 8 >

­®GJQLbRBD<!0=g µ*· 2 ��sR<c�x�y;�Zw@F>(@CBDILbOKRNo@�\^>�<?P9G�@FW�ILtfu^<9PmEV\DGJED<

NR<?\DP?BDGXt�<9NoGXK AlsA@F>OEH<?B · n©@CKRNoEDsR<c±AWJWX<?NoBD<?\DbRWSE GJ\j\^sRI*k6KiGJK³­®GJQRg 0Og µ98 � · �mgV��sR<]GJZ«�@CQC<:GJ\v\DZ:I=IFEHs#U�ILWXWJI*kl<?N���\DGJZ[>RWJ<�\DZ:I=IFEHsRGJKRQ(@CKRNiQLBDICbR>�\^Z[IfICEDsRGXKRQp�zNR<9\^P9BDGJt�<?N�GJKAlsA@F>OEH<?B��=nf@CKON[EHsO<9GXB{>RB^I=P?<9\^\D<9N�B^<9\^bRWJED\l@CB^<j\^sRI*k6K/GXK[­®GJQL\9g 0Og µ98 � . � ¶ �®BD<9\^>�<?P?EDGJ_L<?WJ`Cg­AbRByEHsR<?BDZ:ILBD<Fn=EHsO<YGJZw@FQL< GXK(­�GXQRg�0Og µ 8 � ¶ �lGJ\ªWXGJKR<�@FBDG V?<9NrnO@CKRN¯GJED\�<m�fEHBD@CP?ED<9N¯WXGXKO<9\6@CB^<\^sRI*k6K�GXK�­®GJQRg�0Og µ98 � >C�mg#­®GJKA@CWJWJ`Ln�EDsR</\^EDBDbRPmEHbRBD@CWª>�ILGXKpED\]@CB^<[U�ILbRKON�@CKRN�\DsOI´k6K�GJK­®GJQRg 0Og µ98 � 0p�mgj��sR<]\DeF<9WJ<?EHICKiGJK³­®GJQRg 0Og µ98 � 0L�6GJ\z<m�fEDBH@CPmEH<9N#U�B^ILZ�EHsR<|±RWXWX<?NoGJZw@CQC<YGJK­®GJQRg10=g µ98 � 8 ��g8� Ko­�GXQRg�0Og µ 8 � 0p��nOEHsO<9BD<xGJ\6@:\^<9BDGJ<9\6ICU�\^EDBDbRPmEHbRBD@CW�>�ICGXKpEH\ 2P���R � PD­@R�� P�¢ R�� P^\ Rq��P?ILKp_L<��A��� PH; R�� Py¤WR�� P°U R� P^Z8Ro��P9ILKOP�@�_L<���� P���R� PD­R�� P�¢ R�� P^\ Ri��P9ILKp_C<m�R��� PD; Ri��P?ILKRP�@�_C<*��� P^\ R�� Py_�R�� P^I R�� PH�*Ri��P9ILKf�_C<m�R� � P�� R�� P C�R�� P��/Rw��P?ILKRP9@*_C<*� � Py_�R�� P^I3R�� PH� R�� P^��R � P���R���P?ILKp_L<��A��g� UAEDsR<l\^<9BDGJ<9\8IFU¡\^EHB^bRP?EDbRBH@FWO>�ILGXKpEH\�GXK�­�GXQRg 0Og µ98 � 0p�-GJ\®P?ILZ[>R@CBD<?N|k6GJEDs|EHsA@�E8GXK|­®GXQOg ¶ g 8 nEDsR<xGXZ[@CQL< GJKq­�GXQRg 0=g µ98 � 0p�lGJ\ªEHsR<xILtfu^<?P?EjGXZ[@CQL< t�<9P9@CbR\^<cGSE6P�@CK¯Zw@�EHPds(EHsR<x>A@FE^EH<?BDK

Page 184: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ 8 0

­®GJQLbRBD<!0=g µ:.�2 ��sR<c�x�y;�Zw@F>(@CBDILbOKRNo@�\^>�<?P9G�@FW�ILtfu^<9PmEV\DGJED<

ICU²EHsO<YICtfu^<9PmEjGJZw@FQL<Cg

������� ��� &"� � � - ��������2 $1��* �)2"� $#���!&�$@� &"* &"��� ���0�%$#����&

��sR<l<?��<9P?EDGJ_C<ªGXKpEH<?B^U�@CP?<9\1@FBD<ªNR<m_L<?WXIL>�<9N]EDI \DbR>O>�ILByE��v�y;cGXZ[@CQL<{KA@�_fGXQp@�EHGXICKrnCNR<mEd@CGJWX<?NWJI=P9@CW8GXZ[@CQL<�� Z[@C>o_fGX<mk6GXKRQOn�@FKRNT<?K�ED<9B^>RBDGJ\D<:GXKOU�ILB^Zw@�EHGXICK³tRBDI*k6\^GXKRQRg[� U6@CKp` \D>�<9P?G�@CWILt�u^<9P?ElGX\{\D<?WX<?P?EH<?NwEHIcZw@FeC< @YNR<9P?GX\^GXILK:GXKw@]�v�y;:Z[@C>rnpEHsR<?K�@CWJWAGXKOU�ILB^Zw@�EHGXICK«@CBDILbOKRNGSEz\^sRILbRWJN³t�<|ILtOEd@FGXKR<?Nrg �1\D>�<9P?G�@CWJWJ`¯@CWJW-BD<9WX@FEH<?N³ILtfu^<?P?EvGJZw@FQL<9\V\DsRICbRWXN³t�<]\^<�@CB^PdsR<9NGJK @CKp`³\D>�<9P?G�@CW®BD<9QCGXILK @CKONi\^ILZ:<�BD<9WX@FEHGJILKR\v@FBD<�\D<mExbR>rg�­AILBv<��O@CZ[>OWX<Cn�kl<�kl@CKpEYEDI\^<?EjbR>³@CK¯ILtfu^<?P?Ez<9KpEH<?BD>RB^GX\D<Ytp`¯\D<9WJ<9PmEHGXKOQw@«>RW�@FP9<Cg��T<YbR\D<xEHsOGX\6>RW�@FP9<c@C\V@[P9<?KpEHBH@FW>�ILGXKpE�EHI|±RKRN(@|\DbOt=�y�v�y;wZw@F>w\DsOI´k6K(GJK/­®GJQRg�0Og µ �=g®��< KR<9<?N�EHI]GJK�_C<9\yEHGXQL@FEH<j\DGXZ:GXWX@CBILt�u^<9P?Eª<9KpEH<?BD>RB^GX\D<?\V@CBDILbOKRN/EHsR<z\D<9WJ<9PmEH<9N(B^<9QLGJILKwEHI«@FKA@CWJ`�V?<zk6sR<?EDsR<9B�GSEªGJ\lKR<?P9<9\^\H@CBy`

Page 185: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ 8 £

� µ � � �C�

� · � � . �­�GXQLbRB^<B0Og µ´¶ 2 ��sR<YP9ICWXILBªB^<9NRbOP?EHGJILKq@CKRN(W�@�`L<?B6GXZ[@CQL<9\lICU�EDsR<xGXZ[@CQL< GJK¯­®GXQRg�0Og µ �=g

EDI:<?\^EH@CtRWXGJ\Ds�EHsO<YICtfu^<9PmEj<?KpEH<9B^>RBDGJ\D<c@FE�EHsR@FEV>RW�@CP?<Cg�²I[\^<�@CB^Pdso\^GXZ:GXW�@FBlILtfu^<?P?Ej<9KpEH<?BD>RB^GX\^<9\j@CBDILbOKRNqEDsR<x\D<9WJ<9PmEH<9NqBD<?QLGXILK©nRkl<YKR<9<?NqEDI[bR\^<EDsR<«BD<9WX@FEH<?N�ICtfu^<9PmE|GJZw@CQC<�@C\c@(>R@FEDED<9BDK©gw� K EHsRGJ\Y<��O@CZ[>OWX<�kl<:bR\^<:EDsR<[ICtfu^<9PmE|GJZ«�@CQC<[\^sRI*k6K�GXKM­�GXQRg�0Og µ98 @F\]@q>R@FEDED<9BDK�U�ILB|\^P�@CKRKOGXKRQ¯EHsRGJ\|Z[@C>rn®\^GS�iILt�u^<9P?E]GXZ[@CQL<9\sA@�_C<vt�<?<9K�U�ILbRKRN�GJK�­®GJQRg�0=g µ �fg8� K(ILbRBª>RB^ICEHIFE `=>�< \y`=\yEH<?ZqnREDsR<9\^<vILtfu^<9PmE6GXZ[@CQL<?\ª@CB^<Q¡@F\DsR<?N k6GSEHs³B^<9N#P?ILWXILB?gz��<�bR\D<�@/QCBH@C>Rs³U�ICBv�v�y;qGXZ[@CQL<cKA@�_=GJQp@FEDGXILKrgj� EvGX\j\DsRI*k6KGJKq­�GXQRg 0=g µ >fg��{@CPdsqKRIfNR<cGJK�EHsR<xQLBD@C>Rs¯BD<9>OBD<9\^<9KpEH\ @:ILt�u^<9P?EjGXZ[@CQL<Fg{�{@CPdso<?NRQL<Yt�<��E k�<9<?K«E k�IvKRIfNR<9\®BD<9>OBD<9\^<9KpEH\�@zB^<9WX@FEHGJILKR\DsOGX>Yt�<mE kl<?<9K«EHsR<lE k�IvKRIfNR<9\���KR<?GXQLs�t�ILBDsRIfIfN

Page 186: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ >C¨

*** *** ****

***

**** **** Y**Y *^**

* ** ****** * *

******

* * ****** * * * T

*** * ********** *** *

**********

*** * ********** *** * *** *

** * ************ ** *

************

* * *********** * * * *

* * ************* * *

*************

* * ************ * * * *

* * ************* * *

*************

* * ************* * * F *

* * *************** * *

***************

* * *************** Y * [ *

* * *************** * *

**************

* * *************** * * * e *

* * *************** * *

**************

* * *************** * * * * *

**** * ************** * *

**************

* * ************** * * * * *

***** * * ***** *************** ***** * *

***** ***********

***** * * ***** *************** Y**** * Y *^*** s * *

*** * * * ********* *************** *** * *** *

********* ***********

*** * *** * ********* ************** *** * Y** * F** * **S * )

* * * * ********** *********** * * * *

********** ***********

* * * * *********** *********** Y * Y * * * ] * *

* *** * * ************* *********** * ** * *

*********** * ***********

* * * * ************ *********** * * * * * * * * *

** * * * *************** ************ * * * *

*************** ***********

* * * * ************** ************ * * * * * * f * *

* ** * **************** *********** * ** *

****************************

* ** * **************************** * *Y * * *m * *

** * ****************************** * *

******************************

* * ***************************** * * * * *

* * ****************************** * *

*****************************

* * ****************************** * * * * *

* * ****************************** * *

****************************

* * ****************************** * * [ e* * *

* * ***************************** * *

****************************

* * ***************************** Y * * * ********* *

* * **************************** * *

**************************

* * **************************** * * * j* *

*** *** * **************************** * *

**************** * *****

* * **************************** * * * * *

*** ***** * * ************************** * *

******** ** * ****

* * ************************** * * s * *

* * **** ************************ *** *** *

***** ****

*** *** * ************************ Y** **Y * *** * *$* *

* * ************* **** * * * *

*****

* * * * ************* **** * Y * * S * O * *

** * ******* **** * * **

*******

* * ** ************ ** Y * *Y * * ( vo

* ******* ************** * *

*************

* * ************* * * * * *

* * ************** * *

**************

* * ************** * Y * * *

* * ************** * *

*************

* * ************** * * * * )

* * ************** * *

*************

* * ************** * * * * *

* * ************** * *

************

* * ************** * * * e *

* * ************* * *

************

* * ************* * * * *

* * ************* * *

**********

* * ************* * Y * *

* *** ************ * *

********* *

* * ************ * * * o

* * *********** * *

******

* * *********** * * * *

** * *********** * **

********

* * ********** * * * *

* ** ******** * *

*****

* * ********* * * * *

*** ******** * *

***

* * ******** * * s *

****** ******

****** ****** Y***** v*****

(1) (2) (3) (4)

(5) (6) (7) (8)

­®GJQLbRBD<!0=g µ98 2 �{B^I=P?<9\^\DGXKOQ[ICU²EHsO<Y<��fEHBH@FP?EH<?NoILt�u^<9P?EVGJZw@CQC< GXK¯­®GJQRg10Og µ´¶ ���L�mg

B^<9W�@�EHGXICK¡�mg«�{@CPds�KRI=NO<[GJ\c@FWX\DI(B^<9W�@�EH<9N EHI(EHsO<[<?K�ED<9B^>RBDGJ\D<:GXKOU�ILB^Zw@�EHGXICK³GXKi@(BD<9QCGXILKrg��sR<vGJKpEH<9KpEDGXILK�ICU²bR\^GXKRQ�EDsR<vQLBH@F>Rs/U�ILB6�v�y;/GXZ[@CQL<VKA@�_=GJQp@FEDGXILK/GJ\ªEHI�QLGS_L<zEDsR<vbR\^<9BV@QLWJILtA@CW�_fGX<?k ICU®@«s�bRQC<|�v�y;�GXZ[@CQL<v@CKON(k6sOILWX<x<9KpED<9BD>OBDGX\^<xGXKOU�ILB^Zw@�EHGXICKrg��sR<z�v�y;:bR\^<9B�GXKpEH<?B^U�@CP?<jsA@F\�EDsRBD<?<jbRKONR<9B^WJ`fGXKRQY_fGX<?k6\ 2 @xQLBH@C>OswKA@�_fGXQp@�EHGXICK«_fGJ<?kxn=@CKGJZw@CQC<cWX@*`CILbOE _fGJ<?kxn�@CKON @CK#<9KpEH<?BD>RB^GX\^<�GXKOU�ILB^Zw@�EHGXICK¯_fGX<mkxgx��sR<�QLBH@F>Rs³KA@�_fGXQp@�EHGXICK_fGX<mk \^sRI*k6\ @«\DbRt=� QLBH@F>RsoP?ILBDB^<9\D>�ILKRNOGXKRQ«EHI«EHsR<YP9bOBDBD<?KpEzbR\^<9B � \VU�I=P?bR\D<?NoGXZ[@CQL<zNRGX\°�>RWX@�`L<9N(GJKwEHsR<vGJZw@FQL<zWX@*`CILbOEª_fGJ<?kxg1��sR<vP?BDIL\^\DGXKOQ:WJGXKR<jILtfu^<?P?E6GXK(­�GXQRg 0Og µ >cGXKONRGXP9@FEH<?\ILbOB�GXKRGSEHG�@FW�GJK�ED<9KpEHGJILK¯@FE�EHsR@FE6>RW�@FP9<vEHI«<9\yEd@CtOWXGX\^s¯@CK(ILtfu^<9PmEz<?KpEH<9B^>RBDGJ\D<Fg�²IzU�bRByEHsR<?B8<m�=>RWJILBD<ª\^GXZ:GXWX@CB�ILtfu^<?P?E1<?K�ED<9B^>RBDGJ\D<9\{@FBDILbRKON]EHsRGJ\®BD<?QLGXICKrnFk�<ªP�@FK�KA@�_=GJQp@FED<EDsRGX\�QLBD@C>Rs�tp`�\D<9WJ<9PmEHGXKOQ�@ KRIfNR<(GXK�EHsOGX\«QLBH@F>Rs�EDI PdsA@CKRQL<(EHsO<(U�IfP9bO\[>�ILGXKpE9g�­¡ICB<��R@FZ[>RWJ<CnªGSU k�<#\D<9WJ<9PmEwEHsO<³KRIfNR<oILK�EHsR<³WJ<?U Ey� t�ICEDEDILZ ICUvEDsR<oQLBD@C>Rsrn6@�KR<?k�\DbOt=��v�y;�Z[@C>�GX\«NRGJ\D>RWX@*`C<9N ��\D<?<o­�GXQRg 0Og µ 0p�mg���sR<¯KA@�_fGXQp@FEDGXILK�QLBD@C>Rs�GX\«\DsRI*k6K ICK�EDsR<

Page 187: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ > µ

������������ ������������������������� ��!#"$�$%�&�'�(%�����*),+-�.)'�/��%(0���13240����560�*�7��+98:'5*0,�$�;����*)'

��<�<=*���:�$���>010��(��*"$<?0���@��):'�10����.5A&B+-��5A&C0��(0���;���:�$����%-��"D!E�45*��)' ;F,!G0'�1)'���5A����%����"�"H)���:�����%����$%��?�.�I�.)J+>KL):'"$*5*0�$%��C0��M%�����')N�$%L0��M�����<��PORQST5I��%U��+�0A����%V0����%�!E����;�.0�$��%W��!D):����:����%�����%��X'%>0'�<���$):')* ZY[%M0����@�4��\��!#]�%>0�'�:<����)*Y[%�!E��^����_Q1O�QS5'��%`��60\*%>0�'�:<����)a�$%�!E���:�b�c0��$��%b!E���dI��5A�7)���:�����%����$%��;'%>0�*�<��:�$):N+>K/)'"�'560��$%��@0��5*����:')<e��%����$%���%��4��S�$%N0��f������<��g �����h*%>0�'�:<����)���%�!E����;�.0�$��%15I�.%J+=S)���_Qi%XQi��0�0����)f�$%�!E���:�b�c0��$��%a):��5A�@��)R<e��<���"$�.0�����%�)'Oc)��."$')��'5*�����)'O>����):0A�.%�5'h+e*0[QS'*%@0���$)#%�������%��C��0���'�\%��4��*)'Og��%��C):�M��%P d�����$),5I��%`��'"�<C��),0�M�;��&�N�b��'5*�$):�$��%P i���-�c0j�$)*OeQS5'��%?&�%���QkQi��*0��'�j0��X)*"$'560�*�V<�"$��5'X��)�)����0A�.+�"$N!E����')l0A��+�"��$):���$%��(�.%B'%>0�*�<��:�$). �����:'W&9�$%���)j��!Z�;����')1�.�X<��:��m�����'�?�$%B0��X�����.<��?%-�Im4���>�.0�$��%`m���*Q1�jn,�_m����>�.0�����%POY[�;����_^����_Q1O9��%��;]�%90'�:<����)Y[%�!E��^9���_Q1 �Y[%@0��i�;����in\�Im��$���.0�����%PO��o!e0��i��)*�S):'"�'5*0)�J%�����.Op�W%�*Qq):��+4rs������<��(Qi�o0��T0����$)h%��������)��o0�)h5*'%>0����"t%�����1�$)h����)<�"$�IK�'�g ZY[%T0���@�4��hY[�b�.���^�����Q1O�Qi��'%W0������):'�H)*"$*5*0�)Z��%�����.O�0���i5'����*)<e��%�����%��au�Y:^J���b�.��f��)):���_Qi%M�$%@0���,�$�;����i"��IK�����0Sm���*Q1 �Y[%b0��\�@�4��\]�%>0�*�<��:�$)Y[%4!E��^����_Q1O-�.!G0'�H0���,��)*�5*"$�$5A&9)/�U%������O�0��?5'���:�'):<=��%����$%��v*%90'�:<����)w�$%�!E���:�b�c0��$��%x��!X�.%y����>��%��$zI�c0��$��%P{|)+����%�5A��*);��%U0�����)@�:'������%}�$)X):���_Qi%~�$%U0��7*%>0�'�:<����)/�$%�!E����;�.0�����%Vm��$6Q1Oh��%���0��

Page 188: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ > �

WJI=P9@FEHGJILKR\]ICUVEHsO<qtRBD@CKRPdsR<?\w@FBD<¯sRGXQLsOWXGXQCs�ED<9N�GJK�EDsR<(GXZ[@CQL<�WX@*`CILbOE�_fGX<mkxg���s�bR\?n�@NR<?P9GJ\DGXICK�Zw@�`/t�<xZw@FNR<vtA@C\^<9N¯ILK�EHsR<Y@Ct�I*_L<xGXKOU�ICBDZ[@FEHGJILKrg²}zWX\^IRnR<9@CPds¯_fGJ<?k sR@C\�GJED\I*k6K W�@�`LICbOEY@CKRN W�@�`CILbOEY@CN�u^bO\^EHZ:<9KpExIL>�<9BD@FEHGJILKR\?g]­AILB <��R@FZ[>RWJ<Cn©EDsR<«GXZ[@CQL<cW�@�`LILb=E_fGX<mk \^sRILbRWJN�>RB^I*_=GJNR<«\DILZ:<�U�bRKRPmEHGXICKR\vIL>�<9BH@�EHGXKOQ¯ICK�GSEH\vNRGJ\D>RWX@*`C<9N�GXZ[@CQL<Cn©\DbRPdsT@C\V?I=ILZ�� GJK�@CKRN V?I=ILZ�� ICbOE�IL>�<9BD@FEHGJILKR\ªU�ILB�GJZw@CQC<z_fGX<?k6GJKRQRg��sR<YQLBD@C>Rs¯KA@�_=GJQp@FEDGXILK/_fGX<mk Z[@CGXKpEd@FGXKR\lEDsR<YbR\D<?B � \zILB^GX<9KpEH@FEHGJILK/U�ILBj�x�y;�GXZ[@CQL<x@FKRN<?K�ED<9B^>RBDGJ\D<�GXK=U�ILBDZ[@FEHGJILKi<m�=>RWXICBH@FEDGXILK�@FKRN�GJE]@CWX\^I#BD<9NObRP9<?\«EDsR</P?ILQLKRGSEHGJ_C</<?��ILByE�BD<����bRGJBD<9N(EHI[BD<?P9ILQLKOG V9<vEDsR<cPdsR@CKRQL<cICU®_fGX<mk6\9g���sRGJ\6GX\6NRILKR<Ytp`¯P9ILKRKO<9P?EDGXKRQ[\DbRP?P9<?\D\DGS_L<NRGJ\D>RWX@�`=\6ICU�EHsR<Y\DbOtR\D<mEvICU®EDsR<YQLBH@C>Oso@CKONotp`(\DZ:I=IFEHsRWS`�\^kl@C>R>RGJKRQ[EDsR<YNRGX\^>RW�@�`f\�_=GX@@CKOGXZ[@FEHGJILKrg«� KTICEDsR<9Bxk�ILBDNR\?n1@(\DbRt=� QLBH@F>RsTGJ\cPdsA@FKRQL<9N�\DZ:I=IFEHsRWS`³EHIq@CKRICEDsR<9BY\DbOt=�QLBD@C>Rs�NRbOBDGXKOQ³EHsR<�bR\^<9B � \«KA@�_fGXQp@�EHGXICKrg ��sRGX\�PdsA@FKRQL<�U�BDILZ ILKR<�\^bRtR\^<?E«EHIi@CKRIFEHsR<?B\^sRILbRWJNo>RB^<9\D<?B^_C<|EHsR<cbR\D<?B � \zZ:<9KpEd@FW�Z[@C>T¢ � �²� £ µ ¤¥n®¢ � �²� £ ¶ ¤-U�ILBz�v�y;¯GXZ[@CQL<vKR@*_fG �Qp@�EHGXICKrg-��sR<�KA@�_fGXQp@FEDGXILKYQLBD@C>Rs]GJ\®tA@C\^<9N«ILK|EDsR<ªWJGXKRevNRGJBD<?P?EHGJILK|t�<?E k�<9<?K:EDsR<ª\^<9WX<?P?ED<9NKRIfNR<|@CKRN³EHsO<|P9<?KpEHBH@FW8KRIfNR<Cgz��<]sA@�_C<]NR<?_C<9WJIL>�<?Ni@wNO`fKA@CZ:GXPcZ[<mEHsRIfNoILK#<��fEH<9KON=�GJKRQ|EHsO< Al�y� ;6}"�{h Z:I=NO<9W1¢ � � £ ¶ ¤©U�ICB6�x�y;wGJZw@FQL<zKA@�_fGXQL@FEHGJILK/@CKON�QLGJ_fGXKOQ�@|U�ILBDZ[@CW\^>�<?P9GJ±RP�@FEDGXILK³U�ILBjEHsR<�QLBD@C>Rs#\yEHBDbOP?EHbOBD<Cg|��sR<«NO`fKA@CZ:GXP]WJGXKRe�@CQL<cZ[<?PdsA@CKRGJ\DZ P�@CK#t�<\^<?E]bO>�@CZ:ILKRQqEDsR<wWJILQLGJP�@CW1>A@FB^E]IFUªEHsR<[Z[IfNR<?W¬n1�v�y;�@FtR\^EDBH@CPmE�ILtfu^<?P?E]GJZw@FQL<:@CBD<9@C\@CKON(EDsR<9GJB�P9ILKOKR<9PmEHGXICKR\9n�@CKRN(<?K�ED<9B^>RBDGJ\D<YGXKOU�ILB^Zw@�EHGXICKrg

&('�� 6 2:,#5�7�4 ?8792:,

}jK�<ma[P?GX<?K�E[Z:<?EHsOI=N�GX\�NR<m_L<?WXIL>�<9N�EHIi\D<9>R@CBH@FED<o@FKRN�B^<9P?ILQLKRGWV9<¯ILtfu^<9PmEwGJZw@FQL<9\]GJKNRIfP9bOZ[<?K�E¯@FKRN �x�y; GJZw@CQC<9\9g AlILWJILBwGJZw@CQC<9\�@CB^<#\D<?>A@CBH@�EH<9N�tp`�P?ILWXILBwBD<9NObRP?EDGXILKrg� @�`L<?B�GXZ[@CQL<9\l@CBD<v<��fEHBH@FP?EH<?NrnREHsO< BD<?W�@FED<9N�tRGJKA@CB^`wGXZ[@CQL<?\ª@CB^<zU�ILbRKRN©g1}jU EH<?B6@]\D<?BDGX<?\ICU�>RB^<9>RB^I=P?<9\^\DGXKOQo>RB^I=P?<9NRbRB^<9\?n²EDsR<«\D<9B^GX<?\YIFU�\yEHB^bRP?EDbRBH@CW{>�ILGXKpED\vICUlP?ILKpEHILbOBD\xP�@CK t�<NR<mEH<?BDZ:GXKR<?Nrn6@CKRN�EDsR<9K�GSEH\:\DsA@F>�<³GJ\[B^<9P?ILQLKRGWV9<9N©g }z\:EHsR<³ICtfu^<9PmE�GXZ[@CQL<(ICUxP?ILWXILBNRIfP9bOZ[<?K�E�@CKRN��x�y;TGJZw@FQL<9\]P9@CK�P9ICKR\DGJ\^E«ICUVILKR<�P?ILWXICB9n8EHsO<�ILtfu^<9PmE«GXZ[@CQL<[P�@CK�t�<NR<mEH<?BDZ:GXKR<?NwtA@C\^<9N�ILKw>RBDGJILB�GJKOU�ILB^Zw@FEDGXILK«\^bRPds¯@C\lGSEH\�<9Kp_fGXBDICKRZ[<?KpE�P9ILKONRGJEDGXILKrn�P?ILWXILB@CKON¯B^<9P?ILQLKRGWV9<9N¯BD<?\DbRWSEVICU®ICtfu^<9PmEjGJZw@FQL< \DsR@C>�<Fg��<1sA@�_L<{NR<m_L<9WJIL>�<9NxNO`fKA@CZ:GXP1Z:<?EDsRI=NO\©U�ILB©EDsR<{P9ILZ:Z]bRKRGJP�@FEDGXILKO\©@CZ:ILKRQ�\^bRt=� QLBH@C>OsR\9n

Page 189: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ > ·

�v�y; GJZw@FQL<�_=GJ<?k6\c@CKRN�<9KpEH<?BD>RB^GX\D<[GXKOU�ICBDZ[@FEHGJILK³U�ILBc@¯\^>�<?P9GJ±RP/@C>R>OWXGXP9@FEHGJILKrg:} \^GJED<@CKON�GSEH\«\DbRB^BDILbOKRNRGXKOQTBD<?QLGXICK�\^G V?<qP9@CK�t�<q\^<9WJ<9P?ED<9N�@CKRN�PdsR@CKRQL<?N�GXK�EH<?BDZ:\[IFU <9Kf�ED<9BD>OBDGX\^<|\yEHBH@�EH<9QF`Lgv} NO`fKA@FZ[GJP|W�@�`CILbOEv@FKRN#KA@�_fGXQp@FEDGXILK¯U�ILB �1KpEH<?BD>RB^GX\^<:�x<?ILQLBH@F>RsRGXP� KOU�ICBDZ[@FEHGJILKM;�`=\yEH<?Z�GJ\|QLGS_L<9KTtA@C\D<?N�ILKTEDsR<wKA@�_fGXQL@FEHGJILKTQLBD@C>RsTk6sOGXPdsMP?ILKR\DGJ\^ED\]ICUILt�u^<9P?ExGJZw@FQL<9\z@CKRN#EHsRB^<9<�bRKONR<9B^WJ`fGXKRQ/_fGJ<?k6\:�¥@/QCBH@C>Rs#KR@*_fGJQp@FEHGJILKo_fGX<mkxn-@CK#GXZ[@CQL<WX@*`CILbOE�_fGX<mkxn¡@CKRNq@CK(<9KpEH<?BD>RB^GX\^<cGJKOU�ILBDZ[@FEDGXILK:_=GJ<?kj��g���sO<cZ:<?EDsRI=N(P9@CKqt�<vbR\^<9NqU�ICB@CKp`�\^>�<?P9GX@CW�ILtfu^<?P?EVNR<9P?GX\^GXILK�k6sRGJPdsqGJ\�BD<9WX@FEH<?N¯EDI:@[�v�y;�\^`f\^ED<9Z�GJU²EHsO<9BD<Y@CB^<xILtfu^<9PmEGJZw@CQC<9\ªGJK(EDsR<c�x�y;/Z[@C>rg

Page 190: Processing and recognition of document and GIS images

����������� �����������������������������������! "���#�������$��%&����'���(�*)+�, "�-� µ > .

­®GJQLbRB^<!0Og µ 0 2 ��sR<YNO`fKA@CZ:GXPvWX@*`CILbOEV@CKONqKA@�_fGXQL@FEHGJILK�ICU�NR<9P?GX\DGJILK(>RBDIfP9<?\D\^GXKRQRg

Page 191: Processing and recognition of document and GIS images

� � ��� ���� �

� � � � ��� %������ � � � � � ��� �M� �����

�('*) 6 2:,#5�7�4 ?8792:,

� K�EHsRGJ\�EHsR<?\DGX\?n�k�<osA@�_C<qGJK�_C<9\yEHGXQL@FEH<?N @ KfbOZ]t�<?B«ICU >RB^ILtRWJ<9Z:\:GJK�>RBDIfP9<?\D\DGJKRQM@FKRNB^<9P9ICQLKRGJEDGXILKYGXKYNRIfP9bRZ:<9KpE8@CKRN«�v�y;YGJZw@CQC<9\ 2 GJZw@FQL<{\DZ:I=ICEDsRGXKOQRn*±AWXWJGXKRQRn´WJGXKR<9@CBDGWV�@FEDGXILK@CKON�<��=EDBH@CPmEHGJILKTICUlP9ILKpEDILbRBcU�<9@FEHbOBD<9\?n®<��=EDBH@CPmEHGJILK�IFU�\^EDBDbRPmEHbRBD@CW{>�ILGJKpEH\9n²\D<?>A@CBD@FEHGJILK@CKON�BD<9P?ILQLKRGSEHGJILK�ICU²\D>RbOBDGXICbR\�\D<?QLZ[<?KpEH\6GXK�sA@FKRNOk6BDGSEDED<9K(NRGXQCGJEH\?n=B^<9P?ILKR\^EDBDbRPmEHGJILKo@FKRNB^<9P9ICQLKRGJEDGXILK�IFU8tRB^ILeC<?KoNRGJQLGJED\9nR\^<9>A@CBD@FEHGJILKq@CKRN¯BD<9P?ILQLKRGSEHGJILK�ICU8P?ILWXICB�NRI=P?bRZ:<9KpE @FKRN�v�y;/GXZ[@CQL<9\?g� K AlsA@F>OEH<?B �=n�KR<?k�\DZ:IfICEHsRGJKRQ[ED<9PdsRKOGX��bR<9\c@CB^<]NR<?_C<9WJIL>�<?N#EHI�\DZ:IfICEHs#P?ILKpEHILbRB^\vICUGJZw@CQC<9\9g-��sR<�\D>ObRBDGJILbR\->RGS�=<?WX\���>�ILGJK�ED\d�rICUOP9ILKpEHICbRBD\-GXKYGXZ[@CQL<?\rP�@FK|t�<�B^<9Z:I*_L<9NctA@C\^<9NILK�EDsR<6\^EHB^bRP?EDbRBH@FW�>R@FEDED<9BDKO\�IFU©NRGS�©<?BD<?KRP9<6P9IfNR<?\l@CKON[ICU�\D>ObRBDGJILbR\{>�ICGXKpE{QLBDICbR>R\9g®��sR<@CWJQLILB^GJEHsOZ�P9@CK�WJ<?E«EHsO<q@FtR\^EDBH@CPmE[_F@CWJbR<�ICU NOGJ��<9BD<?KRP9<¯P9IfNR<?\[t�<?E k�<9<?K KR<9GJQLs�t�ICBDGXKOQ>�ILGXKpED\�t�<xWX<?\D\ªEDsA@CK �=g1��sRGX\6Z[@CeC<?\�EHsR<xWXGJKR<�@FBDG V9@FEHGJILKwIFU8P9ICK�EDILbRB^\V>�IL\^\DGXtOWX<Cg}jWX\DIOnz\DeF<9WJ<?EHICKR\qIFU|GJZw@CQC<³P�@CK t�<i\^Z[IfICEDsR<9N tA@C\^<9N ILK EDsR< \^EDBDbRPmEHbRBD@CWx>A@FEDED<9B^KR\ICU�\DeF<9WJ<?EHICK�\^Z[IfICEHsOGXKRQRnr@CKRN \DILZ:<«\D>RbOBDGXICbR\v>�ICGXKpEH\vGJK EDsR<«\DeF<9WX<mEHILK�@CB^<:B^<9Z:I*_L<9N©g=ª@F\D<9NwILKwEHsO<zKR<mk @FWXQLILB^GJEDsRZqnFEHsR<z@CtR\^EDBH@CPmEl_F@CWJbR<jIFU�NRGJ��<9B^<9KRP?< t�<?E k�<9<9K(KR<?GXQLs�t�ILBy�GJKRQ Py<9KRN1Ro@CKRN(P u^bRKRPmEHGXICK1Rq>�ILGJK�ED\cGJ\cWJ<9\^\YEDsA@CK �fg¯;=Z[IfICEDsR<9Ni\DeF<9WX<mEHILKTP�@CKMZ[@CeF<EDsR<x<m�fEHBD@CP?EDGXILK(ICU�\DeF<9WX<mEHILK¯U�<�@FEDbRBD<?\6>�IL\^\DGJtRWX<Fg� K AlsA@C>OED<9B · n®@qKR<mk ±AWXWJGXKRQ¯@CWJQLILBDGSEHsRZ ICU�P?ILKpEHILbRB^\9n1>RB^I�u^<9PmE|±AWJWXGJKRQRn-GX\YNR<9\^P9B^GXt�<9N

µ > ¶

Page 192: Processing and recognition of document and GIS images

������������� � ����� ��'��@� ����������� %�� �������O�"�� µ > 8

tA@F\D<9NoILK³P9ICK�_C<m�#@CKRNoP?ILKRP9@*_C<�\^EDBDbRPmEHbRBD@CW�>�ILGJK�ED\9g =�`¯EHsRGJ\jZ:<?EDsRIfNrn�@CKp`oP?ILKpEHILbRB^\ICU{GJZw@FQL<9\jP�@CK t�<|±AWXWJ<9N#P?ILBDB^<9P?EDWJ`CnrGXKRP?WXbRNOGXKRQ:EHsR<�P?ILKpEHILbRB^\vICU�\DILZ:<]GJZw@CQC<9\jk6sOGXPdsP9@CKRKRICE6t�<v±AWXWJ<9N(tp`�ICEDsR<9BV@CWJQLILBDGSEHsRZ:\v¢7�®@�_ 06��¤¥n²¢7= ¦ £ · ¤¥n-¢ ;fsA@30L¨F¤²@FKRNM¢ ��b 0L£F¤¥g� K AlsR@C>OEH<?B . n�KR<?k�@CKRN#<ma:P9GX<?KpEx@CWXQCILBDGSEHsRZ:\V@Ct�ICbOEzWJGXKR<9@CBDGWV�@FEDGXILK¯@CKON³U�<�@FEDbRBD<c<m���EDBH@CPmEHGXICKTICU6\^Z[IfICEHsO<9N�P9ICK�EDILbRB^\�@CBD<wNRGX\^P9bR\^\D<9N©g�} \D<9B^GX<?\�ICU6WXGJKR<�@CB^G V?<9NTWJGXKR<?\|GJK�@P?ILKpEHILbRB|GX\cU�ICBDZ:<9NMtA@F\D<9N�ILK�<?WX<?Z[<?K�E]PdsA@CGXKTP9IfNR<9\]k6sRGJPds�@CBD<[U�ILbRKRN�GJKTEH<?BDZ:\]ICUNRGS�©<?BD<?KRP9<[PdsA@CGXKTP9IfNR<9\?g³��sR</P?bRB^_F@FEDbRBD<�@FKRNMt�<9KRN�@CKOQLWX<?\cICU6WJGXKR<9@CBDGWV9<?N�WJGXKR<?\]@CB^<U�ILbOKRNrgw��sO<wP9ICK�_C<m�=GJE `�@CKONTP9ICKRP�@�_fGJE `iICUlt�<?KRNM@CKOQLWX<?\c@FBD<:NR<?ED<9BDZ:GXKO<9Nrg[��sR<wWJGXK=�<9@CBDGSE `:@CKRNwWJGXKR<VP9ICK�_C<m�=GJE `w@CKRNwP9ILKRP9@�_=GSE `:ICU�WXGJKR<�@FBDG V?<9N:WXGJKR<9\�@CB^<zNR<?\DP9B^GXt�<9Nrg1� K[EHsRGJ\kl@�`Lnª@#\^<9BDGJ<9\«ICUjNR<9\^P9B^GX>OEDGXILK�U�<�@FEDbRBD<?\«ICUzP?ILKpEHILbOBD\«GX\]U�ILB^Z[<?Nrn�tRbOE«EHsR<(\^<9BDGJ<9\«\D<mEICU²NR<?\DP?BDGX>=EHGXICK/U�<�@FEDbRBD<?\�P�@CKRKOICE6t�< U�ICBDZ:<9N�tp`/ICEDsR<9B�Z:<?EDsRIfNR\ªICU²WXGJKR<�@FBDG V9@FEHGJILK/@FKRNU�<9@FEHbRB^<v<m�fEHBD@CP?EDGXILKT¢7=��{£L¨F¤¥n²¢ ;Oh =ª£ · ¤¥nT¢ ­!?vhz£6>´¤¬g� K AlsA@C>=EH<9B ¶ n=EHsR<v\yEHBDbOP?EHbOBH@CW�>�ILGXKpED\�@CBD<v>OBDIL>�IL\D<?Nrg�;fEHB^bRP?EDbRBH@FW�>�ILGJKpEH\�@CB^<vNR<?±RKR<9NEDI|NR<?\DP9B^GXt�<zZ:ILBD>OsRILWXICQLGXP9@CWR\^EDBDbRPmEHbRB^<9\�t�<?E k�<9<?K¯KO<9GXQCsft�ILB^GXKRQYWXGJKR<�@CB^G V?<9N:WXGXKO<9\�@CWXILKOQP?ILKpEHILbRB^\9g��®�fEHBH@FP?EHGJILK(ICU�\^EHB^bRP?EDbRBH@FW�>�ILGJKpEH\ªGJ\�tA@C\D<?NqICK¯\yEHB^bRP?EDbRBH@CW�>R@FEDED<9BDKO\6k6sOGXPds@CB^<vNR<?ED<9B^Z[GJKR<9N¯tp`�<9WJ<9Z:<9KpE6PdsA@CGJKqP?I=NR<?\9g}jKRICEHsO<9B�KR<mk E `f>�<YIFU�\yEHB^bRP?EDbRBH@CW�>�ILGJK�ED\�@CB^<vNR<?±AKO<9N¯tA@C\D<?NqICK�\^EHB^bRP?EDbRBH@FW�>A@FEDED<9B^KR\k6sRGJPds#@CB^<|NR<mEH<9B^Z[GJKR<9Not�`o@[KO<?kP9ILKOP9<9>=E�nr<��=ED<9KR\^GXILK ­AB^<9<9Z[@CKqP9IfNR<���t�<?GXKRQ/B^<�@CW��mg� GXKO<�@CB^G V9<?N�WXGXKO<9\�P�@FK�t�<¯Z:<9B^QL<9N�ILB«\D>OWXGJE]tA@C\D<?N�ILK�EHsO<9GXB«WJGXKR<9@CBDGSE `M@CKON�EDsR<qWJGXKR<WJ<9KRQCEDsM��P9ILKpEDBDGXtObOEHGJILK�EHI[EDsR<Y\DsA@C>�<YICU1@:P9ILKpEHICbRBd��gª��sRGX\6E `f>�<YICU1\yEHB^bRP?EDbRBH@CW->�ILGXKpED\GJ\�sR<9bRB^GX\yEHGXPx@FKRNqP9@CK¯t�<xPdsA@CKOQL<9N¯tA@C\^<9NoICK¯EDsR<x\D<9WJ<9PmEHGXICK¯IFU�EDsRBD<?\DsRILWJNrg�;fEHB^bRP?EDbRBH@FW>�ILGXKpED\�P�@CK¯t�<vbO\D<9N¯EHI«NR<?\DP9B^GXt�<cP?ILKpEHILbOBD\V@CKRN¯BD<?P9ILQLKOG V9< EDsR<x\DsA@F>�<YICU�P9ILKpEHICbRBD\?g� K AlsA@C>OED<9B 8 nC@6KR<mk�Z[<mEHsRIfNcGJ\-NR<?_C<9WXIC>�<?NcEHIj@CKA@FWJ`�V9<FnCBD<?P9ILQCKRG V?<�@FKRN|\^<9>A@CBD@FEH<�\D>Ob=�B^GXILbR\{\^<9QLZ:<9KpEH\�ICU©sA@CKRNOk6B^GJE^EH<9K[NRGXQCGJEH\1GJK[NOI=P?bRZ[<?KpEl>RB^I=P?<9\^\DGXKOQ|\^`f\yEH<9Z:\9g1��sR<mEHsR<?B@CK«@FN�u^bRKRPmEHGJ_C<ª\D<?QLZ:<9KpE{GX\8\^>RbRB^GXILbR\®GX\8tA@F\D<9N«ILK�NO<9P9GJ\DGJILK]\^EDBDbRPmEHbRBD@CWR>A@�EDEH<?BDKR\8k6sOGXPds@CB^<xNR<?ED<9BDZ:GXKO<9N¯t�`�EDsR<x\DsA@F>�<YBD<?P9ILQLKOGJEHGJILK�ICU�EHsR<xZ[@CGXK¯@CKRNq@CN�u^bOKRP?EDGJ_L<x\^<9QLZ:<9KpEH\?nEDsR<xQL<9ILZ:<?EDBDGJP�@CWrWJI=P9@FEHGJILK�ICU�EHsR<YZw@FGXK¯@CKRNq@CN�u^bRKOP?EHGS_L<Y\D<?QLZ[<?KpEH\9n¡EHsO<YB^<9WX@FEHGJILK(t�<��E k�<9<?KoEHsR<cZw@FGXK(\D<?QLZ[<?KpEv@CKRNo@CN�u^bRKOP?EHGS_L<Y\D<?QLZ[<?KpE tA@C\^<9N³ICK¯EDsR<|\^sA@C>�<c\yEHBDbOP?EHbOBD<ICUª@¯NOGXQLGSE�nrEHsO<[QL<?ILZ:<?EHB^GXP9@CW1>RBDIC>�<?B^E ` ICUl\D<9QCZ[<?K�ED\9n®@CKRN�EDsR<:<m�fEH<?KRNRGXKOQoBD<?\DbRWSEH\YICU\^<9QLZ:<9KpEH\?g8��sR<?\D<6<?a:P9GJ<9KpE�@CWJQLILBDGSEHsRZ:\-GXZ:>RBDI*_C<lEHsR<���bA@FWXGJE `YICU¡EDsR<�GXKR>ObOE8GJZw@CQC<9\�U�ICB

Page 193: Processing and recognition of document and GIS images

������������� � ����� ��'��@� ����������� %�� �������O�"�� µ > >

@CWJW©P?W�@C\^\DGJ±R<9BD\?n¡@CKRN¯<9KRsR@CKRP9<YBD<?P9ILQCKRGJEDGXILK�BD@FEH<vICU�P9WX@C\D\^GJ±A<?BD\6tp`�<m�=>�<9B^GXZ:<9KpEVBD<9\^bRWJED\9g� K AlsA@C>=EH<9B�>=n�@vKR<mk�@CKON:<ma:P9GX<?KpE�Z:<?EDsRIfN:IFU�B^<9P?ILKR\^EDBDbRPmEHGJKRQ|@FKRN«BD<9P?ILQLKRGWV9GJKRQvtRBDI��eF<9K/sA@FKRNOk6BDGSEDED<9KwNOGXQLGSEH\{GX\{NR<m_L<9WJIL>�<9N/tA@F\D<9NwILK[EDsR<9GJB�Z:ILB^>RsRILWJILQLGXP9@CWO\yEHB^bRP?EDbRBD<v@FKRN\^eC<9WJ<?EDILKrg{��sR<v>RB^<9\D<?WX<?P?EH<?NqtOBDILeF<9K(>�ICGXKpEH\�@FBD< Z[@CNR< tR@C\D<?N¯Z:GXKOGXZ]bRZ�NOGX\^EH@CKRP?<vt�<��E k�<9<?Ki\^eC<?WX<?EDILKR\vICU{KO<9GXQCsft�ILB^GXKRQ[\D<9QCZ[<?K�ED\9g AlILB^BD<9PmEHGJILK³BDbOWX<9\zICU{\DILZ:<|>OBD<9\^<9WJ<9P?ED<9NtRB^ILeC<?Ko>�ILGXKpED\j@FBD<xP9ILKO\^EHB^bRP?ED<9N³tR@C\D<?NoILK(EHsR<Y\DsR@C>�<YBD<?P9ILQCKRGJEDGXILK¯@CKRN(EHsO<cQL<?ILZ:<?E^�B^GXP�@FWVWJI=P9@FEHGJILK�ICUvEHsO<oKR<?GXQLs�t�ILBDGJKRQT\^<9QLZ:<9KpEH\?n�EHsR<qBD<9WX@FEHGJILK�t�<mE kl<?<9K�KR<9GJQLs�t�ICBDGXKOQ\^<9QLZ:<9KpEH\?nREHsR<x\^sA@C>�<Y\yEHB^bRP?EDbRBD<YICU®@«NOGXQLGSE�n�EHsR<xQL<?ILZ[<mEHB^GXP�@FW©>RB^IL>�<?B^E `(ICU²\^<9QLZ:<9KpEH\?n@CKON(EDsR<x<m�fEH<?KRNRGJKRQwB^<9\DbOWJEH\6ICU�\D<?QLZ:<9KpEH\?g���sR<Y@CWJQLILB^GJEHsOZ GJ\�Z[ILB^<v<?a:P9GJ<9KpEVt�<?P�@CbO\D<GSEwKRIFEwILKOWJ`�bR\D<?\/\DICZ[<¯U�<�@FEDbRBD<?\/\DbRPds�@F\wQL<?ILZ[<mEHBy`�@FKRN \^EDBDILeF<#<m�fEH<?KR\DGJILK GJKOU�ILBy�Z[@FEHGJILKrn¡tRbOEv@CWX\^I/bR\D<?\ EHsR<|Z[ILB^>RsRILWJILQLGJP�@CW�\yEHBDbOP?EHbOBD<�@CKON#\DeC<?WX<mEHILK GXK=U�ILBDZ[@FEHGJILK(ICUtRB^ILeC<?KqNOGXQLGSEH\9g1��sO<9BD<mU�ILBD<Fn¡tA@C\D<?NqICK¯EDsRGX\�Z:<?EDsRI=N(t�ICEHs¯\DZ[@CWJWr@CKRN¯W�@FBDQL<zEDBDbR<xQp@F>R\ICU�tRB^ILeC<?KqNRGJQLGJED\6@CBD<vWJGXKReF<9NrnOtRbOE6EHsR<xKRICBDZ[@CWrQp@C>O\VIFU®tRB^ILeC<?KqNOGXQLGSEH\6@CB^<vKRICE�g}jWX\DIOnFE k�IYZ:<?EDsRIfNR\8ICU¡B^<9P9ICQLKRG V?GXKRQzsA@CKRNOk6B^GJE^EH<9K�NOGXQLGSEH\�@CBD<ªNOGX\DP?bR\D\^<9Nrg0C KR<lZ[<mEHsRIfNP?ILZ]tRGJKR<9\²EHsR<ªB^<9P?ILKR\^EDBDbRPmEHGJILK�ICU�sA@CKRN=k6BDGJE^EH<?K]NRGXQCGJEH\®@CKRN C ��� AzgL}jKRICEHsO<9B8B^<9P9ICQLKRGS�EDGXILK/Z:<?EDsRIfN�ICU²sA@CKRNOk6B^GJE^EH<9K(NRGJQLGJED\ªGX\ltA@C\D<?N(ILK¯@CWXW�>�IL\^\DGJtRWX< Z:ILB^>RsRILWJILQLGXP9@CWA\^EDBDbRP��EDbRBD<?\]ICUVsA@CKRN=k6BDGJE^EH<?K�NRGXQLGSEH\?g#�®�O>�<9B^GXZ:<9KpEH\]k6GSEHsMWX@CBDQC<wK�bRZ]t�<9B^\�ICU�EH<?\^EHGJKRQ#NA@FEH@\^sRI*k \H@�EHGX\yU�@CP?EDILB^`/BD<9\^bRWJED\�U�ILBªEHsR<?\D<c@CWXQCILBDGSEHsRZ:\9g� K AlsA@C>OED<9B�0On�\D<?>A@CBD@FEHGJILK:@CKRN:BD<9P?ILQLKRGSEHGJILK�ICU�P9ILWJILB1NRIfP9bRZ:<9KpE�@CKRNw�x�y;]GJZw@CQC<9\{@CB^<NRGJ\DP?bR\D\^<9Nrg�BV\DbA@FWXWJ`jEHsR<?BD<�@CBD<�KRIVZ[ICBD<1P9ICZ[>RWJGXP9@FEH<?NYP?ILWXICB�GXZ[@CQL<9\?n�@CKRN|P?ILWXICB�GXZ[@CQL<9\P9@CK]t�<lNR<?\DP9B^GXt�<9N]tp`cWXGJZ[GSEH<9NxK�bRZ]t�<9B�ICUAP?ILWXILB^\®GJK|P9ICWXILB-NRIfP9bRZ:<9KpE8@CKRN«�v�y;cGXZ[@CQL<?\9g��sR<?BD<mU�ILBD<Fn�\^<9>A@CBD@FEHGJILK�ICUVP9ICWXILB]GJZw@FQL<wGJ\�NRILKR<�tp`MP?ILWXICB]BD<?NRbRP?EDGXILK�Z:<?EDsRI=N©n�@FKRNB^<9P9ICQLKRGJEDGXILKYICU¡ILt�u^<9P?E{GJZw@FQL<9\²GX\�tA@C\D<?N�ILK]\yEHBDbOP?EHbOBD<�>A@FE^EH<?BDKR\?np>RBDGJILB�e�KRI*k6WJ<9NRQL<6@FKRNP?ILWXILB1GJKOU�ILB^Zw@FEDGXILK©g²� E�P9@CKwt�<6\D<9<?KwEHsR@FE�\D>�<9P9GS±APVGXKOU�ILB^Zw@�EHGXICK]\DsRICbRWXN:t�<VP9ICKR\DGJNR<9B^<9NGJK�Zw@CKp`w>RBH@CPmEHGJP�@CW�>RBDILtOWX<9Z:\lEDI«@CPdsRGX<m_L<xt�<?EDED<9B6>RB^I=P?<9\D\^GXKRQ«B^<9\DbOWJEH\?g{��sR<v<m�fEHBD@CP?ED<9NILt�u^<9P?E�GXZ[@CQL<?\1P�@CK[t�<6bR\^<9N/GJK[N=`=KR@CZ[GJP�W�@�`LICbOEª@FN�u^bR\^EDZ[<?KpEl@FKRNwKA@�_fGXQL@FEHGJILK«ICU-�v�y;\y`=\yEH<?ZqnAILt�u^<9P?EVEHBD@CP9GJKRQ�ICU�P9WJILbRN¯@FEHWX@C\9nR@CKRN¯BD<?EDBDGJ<?_F@CWrICU�NRIfP9bRZ:<9KpE6k�<9toNR@FEd@CtR@C\D<Fg

Page 194: Processing and recognition of document and GIS images

������������� � ����� ��'��@� ����������� %�� �������O�"�� µ > 0

�('54 �¯4o.84#0�> � 2:0��

� K«EHsRGJ\8EHsR<?\DGJ\9n�\DILZ:<6KR<?k�@CKRN«<?a:P9GJ<9KpE�Z[<mEHsRIfNR\�@CKRN:@CWJQLILBDGSEHsRZ:\8ILK�EDsR<6>RBDIfP9<?\D\DGJKRQ@CKON#BD<9P?ILQLKRGSEHGJILK³ICU�NRIfP9bRZ:<9KpEY@CKONT�v�y;oGXZ[@CQL<?\ sA@�_L<«t�<9<?KiNO<?_L<?WXIL>�<9N©n�@FKRN#\H@FEDGX\°�U�@CPmEHILBy`w<��=>�<?BDGXZ:<9KpE�B^<9\^bRWJED\�sA@�_L<xt�<?<9K(BD<9@CPdsR<?NrglhVI*kl<m_L<9B?nAEHsR<?BD<x@CB^< \DILZ:<zU�bRByEHsR<?BB^<9\D<9@CBDPds¯klICBDe�\VEDI«t�<xNRILKO<c@F\6U�ICWXWXI*k6\ 2

� ;feC<9WJ<?EDILK @FKRN EHsRGJKRKRGJKRQ�@CBD<#GJZ[>�ILByEd@CKpE:U�ILB�NR<9\^P9B^GX>OEDGXILK�@CKON B^<9P?ILQLKRGSEHGXICK ICUtOGXKA@CBy`MGJZw@CQC<Cg ��sR<9B^<¯@CBD<�Z[@CKp`�@CWJQLILB^GJEHsOZ[\xEHI#<��=EDBH@CPmE:\DeC<?WX<mEHILK�ICUVtRGXKR@CB^`GJZw@FQL<9\M¢ }jN#= 0L£F¤¥n:¢�/A 0 . ¤¥n«¢ Aªhj£L¨F¤¥n:¢ � � £ . ¤¯¢7�®@�_ 0 8 ¤¥n:¢5=ª@FB 030F¤¥np@CKON ¢ ; � £ · ¤¥g� KMEDsRGX\xEHsO<9\DGJ\9n1\yEHBDbOP?EHbOBH@CW�>�ILGJKpEH\]@FBD<w>OBDIL>�IL\D<?Nrgo} KR<?k @CWJQLILB^GJEHsOZ GX\cbR\DGJKRQ\yEHB^bRP?EDbRBH@CWV>�ILGXKpEH\«EHI�<m�fEHBD@CP?Ew\DeF<9WX<mEHILKO\/ICUvtRGJKA@CBy`�GXZ[@CQL<9\?nª@CKON�GJE[GX\:@TKOILK>OGS�=<9W � tA@C\^<9N @CWJQLILBDGSEHsRZ¯g� EH\(Z[<?NRG�@FW @��=GX\�P9@CK t�<#U�ILbRKON tR@C\D<?N ILK @�\D<?BDGX<?\IFU]\^EDBDbRPmEHbRBD@CWv>�ILGXKpEH\(ICUcP9ICK�EDILbRB?g ��sR<?BD<mU�ILBD<Fn EHsR< <m�fEDBH@CPmEH<9N \DeF<9WX<mEHILKO\³@CB^<B^<9WX@FEH<?N¯k6GSEHs(\^EDBDbRPmEHbRBD@CW�>�ICGXKpEH\�k6sRGJPdsqP9@CKqNO<9\DP?BDGJt�<YZ[ICBD>RsRICWXILQLGJP�@CW¡\yEHBDbOP?EHbOBD<IFU®P?ILKpEHILbRB?n¡@CKRN(EHsR<?\D<Y\DeF<9WX<mEHILKO\jP9@CKqt�<vbR\^<9NqEDI«\D<9>R@CBH@FED<ctOGXKA@CBy`/GJZw@CQC<9\9g

� � K�EDsRGX\®EDsR<9\^GX\?nLE klIvE `f>�<?\{ICU�\^EHB^bRP?EDbRBH@FWR>�ICGXKpEH\1@FBD<ªNR<m±AKR<?Nw@CKON«U�ICbRKRNrg�� K«U�@FP?E�n\yEHB^bRP?EDbRBH@CW¡>�ILGXKpED\�P9@CK:t�<6NR<m±AKR<9Nw@CKRN«U�ILbRKRN[tA@C\^<9N:ILK[NOGJ��<9BD<?KpE�EDsRBD<?\DsRILWJNR\{ICUEDsR<ªWJGXKR<�WX<9KOQCEHs]IFU¡P9ILKpEHICbRBD\V��P9ILKpEHB^GXtRb=EHGXICK|EHI \^sA@C>�<�ICU¡P9ICK�EDILbRBH�mn�@CKRN|NRGJ��<9B^<9KpEB^<9QLGJILK�\DGWV9<#ICUY<��=ED<9KR\^GXILK ­ABD<?<9Z[@CK�P9IfNR<Cg~� K�EDsRGX\[EHsR<?\DGX\?njEDsR<³EHsRB^<9\^sRILWXN�GJ\P?ILKR\yEd@CKpE«� µ � 0p��@CKON¯EDsR<|B^<9QLGJILK(\DG V?<cGJ\j\^<?Ez@C\|� >=g ¶ � 0=n¡¨��°¨Og ¶ ��n²�¥¨ ¶ � µ g ¶ �mnrgSgSg�� 8 g ¶ �>fg ¶ ��g/��sR<?BD<?U�ICBD<Cn�\^EDBDbRPmEHbRBD@CW�>�ILGJK�ED\xP�@CK�t�<:GXKp_L<?\^EDGXQp@FED<9NiU�bRB^EDsR<9BYGXKiQLWXICtA@CWXWS`ICB�WXIfP�@CWJWJ`:tA@C\^<9NoICK¯NOGJ��<9BD<?KpEVEDsRBD<?\DsRICWXNR\V@CKRN¯BD<?QLGXICK¯\^G V?<Cg

� ;�EHBDbOP?EHbOBH@CW->�ILGXKpEH\6P9@CKqt�<xbR\D<?NoEHI«NR<?\DP?BDGXt�<c@CKRNoB^<9P?ILQLKRGWV9<vEHsR<x\^sA@C>�<cICU®P9ILKf�EDILbRB^\9gjhjI*kl<m_L<?B9nrNR<?\DP?BDGX>=EHGXICK³@CKRNqBD<?P9ILQLKOGJEHGJILK¯ICU1P9ICK�EDILbRB^\v@CBD<YKRICEjP9ICZ[>RWJ<?ED<EDI BD<9P?ILQLKRGWV9<�GJZw@CQC</\DsA@F>�<�GJK�\^ILZ:<�P�@C\^<9\9g C KR<�_F@CWJbA@CtRWJ<wBD<?\D<9@CBDPds�Z[<mEHsRIfNGJ\]KR<mk�\^sA@C>�<�BD<9P?ILQLKRGSEHGJILKTZ:<?EDsRI=NMk6sOGXPds�P9ICZ]tRGXKO<9\]\yEHBDbOP?EHbOBH@CWª>�ILGJK�ED\|k6GJEDs\^eC<?WX<?EDILKR\vICU{GJZw@FQL<9\?gj��sR<|Zw@CGJKo\^sA@C>�<]GX\jNR<?ED<9BDZ:GXKO<9N³tA@F\D<9N#ICK³EHsR<cKfbOZ]t�<?BIFU{>�ILGJKpE P u Rw@CKRNoEDsR<|WJ<9KRQFEHsoIFU1EHsR<c\DeC<?WX<mEHILK#\^<9QLZ:<9KpE�gj� Zw@FQL<cP?ILKpEHILbOB GX\VNRGS�_fGJNR<9N:GXKpEHIY@v\D<?BDGJ<9\{ICU�@FN�u^bRKRPmEHGJ_C<6\D<9QCZ[<?K�ED\{tA@C\D<?NwILK«EHsO<V\yEHB^bRP?EDbRBH@CWA>�ILGJK�ED\1ICU

Page 195: Processing and recognition of document and GIS images

������������� � ����� ��'��@� ����������� %�� �������O�"�� µ >C£

EDsR<�P9ICK�EDILbRB?g1�{@CPds:@CN�u^bRKRPmEHGS_L<�\D<?QLZ:<9KpE{P�@CK�t�<�P9ICKR\^EDBDbRPmEH<9N:@C\{@ tR@C\DGJPª\DsA@F>�<Fg� K[EHsR<j\DeC<?WX<mEHILKR\lICUrEHsO<9\D<ztA@C\DGJPz\^sA@C>�<9\9nfEHsR<?BD<v@FBD<VKRI Rmu^bRKOP?EHGJILK1Rc>�ILGJKpEH\9g®��sR<Z[@CGJK�@CKRN(@CWJW�tR@C\DGJP \DsA@F>�<?\�ICU-EHsR< GJZw@FQL<jP9@CK(t�<zbR\D<?N(EDI�NR<9\^P9B^GXt�<x@CKRN�BD<?P9ILQ��KOG V9<vEDsR<x\DsA@C>�<xICU²EHsR<xGXZ[@CQL<Fg

� � K@AlsA@C>OED<9B 0Onl\^<9>A@CBD@FEHGJILK�@CKRN�B^<9P?ILQLKRGSEHGXICK�ICUzP9ILWJILB«GXZ[@CQL<?\«@CBD<¯NRGX\^P9bR\^\D<?Nrg� K(ILB^NR<9B�EDI�\D<9>R@CBH@FED<xP9ILWJILBªGXZ[@CQL<?\9nfEHsR<vP?ILWXILBlBD<9NObRP?EDGXILK¯@CWJQLILBDGSEHsRZ ¢7��}v;=¨6��¤¥n¢7��;=} ¨C¨F¤�GX\cbR\D<?Nrn{k6sRGXPds�GJ\]Z]bRWSEHGS�¬EHsRB^<9\^sRILWXNOGXKRQT�z@CNA@F>OEHGS_L</P?ILWXILBcBD<?NRbRP?EDGXILKA�k6GSEHs]; Cv­ � KO<9bRBD@CW=KO<?E k�ILBDe¡g1­AILB-\D>�<9P?G�@CW�>RB^I=P?<9\^\DGXKOQRnC\^ILZ[<{>RB^GXILB-GJKOU�ILBDZ[@FEDGXILK��BD<?\^EHBD@CGXKO<9N�P9ICKRNRGJEDGXILKO\d��ICU¡ILtfu^<?P?E1GJZw@CQC<9\9nF\DbRPds«@F\®EHsR<lP9ILWJILB�IFU¡ILtfu^<9PmE1GXZ[@CQL<?\9nEDsR<9GJB�\yEHB^bRP?EDbRBD<j\DsA@C>�<Cnf<?EDPCgSn=\^sRILbRWJNwt�<jbO\D<9N[U�ILB�P?ILWXICB1BD<9NObRP?EDGXILK[GXK:NRI=P?bRZ:<9KpE@FKRNc�x�y; >RB^I=P?<9\D\^GXKRQ6\y`=\yEH<?Z[\?g®� KvEHsRGJ\rkª@�`Cn�EDsR<1BD<?\DbRWSE-ICUfP9ILWJILBrBD<?NRbRPmEHGXICKxk�ILbRWJNt�<xt�<mEDED<9B9g{��sR<?BD<mU�ILBD<Fn�ICKR<vbR\D<mU�bRW�U�bOEHbOBD<vklICBDe/GJ\6EDI�±AKRNq@«KO<?k @CWJQLILB^GJEHsOZ EDINOI[P?ILWXILBlBD<9NObRP?EDGXILK¯tA@C\^<9N¯ILKq\^ILZ:<v\D>�<9P9GX@CW-@CNRNOGJEHGJILKA@CW�GXK=U�ILBDZ[@FEHGJILKrg

Page 196: Processing and recognition of document and GIS images

� ��� �1���$������� ���

¢ }z}z£ · ¤ �dg�;�g � }jtRbRsA@FGXtA@(@CKRN �²g�}zsRZ:<Cg«­Ab1VSV?`#QLBD@C>Rs EHsR<?ILBD<mEHGJP«@C>R>RB^Ip@CPdsEHIMB^<9P?ILQLKRGWV9<qEDsR<oEDICEd@CWJWJ`�bOKRP9ILKO\^EHBD@CGXKO<9N�sA@CKONOk6BDGSEDEH<?K K�bRZ:<9BH@FWX\9g�������� ����������������������� n#� 8 2Jµ*·C·p¶ ��µ*·L¶ ¨On µ £L£ · g

¢ }"= 0 . ¤ �dg � g�}jKRNR<?BD\DICK�@CKRN"!Og�Azg�=l<SV9NR<?e�g AlbRBy_F@FEHbRB^<o@FKRN�EH@CKRQL<?K�EDG�@CWNR<SQR<9P?EDGXILK ICU�NRGJ\DP?BD<?ED<«@CBDP?\ 2 }~EHsR<?ILB^`otA@C\^<9N ILK³EHsO<�P9ILZ:Z]bOEH@FEHILBICUr\^P�@FE^EH<?B�Z[@FEDBDGS�]>A@CGJBD\{@CKRN:GJED\{@C>R>RWJGXP9@FEHGJILK|EHIx_L<?B^ED<m�:NR<mEH<9PmEHGJILK[GJK>RW�@FKA@CB \^sA@C>�<:NR@FEd@Og$#�%&%&%(' )��+*-,.�/������� ���01��2435,&6��7��8+, # ���9��3�35,5: n8�2 � > ��. ¨=n µ £30 . g

¢ }zN#= 0L£F¤ Azg{}zBDP?<9WJWXG�@CKON ��g{;O@CKOKRGJEDG�NRG =ª@´uD@Og�}$ILKR<�� >A@F\D\«E klIF� IL>�<9BH@�EHGXICK>RBDIfP9<?\D\1EHIzNR<?ED<9P?E1EDsR<ª\^eC<9WJ<?EH@CWR>RG �O<?WX\8ICK]EHsR< . � NRGJ\^Ed@FKRP9<�EHBH@FKR\^U�ILB^Zqg#�%&%&%;' )��+*-,<�������� ��=01��2435,>6��7��8+, # ���9��3�35, n µCµ32 .OµLµ���.Rµ#. n µ £ 0L£Og

¢ }"�0> >�¤ ­lg-}zWJG�@FKRNT�vg!�®@�_F@CWJGXNRGJ\9g(;f`fKA@�Ed@FEDGXP«BD<?P9ILQLKOGJEHGJILKiICUªsA@FKRNOk6BDGSEDED<9KK�bRZ[<?BH@CW¥g?#�%&%&%;' )��+*-,<@BA *��C,5:D6���+:FE.AG��� ��H, n#> 2�¶F· > �O¶/.Oµ n µ £ > >=g

¢7=ª@CB 030F¤ C]g =ª@CBDbOPdsrg � GXKR<ªEDsRGXKOKRGXKRQvtp`«WJGXKR<ªU�ILWJWXI*k6GXKOQRg �������� ��I��������������������J<������� K* n 8 2 � > µ�� � > 8 n µ £ 030Og

¢7=�A��x§r£ . ¤ !Og � g =lWXbR<Fnp��gF�vg Aª@CKRNO<9W�@=n6��g!OgL�vBDIFEHsR<?B9n ;xg AlsR<9WX@C>R>A@OnL@CKRN Azg � g��GXWX@CILKrg-�8_F@CWXbR@FEHGJILKwICU->R@FEDED<9BDK�P?W�@C\^\DGS±A<9B^\�U�ILB�±AKRQL<?BD>RB^GXKpE�@CKON�I=P?B@C>R>RWJGXP9@FEHGJILKR\9g �/������� ��L�������������������� n � > 2 . 0 ¶M�O¶ ¨ µ n µ £L£ . g

¢7=� � �{¨ µ ¤ � g�}cg =lI�u^ILB^�fbO<#VCnp;�g  G�@ V�� � ILKONRBH@CQCILKrn´@CKRN|��gF�HV?P9bRB^BH@OgO�xGJ\y� tA@C\D<?N@C>R>RB^Ip@CPds/U�ILB�>A@CByEHGXP?GX>A@�EHILBy`�NR<9P?GX\^GXILK/Z[@Ce�GXKOQ|@CKON�W�@CKRN[\DbRGSEd@CtOGXWXGSE `@C\D\^<9\^\DZ:<9KpE�gN# ���9�� ��H��������H�3PO���24 ��H�3D�9QSRF����� )��T�87�����3 # �MQM�� �UV��������@P�������W��� n µ´¶ 2Sµ �C£ ��µ´¶=µ n �C¨L¨ µ g

µ 0L¨

Page 197: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ 0 µ

¢7=ª�{£L¨F¤ hcg)=lbRKReF<x@CKRN[}|gO;O@CKOU�<?GXWXGJb³���1NR\d��g @BA������7������N����$@B�� �2B����27 ��3H�/�����9�� �� ��������������������� ' 8����� �A �����0 T TH3 ����������� gL��ILB^WXN|;=P9GJ<9KpEHGS±APCnL;=GXK=�Qp@C>�ILBD<Fn µ £L£L¨=g

¢7=ª�{£ µ ¤ }|g =l<?KRQCED\D\DICK]@CKRN !Og C]g*�1e�WXbRKONRsrgf;=sA@F>�<{BD<?>RBD<?\D<?K�EH@FEHGJILKYt�` Z]bRWJEDGS�\DP9@CWX<ªP?ILKpEHILbOB1@C>R>RB^I��OGJZw@�EHGXICKrg #K%&%?% ' )��+*-, ������9�� �� 01��2735,�6��7��8+,# ������3�35, n µ*·�2 0 ¶ � £ · n µ £L£ µ g

¢7= ¦ 030F¤ �«g =ª@C>OEDGX\^EH@#@CKRN ¦ g � g ¦ bRWJeF@FBDKRG¥gi}�sOGXQLs�@CP?P9bRBD@CP?`�@FWXQLILB^GJEDsRZU�ILBYBD<9P?ILQLKRGSEHGJILK ICUªsA@FKRNOk6BDGSEDED<9KTK�bRZ:<9BD@CWX\?g ������9�� �� ������������������� n� µ32 � 06> � �C£ µ n µ £3030Og

¢7= ¦ £ · ¤ ;�g�|g#=lbRByEH\D<m_(@CKRN ?]g ��g ¦ b�V9Z:GXKrg�}zK(<?a:P9GJ<9KpE�QAIfI=Nf� ±AWJWXGXKOQ|@CWJQLIF�BDGSEHsRZ¯g E ��U1TH27�C,D����LR� )��T�87����* n µ > 2�¶ . £ �O¶ 8=µ n µ £C£ · g

¢7=lILef£6��¤ � g =lILe�\^<9B9g C Z:KRGXNRIfP9bOZ[<?K�E EH<9PdsOKRGX��bR<?\9g � �� �-, �9Q #�%&%&%ln0L¨A��>L� 2Sµ ¨ 8 8 ��µ ¨6> 0=n µ £C£6�=g

¢7=���0 µ ¤ Azg � g/=-u^ICBDe�WXbRKON @CKRN �vg/�®@�_fWXGJNRGX\?g]�vWXICtA@CW²\DsA@C>�<«@CKA@FWJ`f\DGJ\ tp`#eL�\^`fKpEd@CPmEHGJP:\^GXZ:GXWX@CBDGSE `Lg #K%&%?% ' )��+*-,.������9�� �� 01��2735,D6��7��8+, # ���9��3�35, n· � �C� 2Sµ:.3.���µ*¶L¶ n µ £30 µ g

¢7=��{£L¨F¤ =zg6=l<?WXWO@CKRN � gLhYg6�®@Cb©g4AlICK�EDILbRB8EDBH@CPde�GXKOQx@CKRN�P9ICBDKR<?B1NR<?ED<9P?EDGXILK�GJK@[WJILQLGXPv>OBDILQLBD@CZ:Z[GJKRQ]<9Kp_fGXB^ILKRZ:<9KpE�g #K%&%?%;' ���+*-,>������9�� �� 01�H�3�A *�� * 6��7��8+, # ������3�35, n µ � 2 £ µ�· � £ µ >fn µ £C£L¨Og

¢7=�;=}z£ µ ¤ ;�g C]g#=l<?WXe�@C\DGJZqn � g¡;=sOBDGXNOsA@CB9nR@CKRN¯}|gR}jsRZw@FNRG¬g���@FEDED<9B^KqB^<9P9ICQLKRGS�EHGJILKok6GJEDs#Z[ICZ[<?K�EzGXKp_F@CBDGX@CKRP?< 2 @/P9ILZ:>RBD<?sR<9KO\DGJ_C<�\^EDbRNO` @CKON#KR<?kBD<?\DbRWSEH\9g ������9�� ��L������������������� n#� .12SµLµLµ > �¡µLµ*· 0On µ £L£ µ g

¢5Aª@C\ >F¨F¤ ;Yg1�«g Aª@C\D<m`Lg � ICZ[<?K�E«KOILBDZ[@CWXGWV�@FEDGXILK ICUjsA@CKONR>RBDGJKpE�PdsA@CBD@CP?ED<9BD\?g#�� 6 O+,>����*� $����, nR>A@FQL<9\ ¶/. 0 �O¶L¶ >=n µ £6>C¨=g

¢5Al}v;O£ ¶ ¤ !Og�Aª@FIRn � g{}zsOZw@CNOG¬nª@FKRN � g�;=sRB^GXNRsR@CB9g�;6<9P?ILQLKRGSEHGXICK�IFUvsA@CKRNf�k6BDGSEDEH<?K�K�bRZ[<?BH@CWJ\²k6GSEHs]Z|bRWJEDGX>RWJ<{U�<9@FEHbOBD<�@CKON]Z]bRWSEHGX\yEd@CQC<�P?W�@C\^\DGJ±R<9B9g�������� ����������������������� n#� 0 2Jµ´¶F· ��µ98 ¨=n µ £L£ ¶ g

¢5Aªhz£L¨�¤ ?�g�;�g�AlsR<?K�@FKRN�� g�hYg{hj\Db©g�}$P?ILZ[>R@CBDGJ\DILK�ICUj\DILZ:<(ILKR<�� >A@C\^\>A@CBD@CWXWJ<9W�EDsRGXKOKRGXKRQOg �������� �����������������������=J<�����9�� K* n µLµ32 ·p¶ ��.Oµ n µ £C£L¨Og

Page 198: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ 06�

¢5Aªh ;O£ ��¤ � g4AlsR<9B^GX\^E9n ?]g©;�g©hVbA@CKRQRn�@CKRN Azg ?]gr;fbR<9Krg =ª@CPde�QLB^ILbRKRNoBD<9QCGXILK=�tA@C\^<9N�@CWJQLILB^GJEHsOZ�U�ILB{EHsR<V\D<?QLZ:<9KpEd@FEDGXILK[ICUrP?ILKRKR<?P?ED<9N�NRGJQLGJED\9g � K� �-,# ����,�E ���MQ ,&��� ������9�� �� ������������������� n=>A@CQL<?\ 8=µ £ �)8 � �=n µ £C£6�=g

¢5A ¦ r£ . ¤ � g0?]g�AlsO<9Krn6}|g ¦ bRKRNR<?Krn6@CKRN !Og�©sRICbrg Cz�¡� WJGXKR<�sA@FKRNOk6BDGSEDED<9KklICBDNwB^<9P?ILQLKRGSEHGXICK�bR\DGJKRQY@xsOGXNRNR<?K[Z:IfNR<9WOE `f>�<j\yEHIfPdsA@C\yEHGXP6KR<mE klICBDe¡g#�%&%&%;' )��+*-,<�������� ��=01��2435,>6��7��8+, # ���9��3�35, n µ 8�2 . 0 µ���. £ 8 n µ £C£ . g

¢5A � £ 8 ¤ ;Yg ��g Aª@C\D<m`x@CKRNY��g � <9P?ILWXGJKR<?E9gF}�\^bRB^_C<?`xICU=Z[<mEHsRIfNR\-@CKONY\yEHBD@FEH<?QLGX<?\GXKiPdsA@CBD@CP?ED<9B|\^<9QLZ:<9KpEH@FEHGJILKrg #K%?%&% ' )��+*-,?������9�� �� 01��2435,?6��7��8+,# ������3�35, n µ 0 2 8 £L¨ � >C¨ 8 n µ £L£ 8 g

¢5A�;=�6£ . ¤ � g � g AlsA@CKRQRn � g´�dgL;f<#V�@FKrnL@CKON|}|g � g´�²<9e�@CWJ>rg�}zNA@C>=EHGJ_C<ltA@�`C<9\DGX@CK\D<?QLZ[<?KpEd@FEDGXILK#ICU�P?ILWXILbOBzGXZ[@CQL<?\9g O���27 ��H�3&�9Q % 3 ������ �������� # UV� ����7� n·�2 . ¨ .���.Oµ:. n µ £L£ . g

¢5A�; ?x£ ¶ ¤ ®g/AlsRG¥n � gr;=bOED<9BD\?n�@CKRN hYg ?�@FKrgY;=<9>R@CBH@FEDGXILKqICU{\DGJKRQLWJ<m�ª@CKRN#NRILbf�tRWX<VEHILbOPdsRGXKRQcsA@CKRN=k6BDGJE^EH<?K/K�bRZ[<?BH@CW�\^EDBDGJKRQL\9g�� TH�������3 % �7����W���� ����7� n· .12SµLµ´¶ £ ��µLµ98p¶ n µ £L£ ¶ g

¢5A�; ?x£ 8 ¤ ®g+AlsRG¥n � g²;=bOED<9BD\?n²@CKRNihcg ?�@FKrg�hz@FKRNOk6BDGSEDED<9K NRGXQCGJE B^<9P?ILQLKRGSEHGXICKbR\DGJKRQvGXN · � NR<?BDGS_L<9N]U�b�V#V?`|BDbRWJ<9\1@FKRN�Zw@FBDeCI*_cPdsA@CGJKR\9g ������9�� �� ��������� ����������� n �F£ 2Jµ 06� µ���µ 0 ·L· n µ £L£ 8 g

¢5A��@?x£ ¶ ¤ ®g!AlsRG¬n !Ogr��brn�@CKRN�hcg4?�@CKrg:hj@CKRNOk6B^GJEDED<9KiK�bRZ[<?BH@CW1B^<9P?ILQLKRGSEHGXICKbR\DGJKRQv\D<?WJU�� ILBDQp@FKRG V?GXKRQVZw@F>R\8@CKON]U�b1V#Vm`]BDbOWX<9\?g �������� �� ������������������� n� 0 2 ¶ £ �)8 8 n µ £L£ ¶ g

¢ v@�_ > >�¤ � gC;�g v@�_fGX\?g BjKRNR<?BD\yEd@CKRNOGXKRQj\DsA@C>�< 2 @CKRQCWX<9\®@CKRNc\DGXNO<9\9g4#K%?%&% ' )��+*-,E ��U1TH24��, n � 8�2 � · 8 � � . �=n µ £6> >=g

¢ vhj�ª� 0L¨�¤ =zg  bR<9B^B9nA� g�hz@C<mEDEDGXPdsrn�hcg¡�²BDIL>=U°n�@FKRN³��gA��GXKRe�WJ<9B9g�} P9ILZ]tOGXKA@��EHGJILKwICUr\^Ed@�EHGX\yEHGJP�@CW¡@CKONw\^`fKpEd@FP?EHGJP�@CW�>A@FE^EH<?BDK/B^<9P9ICQLKRGJEDGXILK[@C>R>OWXGX<?N:EDIP9WX@C\D\^GJ±AP9@FEHGJILKTICUªbRKRP9ICKR\^EDBH@CGJKR<9N�sA@FKRNOk6BDGSEDED<9KMK�bRZ:<9BD@CWX\?g ������9�� ��������������������� n � µ32Jµ 030 ��µ £C£On µ £ 0L¨Og

¢ ¦ 06��¤ ��g }|g  <?_fG uy_C<9B�@CKON=!Og ¦ GJE^EHWJ<9B9g ������9�� �� ���������������������� 0 @B����� *��������30�T TH K�-�7��8 g �1BD<?KpEHGXP?<m� hz@CWJW¬n � ILKONRILKrn µ £ 06�=g

Page 199: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ 0 ·

¢  bRK 0 8 ¤ !Ogr��g  bRKRsA@CZ¯g C >OEHGJZ]bRZ�bRKRGSU�ILBDZ$>RGJ<9P?<?k6GX\^<|WJGXKR<9@CBV@C>R>RB^I*�=GJZw@��EHGJILK«ICUr>RWX@CKA@CB1P?bRB^_C<9\?g>#�%&%&% ' )��+*-,H�/������� �� 01��2735,H6 �7��8+, # ���9��3�35, n0 2 8 > � > ¶ n µ £30 8 g

¢ � � £ ¶ ¤ ��gp�{@CNO<9\{@CKRN]� g � @CG¬g=} KR<?k�QLBD@C>Rs�Z:I=NR<?W¬g 012 *��� )�3 ���� E ��U1TH27�9�� @P�������W���VE ��U U 27������������� n µ > 2 � 8 � � � >C¨On µ £L£ ¶ g

¢ � ��� £ µ ¤ ��g®��@FNR<9\?n{� g � @CG¬n®@CKRN ¦ g � GX\DbO<Cg �1BD<?\D<9By_fGXKRQ³EDsR</Z:<9KpEd@CW�Z[@C>ICU{@:NRG�@CQCBH@CZ¯g � K� ����� ����7��* �9Q E � 6 ���?R ��0 ��� # E�@���� n µ 2 · . ��.p· nµ £L£ µ g

¢ � ��� £ ¶ ¤ ��g®��@FNR<9\?n®� g � @CG¥n®@CKON ¦ g � GJ\DbR<Fg � @�`LICbOE«@CN�u^bO\^EHZ:<9KpE]@CKRNTEDsR<Z[<?KpEd@CW«Z[@C>rg O���27 ��H�3 �9Q� � *�2 �3 JP��7�2+� �7��* ���� E ��U1TH27����7� n8�2Sµ 0 · � � µ ¨On µ £L£ ¶ g

¢ ­ 3> >�¤ hcgl­¡B^<9<?Zw@CK�@CKRN � gl;�g v@*_fGJ\9g } P9ILB^KR<9B°� ±AKONRGXKRQT@CWXQCILBDGSEHsRZ U�ICBPdsA@CGJK=� P?I=NR<?NqP?bRB^_C<9\?g�#K%?%&%;' )��+*-, E ��U1TH27��, n � 8�2 �C£6> �f· ¨ · n µ £6> >=g

¢ ­ v­8hj£ ¶ ¤ !Og ]g�­AILWJ<?`Ln¡}cg �|g v@FZqn�;�g ¦ g�­¡<?GXKR<?B9n�@CKRN !Og©­�g�hVbRQLsR<?\9g E ��U �

TH24���� R� ���T�87����* g }zNRGJ\D\DICK=� ��<9\^WX<?`��1bRtRWJGX\^s AlILZ:>A@CKp`Ln =lIL\yEHILK©nµ £L£ ¶ g

¢ ­A<9KA£6�´¤ ;Ygr­¡<?KRBDGJPdsrg @P���U �������������� �9Q �27����UV�������3�3 A 3 � ������ �I8+�����D �����������24U �� �����*��� ����7��* g¡­ABDILZ��1GS�=<9WJ\®EHIx­A<�@�EHbRB^<9\1�D�^� 2 ­ABDICK�EDGX<?BD\8GJK«hz@CKRNf�k6BDGSEHGXKOQ ;V<?P9ILQLKOGJEHGJILKrnO�{WJ\D<m_=GJ<9Bj;=P?GX<9KOP9<Cn µ £C£6�=g

¢ ­ �z¦ £6�´¤ hcg®­¡b´u^GX\H@�kl@On ?]g � @Ce�@CKRIRn1@FKRN ¦ g ¦ bRB^GXB^IRg³;f<9QLZ:<9KpEd@�EHGXICKTZ:<?EHsf�I=NO\VU�ILB6PdsA@FBH@CPmEH<9BjBD<?P9ILQLKOGJEHGJILK 2 ­ABDILZ�\D<9QCZ[<?K�EH@FEHGJILK(EHI:NRI=P?bRZ:<9KpE\^EDBDbRPmEHbRB^<l@CKR@CWJ`f\DGJ\9g � K� ����� ����7��*��9Q&��8�� #�%&%&%ln:0L¨ 2Sµ ¨6>C£ �¡µ ¨L£6�=n µ £L£6�=g

¢ ­ABD< 8=µ ¤ hcgA­AB^<9<9Z[@CKrg%C K�EHsR< <?KRP9IfNRGJKRQ�ICU�@CBDtOGJEHBD@CB^`:QL<?ILZ:<?EHB^GXPjP9ILKO±RQLbRBH@´�EHGJILKrg?# � % ' ���+*-, % 3 ������ K��������*$����U1TH27�9�� K* nA�0A µ ¨ 2 � 8 . � � 8 0On µ £ 8Oµ g

¢ ­AbRef£L¨F¤ ¦ gª­AbRe�bRKA@CQL@Og # ���� K� �2B��������� �9� @B�C���� *��������3�������9�� �� ��������������������� @P��������� % ���������� g1}jP�@CNO<9Z:GXP3�1BD<?\D\9n¡� KRPFgJn =lIC\^EHICKrn µ £L£L¨=g

¢ ­�� £ µ ¤ ¦ gL­AbRe�bR\DsOGXZ[@ @CKRN � g��T@CeC<Fg¡hz@CKONOk6BDGSEDEH<?K«@CWX>OsA@CK�bRZ:<9BDGJPlPdsA@FBH@CP��EH<?BvBD<9P?ILQLKRGSEHGJILK³tp`#BD<?P9ILQCKRGJEDGXILKrg #K%&%?% ' )��+*-,�� ��24 )�3�� ���� �� �� � n� 2 ·p¶L¶ �=· 8p¶ n µ £L£ µ g

Page 200: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ 0 .

¢ ­!?xhj£6>�¤ }|g � g � g�­Abrn-hYg ?�@CKrn-@CKON ¦ grhVbA@CKRQOg]}�P9bRBy_F@FEHbRB^<:@CKRQLWJ<]t�<?KRNU�bRKRPmEHGXICK¯tR@C\D<?NqZ:<?EDsRI=N/EDI�PdsA@CBD@CP?ED<9BDGWV9<xP9ICK�EDILbRB�\^sA@C>�<9\9g ������9�� ��������������������� n � 8�2Jµ 8 8Oµ���µ 8 > µ n µ £L£6>fg

¢ �Y­²�x§©£ µ ¤ ��g{�x@CNR<?B9n =zg®­AILBD<?\^EH<?B9n � g1�Y@CK�V9t�<9BDQC<9B9n1}cg1�vGXWJWX<9\?n =zg � GJEDPdsR<9WJW¬n� g8��sA@CWJ<9Krn�@CKRN��vg%?�IfP9bRZ¯g ;6<9P9ICQLKRGJEDGXILK�IFUzsA@FKRNOk6BDGSEDED<9K�NRGXQF�GJED\]bR\DGJKRQ³EH<?Z[>OW�@FED</@CKRN�Z:I=NO<9W�Zw@FEDPdsRGXKOQRg �������� �� ������������������� n� .12 . � µ�� .p·Oµ n µ £L£ µ g

¢ � �{£ · ¤ � g��xbO<9B^U�@FWXG�@CKRND;Yg �{WX@CZ:ILKRNRILK©g � ICBDZ[@CWXGWV9GXKOQ|@CKON¯B^<9\yEHILB^GXKRQ�ILKf�WXGJKR<vsA@CKRN=k6BDGJEDGXKRQOg �������� ��L� ������������������ n � 8 2 .Rµ £ ��.p·Oµ n µ £C£ · g

¢ �c;=£L¨F¤ �]g ¦ g©�vI*_fGXKRNA@FKo@CKONo}|g �²g�;=sRGJ_F@C>OBH@C\D@CNrg�AlsR@CBH@CPmEH<?BjB^<9P9ICQLKRGJEDGXILK �@:B^<?_fGX<mkxg �/������� ��L�������������������� n � ·�2 8 > µ��)8 0 · n µ £L£C¨Og

¢ �c;�A ¦ £ ¶ ¤ � g8�vbR>OEH@On8�vg®;=ILB^ED<�@Ce�bRW¥n8}|g%AlsA@CB^WX<?\9n1@CKON ��g ¦ GX\H@�EH\Dep`Cg ;6ILtRbR\yE@CbOEDILZw@�EHGXPvEH@CBDQL<mEzB^<9P?ILQLKRGSEHGXICKqbR\^GXKRQw@[WJI=P9@CWXGWV9<9N¯t�ILbRKRNA@FB^`(BD<?>RBD<��\D<?K�EH@FEHGJILKrg �������� ��L������������������� n �/0 2Jµ*¶ 06> ��µ*¶ £30On µ £L£ ¶ g

¢ �v� £ �C@F¤ � gl�Y@CB^BDGJ\«@CKRN@;xg1��GXWJefGJKR\DICKrg�;=>�<9P?G�@CW�NR@FEd@CtR@C\D< ·�2 hj@CKRNOk6B^GJEy�EH<?Ki\^<9QLZ:<9KpED<9NiPdsA@CBH@FP?EH<?BD\?gc�²<9PdsRKOGXP�@FW1BD<9>�ILByE�nr�²<9PdsRKOGXP�@FW�;V<?>�ICB^E�n� @FEDGXILKR@CWr� KR\yEHGJEDbOEH<xICU8;fEH@CKRNA@CB^NR\V@CKRN¯��<?PdsRKRILWJILQC`i� � �y;=�V��n µ £L£6�fg

¢ �v� £ �FtO¤ ;Yg Azgz�xI V�@CWJ<#Vi@CKRN ;YgV��gV��IfI=NR\?g N�5������3 # UV� �7�L� K� ����*�*����7� g}zNRNOGX\DICK=� ��<9\^WX<?` �{bOtRWXGJ\DsRGJKRQ AlILZ[>R@CKp`Ln ;6<�@CNRGJKRQRn µ £L£6�=g

¢ �v� £ · ¤ ;Yg Azgf�vILK1V9@CWX<SVV@CKRN ;Ygp��gp��I=IfNR\9g N�5������3���UV� �7�.TH K� ����*�*����7� g ��KRN<9N¯}zNRGJ\D\^ILK=� ��<9\^WX<m`D�{bOtRWXGJ\Ds AlILZ:>A@CKp`Ln =lIC\^EHICKrn µ £L£ · g

¢ h =ª£ >�¤ g � gphz@v@CKON«hcg =�bRKReC<Fg�hz@CKRN=k6BDGJE^EH<?K:K�bRZ:<9BD@CWOB^<9P?ILQLKRGSEHGXICK|tp`]>�<9B°�EHbRB^tA@FEDGXILK�Z:<?EDsRI=N©gW#K%&%?% ' )��+*-,��������� ��V01�H�3 A *�� * 6 �7��8+, # ���9��3�35, nµ £ 2 ¶C·p¶ �=¶C· £On µ £L£6>=g

¢ h"A�Aª£6�´¤ A�� � grhVbA@CKRQOn©�l� ?]g AlsO<9KRQRnr@CKRN A���Azg/AlsR<?Krg3AlILWJILBjGJZw@FQL<9\ � \j\D<9Q��Z[<?KpEd@FEDGXILKYbR\DGJKRQz\^P�@CWJ<{\D>A@CP?<�±AWSEH<?B®@CKON|Z[@CBDeFI´_xBD@CKRNRICZ ±A<9WJNrg �/�����9�� ��L�������������������� n � ¶ 2Sµ � µ > ��µ � µ £=n µ £C£6�=g

¢ hj<9@L£6��¤ �«g®hj<9@CWX<m`Lg�;=<9QCZ[<?K�EDGXKRQoGXZ[@CQL<9\cbR\DGJKRQ#KRILB^Zw@FWXG V?<9N�P9ILWJILB9g #K%?%&%' )��+*-,>@BA *��C,>6���+:FE.AG��� ��H, n#� � 2 8 .�� > · n µ £L£ �=g

Page 201: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ 0 ¶

¢ h ; U0 >�¤ ;Yg � g=hj@CBH@FWXGXPde¡nf;�g ;xgf;fEH<?BDK�t�<9BDQOnO@CKON �]g ©s�bA@CKOQRg©� Z[@CQL<V@CKA@FWJ`f\DGJ\bR\DGJKRQTZ[@FEDsR<9Z[@FEHGJP�@CW�Z:ILB^>RsRILWJILQC`Lg"#�%&%&% ' )��+*-, �������� �� 01��2735,6 �7��8+, # ���9��3�35, nR£A� . � 2�¶ � · �O¶L¶ ¨On µ £306>=g

¢ h ?v£ 8 ¤ !Og´hjbc@CKRNchcg ?�@FKrg�;fEDBDbRPmEHbRBD@CWp>RBDGJZ[GSEHGS_L<8<��=EDBH@CPmEHGJILKY@CKRNYP9IfNRGXKRQªU�ICBsA@CKRN=k6BDGJE^EH<?K¯K�bRZ:<9BD@CWrB^<9P9ICQLKRGJEDGXILK©g ������9�� �� �������������������� n ·Oµ32 . £ · �¶ ¨L£On µ £L£ 8 g

¢ h ?v£30F¤ !Og´hjbc@CKRNchcg ?�@FKrg�;fEDBDbRPmEHbRBD@CWp>RBDGJZ[GSEHGS_L<8<��=EDBH@CPmEHGJILKY@CKRNYP9IfNRGXKRQªU�ICBsA@CKRN=k6BDGJE^EH<?K¯K�bRZ:<9BD@CWrB^<9P9ICQLKRGJEDGXILK©g ������9�� �� �������������������� n ·Oµ32 . £ · �¶ ¨L£On µ £L£30Og

¢ !L@CG 0C£F¤ }|g ¦ g!L@FGXKrg�� 24��� �U �������3 *��9Q �5����C�3 # UV� �7�&� K� ����*�*����7� g �1BD<9KpEDGXP9<��hz@CWJW¬nO�{KOQLWX<mklIfI=N AlWJGJ��\9n µ £ 0L£Og

¢ !L@Ce�0 ¶ ¤ ;Yg !L@Ce�bRt�I´k6\^e�G¬gA�®�fEHBD@CP?EDGXILK]IFU¡\DsA@C>�<lU�<9@FEHbRB^<9\®U�ICB®\^`fKpEd@FP?EHGJPªBD<?P9ILQ��KRGJEDGXILK�ICU6Z:<9PdsA@CKOGXP�@FW�>A@FB^EH\?g #�%&%&% ' )��+*-,�@BA *���,�6���+:VE.AG��� ��H, nµ´¶ 2 8 . � � 8p¶=µ n µ £30 ¶ g

¢ !L@Ce�0 8 ¤ ;Yg !L@Ce�bRt�I*k6\De�G¬g }�\yEHBDbOP?EHbOBH@CWVBD<?>RBD<?\D<9KpEH@FEHGJILK ICUv\^sA@C>�<#@CKRN�GJED\U�<�@FEDbRBD<?\9g # �MQM�� �UV�������� @P�������W��� n · £ 2Jµ �C£ ��µ´¶fµ n µ £ 0 8 g

¢ !L@Cef£L¨F¤ ;Yg!L@Ce�bRt�I*k6\De�G¬g  <?P9ILZ:>�IL\DGSEHGXICKcICURP9ILZ:>RWX<��c\DsA@C>�<�U�ICB�EHsO<9GXB²\^EDBDbRP��EHbRBD@CW�BD<?P9ILQCKRGJEDGXILKrg ���MQM�� �UV�������� @P�������W��� n ¶ ¨ 2 ·p¶ � > µ n µ £L£C¨Og

¢ !Lh� v£ 8 ¤ !Og ¦ GSEDEHWJ<9B?n � gChj@FEH<mU°nC@CKON ��g �²g´� g  bRGJKrg AlILZ]tOGXKRGJKRQ6P9W�@F\D\DGS±A<9B^\9g�� K� �� �-, ��� # ����,DE ���MQ ,H�������� �� K������������������ np>A@CQL<?\ 0L£ > � £L¨ µ n � GX<?KRKA@On}zbR\yEHB^G�@On µ £C£ 8 g

¢ ¦x� �{£ . ¤ � g ¦ @FE V?GXB?n � g � GXKRNR<?K�tA@CbRZ¯nf@CKRN � g ��ILBD@FE�g AlbRB^_F@FEDbRBD<j@CKRQLWJ<6\D<9Q��Z[<?KpEd@FEDGXILK¯bRKRNR<?Bj>R@CB^EDG�@CWrIfP9P?WXbR\^GXILK©g�#K%?%&%;' )��+*-,<������9�� �� 01�H�3�A *�� * 6��7��8+, # ������3�35, n µ98 2�¶=µ�· �O¶=µ £=n µ £C£ . g

¢ ¦ ��£ ¶ ¤ !Og ¦ IC>RWXI*k6GJE V«@CKRNM;�g!�{WX@CKpEH<Fg AlILB^KR<9BYNR<?ED<9PmEHGXICK�U�ILBxPdsA@CGJK�P?I=NO<9NP9bRBy_L<?\9g ������9�� ��L�������������������� n � 0 2 0 .p· � 0 ¶ �=n µ £L£ ¶ g

¢ ¦ �� v£ ��¤ ;�g ¦ KR<9B^B9n � g �²<9BD\^ILKRKA@/VCnY@CKRN �«g�  BD<?`�U�bR\?g�hj@CKRNOk6B^GJE^EH<9K NRGJQLGJEBD<?P9ILQLKOGJEHGJILK«tp`[KO<9bRBD@CW¡KR<?E k�ILBDe�\lk6GSEHs:\DGJKRQLWX<�� WX@*`C<9B8EDBH@CGJKRGXKRQOgP#K%?%&%' )��+*-, � ��24 )�3 � ��� �� � * n · � 8 � 2 £ 8 � � £ 8 0On µ £L£ �=g

Page 202: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ 0 8

¢ ¦ ;O£ µ ¤ ­lg ¦ GXZ]bRBD@«@CKRN � g�;=sOBDGXNOsA@CB9gªhz@CKRN=k6BDGJE^EH<?KoK�bRZ:<9BH@FW²B^<9P?ILQLKRGSEHGXICKtA@C\^<9N�ILK/Z|bRWJEDGX>RWJ<6@CWXQLICBDGJEDsRZ:\9g ������9�� �� � ������������������ n�� .12 £6> 8 � £ 0 · nµ £L£ µ g

¢ � =ª¨6��¤ !Og ]g � GJKRNR<9Z[@CKRK«@FKRN�� g � g6=ª@CeF<9B?g BV\DGJKRQxQLGX\²EHIY@CKA@CWS`f\D<�@ \^<?_L<?BD<U�ILBD<?\^E1tOWXI*k6NRI*k6K�GXK|EDsR<ª\^ILbOEHsO<9BDK�B^I=Pdep`|Z[ILbOK�EH@CGXKO\9g�# ���9�� ��H��������H�3O���24 ��H�3 �9Q RF����� )��T�87�����3 # �MQM�� �UV��������S@P�������W��� n µ98�2 · > > �=· £L£On �F¨L¨6�=g

¢ � 6� £6�´¤ ?�g � GJKrn+!Og  ILb©nO@CKON(hcg��M@CKOQRg AlILKpEHILbRBl\DsA@C>�< NR<?\DP?BDGX>=EHGXICK/tA@C\^<9NILK�@CK|@CBDPds|sR<9GJQLspE®U�bRKRPmEHGJILKrg �/������� �� ������������������� n � ¶ 2Sµ > � � · n µ £L£6�=g

¢ � <9<�£ 8 ¤ ;�gr� g � <9<Fg C �¡� WJGXKR<cBD<?P9ILQLKOGJEHGJILK#ICU�EHICEH@CWXWS`¯bRKRP9ICKR\^EDBH@CGJKR<9NisA@CKRNf�k6BDGSEDEH<?KxKfbOZ[<?BH@CWJ\�bR\DGJKRQ6Z]bRWJEDGXWX@*`C<9B�P9WXbO\^EH<?B�KR<9bOBH@CWpKR<mE klICBDe�\9g7#K%?%&%' )��+*-,<������9�� ��=01��2735,>6 �7��8+, # ���9��3�35, n µ 0A� 8 � 2 8 . 0 �)8L¶ �=n µ £L£ 8 g

¢ � h�06>�¤ AzgV;�g � GXK�@CKON Azg � g6hVbA@CKRQRg � <?k U�ILBDZ:\�ICUc\DsA@F>�< GXKp_F@CB^G�@CKpEH\U�BDILZ <9WJWXGJ>OEHGJP¯U�ILbOBDGX<?BwNR<?\DP?BDGX>=EHILB?g ������9�� �� ������������������� n �C¨ 2 ¶C·p¶M�¶/.�¶ n µ £306>=g

¢ �-¦c� �6£ 8 ¤ ;�g�� g � <9<Cn AzgªhYg ¦ GXZ¯n6hcg � @Onj@CKRN ?�g0?]gl��@CKRQRg � bRWJEDGXBD<?\DIF�WXbOEDGXILK(B^<9P9ICQLKRGJEDGXILK(ICU®bRKRP?ILKR\^EDBH@CGJKR<9NqsA@CKRN=k6BDGJE^EH<?KqK�bRZ:<9BD@CWX\�k6GJEDskª@�_C<9WX<mEcEDBH@CKO\^U�ILB^Z�@CKONiZ|bRWJEDGXW�@�`C<9BzP?WXbR\yEH<?BvKR<9bRBD@CW1KR<mE klILB^e¡g �/�����9�� ��L�������������������� n �C£ 2Sµ £ ¶C· ��µ £ 8Oµ n µ £C£ 8 g

¢ �-� £C¨F¤ ?�gO� g � GJZ�@FKRN¯;�g#BYg � <9<Cg�CvK/EDsR<vP9ICWXILBªGJZw@FQL<j\^<9QLZ:<9KpEH@FEHGJILK(@CWS�QLILB^GJEHsOZ tA@F\D<9N(ILK�EDsR< EHsRB^<9\^sRILWXNOGXKRQ�@FKRN�EHsR< U�b1VSV?`�P�� Z:<�@CKO\lEH<?Pds=�KRGX��bR<?\9g �������� ��L� ������������������ n#� ·�2 £ ·p¶ � £ ¶ �=n µ £C£L¨Og

¢ �-� ;=£6��¤ � g � @CZqnr;�g©� g � <?<Cn-@CKON�Azg ?�g�;=bR<9K©g|��sRGJKRKRGXKOQ/Z[<mEHsRIfNRILWJILQLGJ<9\��P9ILZ:>RB^<9sR<?KR\DGS_L<{\DbRBy_L<m`Lg7#�%&%&% ' )��+*-, ������9�� �� 01��2735,76 �7��8+, # ���9��3�35, nµ:. ��£p� 2 0 8 £ � 030 ¶ n µ £L£6�=g

¢ � I´k�0 ¶ ¤ ]g8��g � I*k�<Cg � �� K����TH��2 �3 � � ������ ������� ���� � � *�2 �3D������������������� g� } 2 ¦ WXbpk�<9B9n =lIC\^EHICKrn µ £30 ¶ g

¢ � ;j£6>´¤ ��g � GJEDEDZw@FKRK�@CKRN hYg�;VGSEDED<9B9g }jNA@C>OEDGJ_L<#P?ILWXICbRBw\^<9QLZ:<9KpEd@�EHGXICK��@oP9ICZ[>A@FBDGX\^ILKTIFU6KR<9bRBD@CWª@FKRNM\^EH@FEHGJ\^EDGXP�@FW�Z:<9spEDI=NR\?g�#K%?%&%�' )��+*-,� ��27 )�3 � ���� �� � * n 0 2Sµ > ¶ ��µ 0 ¶ n µ £L£6>=g

Page 203: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ 06>

¢ � ;�0 µ ¤ � gO�vg ?�g � @CG©@FKRN Azg ?]gR;fbR<9Krg�}zbOEDILZ[@FEHGJPVB^<9P?ILQLKRGSEHGXICKwICU-PdsA@FBH@CP��EH<?BD\vtp`qU�ICbRBDGJ<9BzNO<9\DP?BDGJ>OEHGJILKR\v@CKON#t�ILbOKRNA@CBy`oWJGXKR<c<9KRP?I=NRGJKRQL\?g �/�����9�� ��L�������������������� n µ:.12 · 0 · �f· £ · n µ £30 µ g

¢ � ;�030F¤ � g � @CZ @FKRN Azg0?]g6;=bR<?Krg�;fEHB^bRP?EDbRBH@CWzP9W�@F\D\DGS±AP�@�EHGXICK @CKRN�B^<9W�@´�f�@FEHGJILK�Zw@�EHPdsRGJKRQ#ICUVEHICEH@CWXWS`�bOKRP9ILKO\^EHBD@CGXKO<9N�sA@CKRNOk6B^GJE^EH<9K V9GJ>=� P?I=NO<K�bRZ]t�<9BD\?g ������9�� ��L�������������������� n � µ32Sµ £ �=·=µ n µ £ 030Og

¢ � ;O£ ¶ ¤ ]g�;�g � <9<Y@CKRNo;�g � g�;=BDGJsA@CBDG¥g8} EHsR<?ILB^`/ICU®P?W�@C\^\DGS±A<9B6P9ICZ]tRGXKR@FEHGJILK 2EHsR<VKR<?bRBH@CW¡KR<mE klICBDe«@C>R>OBDIp@CPds©gr� K � K� �-, � � # ����,&E ���MQ , $� ��24U �����01�H�3 A *�� * �������������������� nO>A@FQL<9\ . � � .�¶ n � ICK�EDB����X@CW¬n#Aª@CKA@CNA@=n µ £L£ ¶ g

¢ � ;O£ 8 ¤ ?�g � b:@CKRN � g�;=sRB^GXNRsA@FB9g AlsA@CBD@CP?ED<9B1\^<9QLZ:<9KpEd@�EHGXICK�GXK]sA@FKRNOk6BDGSEDED<9KklICBDNR\���@CK¯I´_C<9By_=GJ<?kxg �������� �� � ������������������ n#�F£ 2 > > � £ 8 n µ £L£ 8 g

¢ � bA£L£F¤ �«g � brg  <9\DGJQLKMGJ\D\DbO<9\]ICUªZ]bRWJEDGXZ:<9NRGX@�GXKOU�ILB^Zw@�EHGXICK#GXKRNR<��=GXKRQ#@FKRNBD<mEHBDGJ<?_F@CW{\^`f\yEH<9Z:\9g O���27 ��H�3 �9Q � ���� �� ��L���� E ��U1TH27���� 0 T TH3 ����� �������+* n � � 2Jµ > ¶ ��µ £ 0On µ £L£L£Og

¢ � � £ . ¤ Azg � g � <9<(@FKRN ��g8;�g���g²�M@FKRQRg } KR<mk EDsRGXKRKOGXKRQ#@FWXQLILB^GJEDsRZqg¯� K� �� �-, ��� � # 0 �&� # ���C, E ���MQ ,1�/������� �� ������������������� n6>A@CQC<9\ ¶/.68 �¶/. 0On�!C<9BDbO\H@CWJ<9Z¯nA� \DBH@F<9W¬n µ £L£ . g

¢ � ?v£ . ¤ !Og � GXb @CKRN:?j�°h ?�@CKOQRg � bOWJEHGJBD<?\DILWJbOEHGJILKR\:P9ILWJILB[GJZw@FQL<q\^<9QLZ:<9Kf�Ed@FEDGXILK©g=#�%&%&%�' ���+*-,?������9�� �� 01�H�35,?6 �7��8+, # ���9��3�35, n µ98�2 8 0L£ � >F¨L¨Onµ £L£ . g

¢ � U030F¤ �]g � G¡@CKRN ®g ©sRGS`fGXKRQRg��vBDILbO>[NRGJBD<?P?EHGJILK�NRGS�©<?BD<9KOP9<VPdsA@CGXK:P9IfNR<?\{U�ICBEHsR<:BD<?>RBD<?\D<?K�EH@FEHGJILKMICU�EHsR<:t�ILBDNR<?B9g/� K � �� �-, �5����C�3&���� � TH�������3@ 8+��T�� ����TH K��* ������������� ����S������9�� �� � ������������������ n�>A@CQL<?\ · > � �f· > 8 nC BDW�@FKRNRIRnA­ � n µ £3030Og

¢ � <9B > · ¤ ;Yg ]g � <?BDGXWJW¬g ;V<?>RBD<?\D<?K�EH@FEHGJILK/ICU©P9ILKpEDILbRBD\l@CKRN[BD<9QCGXILK«U�ILB�<?a:P9GJ<9KpEP9ILZ:>RbOED<9B6\D<9@CBDPds©g E ��U U 27�H,P0$E 6 n µ98�2 8 £ � 0 �=n µ £ > · g

¢ �o¦ £ ¶ ¤ �vg � @FED\DbRKA@FQp@«@CKRN¯hcg ¦ GJNA@Og®}jKq<��=>�<?BDGXZ:<9KpEH@CWr\^EDbRNO`�IFU�WJ<�@CB^KRGXKOQP9bRBy_L<?\zU�ILB6\^EH@FEHGJ\^EHGJP�@CW©>A@FEDED<9B^KqP?W�@C\^\DGJ±R<9BD\?gl� K � K� �-, � � # ����,/E ���MQ ,

Page 204: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ 030

$� ��27U ����� 01�H�3 A *�� * �������������������� n�>A@CQL<?\ µCµ ¨ · ��µCµ ¨ 8 n � ILKpEHB��<9@CW¬nAª@CKA@CNR@On µ £L£ ¶ g

¢ �o¦ £ 8 ¤ }|g � @CW�@�_fGJ`L@v@CKRN ;xg ¦ WJ<?EDED<Cg 0 Q�2 � �-A *�A �����7�������U ��� 8�� �DQM�� 1��� ��3 ���W�8+�����D �������7�N ������������������� g-� ��g �²<9B^KR<9B?n)�²gF�T@CKRQRnL@CKRN�}|g ;VIL\^<9KOU�<?WXNrn�1NR\9g �ª;=>RB^GXKRQC<9B9n=}zNO_F@CKOP9<9\lGXK(;fEDBDbRPmEHbRBD@CW�@CKRN(;f`fKpEd@FP?EHGJP�@CW4�®@FE^EH<?BDK;V<?P9ILQCKRGJEDGXILKrn µ £L£ 8 g

¢ �o¦ h § ¨C¨F¤ }|g � I�u^\^GXWJI´_fGJPCnN!Og ¦ I*_F@CP9<m_=GJPCn !OgVhjb©n3;Yg !Ogj;O@FU�BH@FKR<9e¡nx@CKRN ;�g ¦ g�Y@FKA@C>A@FEDsp`Lg � @FEDPdsRGXKOQz@CKONcB^<?EHB^GX<m_C@FWptA@C\D<?N|ILKxEHsO<{_CI=P9@CtRbRWX@CB^`Y@FKRNQLBH@FZ[Z[@CB6ICU1P?ILWXILBV>A@FE^EH<?BDKR\?g #K%?%&% ' )��+*-, ��� # UV� �7�N� K� ����*�*����7� n£ 2 · 0 �O¶/. n �C¨L¨L¨=g

¢ �³� £6�´¤ ­lg � ILepEd@CB^G�@CK�@CKRN }cg ¦ g � @CPdepk�ILB^EDsrg }�EHsR<?ILB^`�ICUxZ]bOWJEHGJ\DP9@CWX<P9bRBy_F@FEHbRB^<m� tA@C\D<?N�\^sA@C>�</BD<?>RBD<?\D<?K�EH@FEHGJILK�U�ILB|>OW�@CKR<?B]P9bOB^_F@FEHbOBD<�@CKf�QLWX<?\9g #�%&%&%(' ���+*-,��������� ���01�H�3 A *�� * 6��7��8+, # ���9��3�35, n µ:.12 > 0L£ � 0C¨ ¶ nµ £L£6�fg

¢ �³� £ . ¤ ]g´}|g � GJE V9G�@F\�@FKRN =zgF��g � <9B^E V9GJIL\9gO;=sA@C>�<lB^<9P?ILQLKRGSEHGXICKxk6GSEHs|@jKR<?b=�BH@CWfP9WX@C\D\^GJ±A<?B�ICK]@VU�@F\^E�>�ILWS`fQLILK]@F>R>RBDI��=GXZ[@FEDGXILKvEH<?PdsRKRGJ�fbO<Cg ������9�� ��������������������� n � > 2�8 � > �)8L· 8 n µ £C£ . g

¢ � ; ?v£6��¤ ;�g � ILBDG¥n Azg!?]g1;=bR<?Krn�@CKRN ¦ g+?�@CZw@FZ[ICEDIRgqhjGX\yEHILB^GXP9@CW{BD<?_fGJ<?k ICUI=P?B®B^<9\D<9@CBDPds:@CKON]NR<?_C<9WJIL>RZ:<9KpE�gR� K � K� �-,P�9Q #�%&%&%�nF>R@CQL<9\@0L¨ 2Sµ ¨6�C£ �µ ¨ ¶ 0=n µ £L£6�fg

¢ � }�0 ¶ ¤ � g � @CKRNOsA@Ce�bRZ[@CBª@CKON=!Og ¦ gf}zQLQp@FB^kl@CW¬g-��sR<v@FB^EHGS±AP9GX@CW¡GXKpEH<?WXWJGXQL<?KRP9<@C>R>RB^Ip@CPdsTEDI³>A@FE^EH<?BDKMB^<9P9ICQLKRGJEDGXILK#� @q>�<9BD\^>�<?P?EDGJ_L</@CKRNMI*_L<?B^_fGX<mkxg�������� ����������������������� n µ 0 2 · 0 · �=· 030=n µ £30 ¶ g

¢ � GJ\H£ ¶ @�¤ hcg � GX\^sRGXNR@Og�}zbOEDILZw@�EHGXP¯P9ICKR\^EDBDbRPmEHGXICK ICUv\yEHBDbOP?EHbOBH@CWjZ[IfNR<9WJ\:U�ICBbRKRP?ILKR\^EDBH@CGJKR<9N sA@FKRNOk6BDGSEDED<9K PdsA@CBD@CP?ED<9BD\?gc� K � K� �-, � � # ���C, E ���MQ , $� ��27U ����� 01�H�3 A *�� * �������������������� n�>A@CQL<?\ µCµ ¨6> ��µCµLµ ¨On � ILKpEHB��<9@CW¬nAª@CKA@CNR@On µ £L£ ¶ g

¢ � GJ\H£ ¶ t=¤ hcg � GJ\DsRGJNA@Og6}~\yEHBDbOP?EHbOBH@CW�Z[IfNR<9W-ICU{\^sA@C>�<|NR<mU�ILBDZ[@FEDGXILKrg ������9�� ��������������������� n �/0 2Jµ 8OµLµ���µ 8 �C¨On µ £L£ ¶ g

Page 205: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ 0L£

¢ �z¦Y� £ · ¤ ¦ g � @FeF@F\DsRGJZw@On � g ¦ ILQp@On=@CKRN ¦ g � @CB^bRe�@*kl@Og²} P9ICK�EDILbRB�Z[<mEHsRIfNU�ILB{@CW � >RsA@´� K�bRZ:<9BDGJPlPdsA@FBH@CPmEH<9B{GJZw@CQC<ªQL<9KO<9BH@�EHGXICKrg � K� �-,>�9Q/��8��/* ����������$�����9�� ��H��������H�3 �����MQM�� K���W��� ��� �7� ��24U �����.��H�3 A *�� * ����$ K���������� ������� nA>R@CQL<9\ > � � � > � ¶ n µ £L£ · g

¢ � � £ �C@F¤ hcg � GJ\DsRGJNA@ @FKRN ;�g � ILB^G¬g }jWXQL<?tRBH@FGXP NR<9\^P9B^GX>OEDGXILK ICU�P9bOB^_L<��\^EDBDbRPmEHbRB^<Cg4#�%&%&% ' )��+*-,7�������� �� 01�H�35,76��7��8+, # ������3�35, n µ:.12 ¶=µ98 �O¶F·L· nµ £L£6�fg

¢ � � £ �FtO¤ hcg � GX\^sRGXNA@z@CKRN:;�g � ILBDG¥gR} Z:I=NR<?WS� tA@C\D<?N�\D>RWJGJEy�°@CKRNcZ[<?BDQL<lZ[<mEHsRIfNU�ILBMB^<9P9ICQLKRGJEDGXILK~@CKRN�\^<9QLZ:<9KpEd@�EHGXICK�ICU(PdsA@CBD@CP?ED<9B�\^EDBDGJKRQL\9g 0 � �����W���S��� @B�� �2�����24 )�3/���� @BA����C�7������� ������9�� �� � ������������������ n ¶ 2 · ¨ µ��· ¨L£On µ £L£6�=g

¢ � � £ · ¤ hcg � GX\^sRGXNR@o@CKRN�;�g � ICBDG¬g¯}zK�@FWXQL<?tRBH@CGJP:@C>R>RB^Ip@CPdsMEHI³@CbOEHICZw@FEDGXPP9ILKO\^EHB^bRP?EDGXILK ICU�\^EDBDbRPmEHbRBD@CW1Z:I=NR<?WX\?g$#K%?%&% ' ���+*-,��������� �� 01�H�35,6 �7��8+, # ���9��3�35, n µ´¶ 2Sµ �C£30 �¡µ*·OµLµ n µ £L£ · g

¢5C ¦ ; 0L¨F¤ ?z� �dg0CvspEH@Onl�vg ¦ @CKA@FNR<Cnl@CKRN��vgl;=@Ce�@CG¬g AlILWJILbRB�GJKOU�ILBDZ[@FEDGXILKTU�ICBBD<?QLGXILKc\D<?QLZ[<?KpEd@FEDGXILKrg E ��U1TH27�9�� 1R� ���T�87����*/���� # UV� �7�?� K� ����*�*����7� nµ*·�2 � � � � � .Rµ n µ £30L¨Og

¢5Cx;�=�;O¨6�´¤ � g�;�g)C WXGS_L<?GXBH@=n6;Ygf;=@Ct�ICbRBDGJKrn�­lg =lILByEHILWJI3V#V?G¬np@FKRN Azg ?�g=;=bO<9Krgr}jbOEHI��Zw@�EHGXP{B^<9P9ICQLKRGJEDGXILKxICUOsA@CKRN=k6BDGJE^EH<?K|K�bRZ:<9BH@FWf\yEHB^GXKRQL\ 2 }�B^<9P?ILQLKRGSEHGXICK@CKRN(_L<?BDGJ±RP�@FEDGXILK(\^EDBH@FED<9QC`Cg #�%&%&% ' )��+*-, �������� �� 01�H�3 A *�� * 6��7��8+,# ������3�35, n � .12Sµ:.p· 0 ��µ:.�¶F· n �F¨L¨6�=g

¢7��} ;O¨6��¤ � g �®@F>A@CZ[@CBDeFIL\9nf}|gf��g�}ªEH\H@FW�@Ce�GX\?nO@FKRN AzgO;fEDBDILbOEDsRIL>�ILbRWJIL\9g�}zNA@C>f�EHGS_L< P?ILWXILB�BD<?NRbRP?EDGXILK©g.#K%?%&% ' )��+*-,.���=@BA *�����U :�6���+:?����=E.A G��� ��W�������* n · � 2 . .��O¶ 8 n �C¨L¨6�fg

¢7�®@�_�> 0F¤ �vg0�®@�_fWXGXNOGX\9g�}$Z:GXKRGJZ]bRZ \^EDILBH@CQC<¯t�ILbRKONA@CB^`TEHBH@FP9GXKOQ�@FWXQLILB^GJEDsRZ@CKRN[GJEH\�@C>O>RWXGJP�@FEDGXILK]EDI|@Cb=EHILZ[@FEHGJPªGXKO\D>�<9P?EDGXILK©g #�%&%&% ' )��+*-, @BA *���,5:6 ��H,5:FE.AG��� ��H, n¡; � A�� 0 2 8 8 �)8 £=n µ £6> 0=g

¢7��} �3>C£C@F¤ �vg ��} � � �  �y;�gx­®GXWJWXGXKOQ«@CWXQLICBDGJEDsRZ:\6U�ICBzBH@F\^EH<?BzQLBD@C>RsRGJP9\?g E ��U1TH24��,R� )��T�87����* ���� # UV� �7� � K� ����*�*����7� n µ ¨ 2Jµ � 8 ��µ:.Oµ n µ £ >C£Og

Page 206: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ £L¨

¢7�®@�_�>C£CtO¤ �vg��®@�_fWXGJNRGX\?g ­®GXWJWXGJKRQi@CWXQLICBDGJEDsRZ:\:U�ILBwBH@C\yEH<9BwQLBH@C>OsRGXP?\9g E ��U1TH24��,R� )��T�87����* ���� # UV� �7� � K� ����*�*����7� n µ ¨ 2Jµ � 8 ��µ:.Oµ n µ £ >C£Og

¢7�®@�_ 0L¨F¤ �vg �®@�_fWXGXNOGX\9g�}zWJQLILBDGSEHsRZU�ILB{\DsA@F>�<j@CKA@CWS`f\DGX\{ICU©P9ILKpEDILbRBD\l@CKRN«kª@�_C<m�U�ILBDZ:\9g #�%&%&% ' )��+*-,1�������� �� 01�H�35, 6��7��8+, # ���9��3�35, n � 2 · ¨ µ��f·Oµ �=nµ £30L¨=g

¢7�®@�_ 06��¤ �vg �®@�_fWXGXNOGX\9g 013 �7�� ���� 87U *>QM�� E ��U1TH24���� R� )��T�87����*1���� # UV� �7�/� K� �����*�*����7� g0AlILZ:>RbOEH<?BV;=P9GJ<9KRP?< �1B^<9\D\?n ��ICEDILZw@FPCn � ]n µ £306�=g

¢7�®@�_ 0 8 ¤ �vg �®@�_fWXGJNRGX\?gM}�_L<9PmEHILB^G V?<9B:@CKRN�U�<�@FEDbRBD<(<��=EDBH@CPmEHILB]U�ICB�NRI=P?bRZ:<9KpEBD<?P9ILQLKOGJEHGJILKrg E ��U1TH27�C, � � *������ R� )��T�8+, # UV� �7�I� K� ����*�*-, n ·p¶ 2SµLµLµ��µ � >=n µ £30 8 g

¢7��;=} ¨L¨�¤ � g �®@F>A@CZ[@CBDeFIL\9n AzgV;fEDBDILb=EHsRIL>�ILbRWJIL\9n @CKRN �dgV}jKRNRB^<�@CNRGJ\9g � bRWS�EHGSEHsRB^<9\DsOILWXNRGJKRQ ICUvP?ILWXILB«@FKRN�QLBD@�`�� WX<m_L<9W6GJZw@CQC</EHsRB^ILbRQLs�@iKR<?bRBH@FWKR<?E k�ILB^e³EH<9PdsOKRGX��bR<Fg # UV� �7� ���� � � *������"E ��U1TH27����7� n µ 0 2 � µ*· � � � �=n�C¨L¨L¨=g

¢7;�Aª£ · ¤ }|g6;V@FE^Ed@CBD@CKRQL\^GO@CKON ;YgF�vg6AlsRGJKrg�;=P�@FWX<m� tA@C\^<9N�NR<mEH<9PmEHGJILK�ICU�P9ILB^KR<9B^\ICUR>OW�@CKA@FBrP9bRBy_F@FEHbRB^<l@FKRQLWX<?\9g #K%&%?% ' )��+*-, ������9�� �� 01�H�3 A *�� *D6��7��8+,# ������3�35, n � 8�2 � n µ £L£ · g

¢7;1!6> · ¤ }|g6;6IL\^<9KOU�<?WXN:@CKRN:��g !CILsRKO\^EHICKrg�}jKRQLWJ<ªNR<?ED<9PmEHGXICK:ICK�NRGXQLGSEd@CWfP9bOB^_L<Fg#�%&%&%;' )��+*-, E ��U1TH27�C, n � � 2 0 > ¶ � 06>/0On µ £ > · g

¢7;1!6> . ¤ }|g!;6IL\D<?KOU�<9WJNM@CKRN���g !CILsRKR\yEHILKrg  GXQLGSEd@CW�\^EHBD@CGXQCs�EYWJGXKR<�\^<9QLZ:<9KpEH\?g#�%&%&%;' )��+*-, E ��U1TH27�C, n � ·�2Jµ � 8 .���µ � 8 £On µ £6> . g

¢7;1!6> ¶ ¤ }|g!;6IL\D<?KOU�<9WJNM@CKRN���g !CILsRKR\yEHILKrgw}zKTGJZ[>OBDI*_L<?N�Z:<?EDsRI=NiICU6@FKRQLWX<NR<?ED<9PmEHGXICK¯ICK¯NOGXQLGSEd@CW�P9bRBy_L<?\9g #�%&%&% ' )��+*-, E ��U1TH27�C, n#� .12 £ . ¨ � £ .Rµ nµ £6> ¶ g

¢7; ¦ 06�´¤ }|g#;6IL\^<9KOU�<?WXN(@CKRN(}cg#Azg ¦ @Ce¡g �5����C�3 TH�����27 K��TH K� ����*�*����7� g �FKON�<9N}zP9@CNR<9Z:GXP3�1B^<9\D\?n µ £306�=g

¢7;VIC\ >C¨F¤ }|g ;VIC\D<9K=U�<9WXN©g AlILKRKR<?P?EDGJ_fGJE `¯GXK¯NRGJQLGJEH@CWr>RGJP?EHbOBD<9\?g O0$E 6 n µ > 2Sµ:.68 �µ98 ¨On µ £6>C¨Og

Page 207: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ £ µ

¢7;VIC\ > · ¤ }|g ;VIL\^<9KOU�<?WXNrgO}zBDP?\1@CKRN�P?bRB^_C<9\1GJK]NRGXQCGJEd@FWf>OGXP?EDbRBD<?\9g O0$E 6 n6�C¨ 2 0 µ��06>=n µ £ > · g

¢7; �{£ . ¤ !Og/;6I=PdsA@(@CKONi�vg �®@�_fWXGXNOGX\9gc}�\DsA@F>�<«@CKR@CWJ`f\DGJ\ Z:I=NR<?W�k6GSEHsi@C>R>RWJGS�P�@FEDGXILK(EHI:@«PdsA@CBD@CP?ED<9BVBD<9P?ILQLKRGSEHGJILK�\^`f\^ED<9Z¯g/#K%?%&%;' )��+*-,<������9�� ��01�H�35,>6 �7��8+, # ������3�35, n µ98�2 · £ · � . ¨ . n µ £L£ . g

¢7; �{£ ¶ ¤ !Og%;6IfPdsA@o@CKONM�vg%��@�_=WJGXNRGJ\9gDAlsA@FBH@CPmEH<9BcBD<?P9ILQLKOGJEHGJILK k6GJEHsOILbOEc\D<9Q��Z[<?KpEd@FEDGXILKrgI#�%&%&%�' ���+*-,?������9�� �� 01�H�35,?6��7��8+, # ���9��3�35, n µ > 2 £L¨ · �£L¨L£On µ £L£ ¶ g

¢ ;�= 0 . ¤ � gf;=sRB^GXKRNOsA@CB{@CKRN:}|g =l@CNRBD<?WXNRGJKrg¡hjGJQLs:@CP9P?bRBH@FP?`«PdsA@CBD@CP?ED<9B{BD<?P9ILQ��KRGJEDGXILK³@CWXQLICBDGJEDsRZ�bR\^GXKRQ/U�ILbOBDGX<?B @CKON³EHIL>�ILWXICQLGXP9@CW-NR<9\^P9BDGJ>OEHICB9g �/�����9�� ��L�������������������� n µ > 2 ¶=µ´¶ �=¶ � . n µ £30 . g

¢ ;�= 0 8 ¤ � gl;=sRBDGJKRNRsA@FB[@FKRN�}cg�=l@CNRBD<?WXNRGJKrg:;V<?P9ILQLKOGJEHGJILK�ICU GJ\DILWX@FEH<?N�@FKRN\DGJZ[>RWS`#P9ICKRKR<9PmEH<?N�sA@CKRNOk6B^GJE^EH<9K�K�bRZ[<?BH@CWJ\9g ������9�� �� ������������������� nµ £ 2Sµ���µ �fn µ £30 8 g

¢ ;�= 06>´¤ � gf;=sRB^GXKRNOsA@CB{@CKRN:}|g =l@CNRBD<?WXNRGJKrg AlILKpEH<��fE^� NOGXBD<?P?ED<9Nw\^<9QLZ:<9KpEH@FEHGJILK@CWXQCILBDGSEHsRZ�U�ILBxsA@CKRNOk6B^GJE^EH<9K�K�bRZ[<?BH@CW{\yEHBDGJKRQL\?g # UV� �7� ���� � � *������E ��U1TH24��, n ¶ 2 · � 0On µ £306>fg

¢ ;�=ª£ · ¤ ;�g�;=@CBDe�@CBw@CKRN ¦ g � g�=lI*`L<9B?g ��<?BDP9<?>OEHbR@CWvILBDQL@CKRG V9@FEHGJILK�GXK P?ILZ«�>RbOED<9B-_=GJ\DGJILK 2 @6BD<?_fGJ<?k�@FKRNc>OBDIL>�IL\H@FWLU�ILB²@VP?W�@C\^\DGJ±RP�@FEDILB^`z\^EHB^bRP?EDbRBD<Fg#�%&%&%;' )��+*-,>@BA *��C,>6���+:FE.A G��� ��H, n � ·�2 · 06� �=· £ 0On µ £L£ · g

¢ ; A�> . ¤ ��g�;=GS`�@CKRN@Azg�;�g0AlsR<?Krg ­Ab1VSV?`�WXICQLGXPwU�ICB�sA@CKRNOk6B^GJE^EH<9K�K�bRZ[<?BH@CWPdsA@CBD@CP?ED<9B�BD<?P9ILQCKRGJEDGXILKrg #K%?%&% ' ���+*-,P@BA *��C,P6 ��+: E.AG��� ��H, n .12 ¶ >C¨ �¶ > ¶ n µ £6> . g

¢ ;=<9B 06��¤ !Og²;=<9B^BH@OgV# UV� �7� 01�H�3 A *�� *V���� 6����8���UV�������3 6 �� CT�8���3 ���A g|}zP�@´�NR<9Z:GXP3�1B^<9\D\?n � <?k ?�ILBDe¡n µ £30 �=g

¢ ;=sA@30C¨F¤ Bcg6;fsA@CKRG¥g ­®GJWXWXGJKRQiBD<9QCGXILKR\wGXK�tRGJKA@CB^`�BH@F\^EH<?B(GXZ[@CQL<9\ 2 } QCBH@C>Rsf�EHsR<?ILBD<mEHGJP�@F>R>RBDIL@CPdsrg � K� �-,W�9Q&@ # R �/01����� ��� n µ:. � µ � 2 · � µ��=· � >=n µ £30L¨Og

Page 208: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ £6�

¢ ;Oh =l£ · ¤ � gO;=ILKRe�@On �]gfhjWX@�_C@FPCnf@CKRN ;Yg =lI*`fWX<Fg># UV� �7�/� K� ����*�*����7��: 01�H�3 A *�� *���� 6 �7��87���W� � � *������ g AlsR@C>RZ[@CK�� hz@CWJW AlILZ:>RbOEHGJKRQRn Aª@CZ|tRBDGJNRQL<Cnµ £L£ · g

¢ ; � £ · ¤ �vg¡;=b1V?bRe�G�@CKRN¯;�g � ILB^G¬g�;fEDBDbRPmEHbRBD@CW©NR<?\DP?BDGX>=EHGXICK�ICU-WXGJKR<jGJZw@FQL<9\�t�`EHsR<xP?BDIL\^\V\^<9PmEHGXICK¯\^<9��bR<?KRP9<cQLBH@C>Osrg&# ����,>O+,&�9Q T+������� ��L������������������������ 01 ��� �������3 # ���9��3�3 �5�7���W��� n > 2Sµ ¨ ¶L¶ �¡µ ¨6> 8 n µ £L£ · g

¢ ; � KO��} �o� £6��¤ Azg ?]gr;fsR<9Krn Azg � @CNA@CW¥n ;Yg � <9Qp@CbOWJEVKA@CN³�vg�}|g � @CG¥n�@CKRN � g � @FZqgAlILZ:>RbOEH<?BvBD<?P9ILQLKOGJEHGJILK³ICU�bRKRP?ILKR\yEHBH@FGXKR<?NisR@CKRNOk6B^GJEDED<9K K�bRZ:<9BH@FWX\9g� K � K� �-,?�9QN��8�� #�%&%&%�nA>A@CQL<?\ µCµ98 � ��µCµ 0L¨On�0L¨On µ £C£6�=g

¢ ;=ILt >/0F¤ �dgf;=ILt�<9W¥g � <9GXQCsft�ILB^sRI=IfN«P9IfNRGXKOQvICUrtRGJKA@CBy`]GXZ[@CQL<?\®U�ILB1U�@C\yE{P9ILKpEHICbRBU�ILWXWJI*k6GXKRQw@CKRN#QL<?KR<9BD@CW8tRGJKA@CB^`o@CB^BH@�`o>OBDIfP9<9\^\DGJKRQRg E �.R # � nU0 2Sµ � > �µ*·p¶ n µ £6> 0Og

¢ ;�� ¦ £30F¤ � gR;=sR@FU�@CBD<?KReCIOn � g)��<?EDBDILb©nR@CKRN=!Og ¦ GJE^EHWX<?B9g�hVGX\yEHILQLBD@CZ�� tA@C\^<9N[\D<9Q��Z[<?KpEd@FEDGXILKqGXK#@w>�<9B^P9<?>OEHbA@FWXWJ`(bOKRGJU�ILB^Z$P9ILWJILBj\^>A@CP?<CgN#K%?%&% ' )��+*-,# UV� �7� � K� ����*�*����7� n > 2Sµ*·p¶ .���µ*·p¶ 0On µ £L£30Og

¢ ;R; ¦ £ · ¤ � gr� g²;fEDBH@FEDsp`Ln%Azg4?�g-;=sO<9Krn�@CKRNi}|g ¦ B Vm`�V�@Ce¡g[;=<9QCZ[<?K�EH@FEHGJILK ICUsA@CKRN=k6BDGJE^EH<?KqNRGJQLGJED\ªbR\^GXKRQ«P9ICK�EDILbRB�U�<�@�EHbRB^<9\9g1� K � K� �-, @P��������� # ����,E ���MQ , $� ��27U �����$01�H�35, �������������������� nv>A@CQL<?\ ¶ > > �O¶ 0L¨Onv��\^bRe�bRtA@;=P9GJ<9KRP?< AlGSE `LnH!L@C>R@CKrn µ £C£ · g

¢ ;=� � § 030�¤ �dgA;=<?e�GJEd@=n ¦ gO�²ILBH@FGXPdsRG¥n�;xg � ILBDG¥n ¦ g ?�@FZw@CZ:ICEH@Onf@CKRN(hcg ?�@CZ[@CNA@Og­A<�@FEDbRBD<Y<m�fEHBD@CP?EDGXILKqICU8sR@CKRNOk6B^GJEDED<9K�uD@C>A@CKR<?\D<cPdsA@CBH@FP?EH<?Bztp`(\D>OWXGXKO<U�bRKRPmEHGXICKwU�ILBlB^<9WX@��O@FEHGJILKwZ[@FEHPdsOGXKRQRg ������9�� ��=�������������������� n � µ32 £ ��µ >=nµ £3030=g

¢ ;=bR<#06��¤ Azg�?�gª;=bR<?Krg  GX\^EDGXKRPmEHGS_L<qU�<9@FEHbOBD<9\�GJK�@CbOEDILZ[@FEHGJPqB^<9P9ICQLKRGJEDGXILK�ICUsA@CKRNO>RBDGJK�ED<9N¯PdsA@CBD@CP?ED<9B9g @B�5��H�3 � K� ����*�*-, n .12Sµ £ · � �C¨6>=n µ £306�fg

¢ ; ?x£ . ¤ � gl;=bOEH<?BD\w@CKRN hYg ?�@CKrg�AlILKOKR<9PmEH<9N�sR@CKRNOk6B^GJEDED<9K�NRGXQLGSE«\D<?>A@CBH@´�EHGJILKMbR\^GXKRQq<m�fEH<?BDKA@CWlt�ILbOKRNA@CBy`�P?bRB^_F@FEDbRBD<Fg�� ��27 ��H�3/�9Q % 3 ����� K�������# UV� ����7� n ·�2 � ¶=µ�� � ¶ 8 n µ £C£ . g

Page 209: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ £ ·

¢ ; ?x­ ¦ £ >�¤ � gC;=sRG¬nF�vg��T@Ce�@CtA@�`L@C\DsRG ?�gF­Ab�u^GX\D@*kl@OnC@CKRN]­�g ¦ GXZ|bRBH@Og�hj@CKRNOk6B^GJEy�EH<?K�K�bRZ:<9BH@FWªBD<?P9ILQLKOGJEHGJILK�bR\^GXKRQiQLBH@FNRGX<?K�E:@FKRN�P?bRB^_F@FEDbRBD<(ICUjQLBD@*`\DP9@CWX<xGXZ[@CQL<Fg �������� ��L������������������� n ·L¶ 2 �F¨ ¶=µ�� �F¨ ¶ £On µ £L£6>fg

¢ �®@Fe=£ µ ¤ hcg���@Ce�@CsA@C\^srgr}�KR<9bOBH@CWAKR<mElIfP9B{bR\^GXKRQYQL<?ILZ[<mEHB^GXP�@FWA@CKRN8V9ILKR@CWA>A@FEy�EH<?BDKqU�<9@FEHbOBD<9\?g�� K � K� �-, � �� K*�� # ���C, E ���MQ , � ��24U ����� 01�H�35,<��������� ����������� nA>R@CQL<9\�06� µ�� 06� 0=nA;O@CGJKpE^� � @CWXIRn=­ABH@CKOP9<Cn µ £L£ µ g

¢ �®@FKA£ ¶ ¤ ��gp�®@CKR@Ce�@Og���sO<9ILB^<?EHGJP�@CWR@C\D>�<9PmEH\�ICU�\^`fKpEd@CPmEHGXPV>A@FE^EH<?BDK«BD<?P9ILQLKOGJEHGJILKrg�������� ����������������������� n#� 0 2Jµ ¨ ¶C· ��µ ¨ 8Oµ n µ £L£ ¶ g

¢ � A 0L£F¤ Azg � hcgp�²<9Kw@CKRN ;Ygp�vg AlsRGJKrg4CvK«EHsO<VNO<?EH<?P?EDGXILK:ICUrNOILZ[GJKA@CKpE1>�ILGXKpED\ILK�NRGXQCGJEd@FWjP?bRB^_C<9\9g;#K%&%?% ' )��+*-,1�/������� ��"01�H�35, 6��7��8+, # ���9��3�35, nµLµ32 0 ¶ £ � 06> �=n µ £30L£Og

¢ � !C�6£ 8 ¤ C]g ]g=�²BDGJ<9B?nR}|g ¦ g !L@CGXK©nR@CKRN��vgO�®@��fE9g1­A<�@FEDbRBD< <��fEHBH@FP?EHGJILK�Z:<?EHsf�I=NO\|U�ILB|PdsR@CBH@CPmEH<?B�BD<9P?ILQLKRGSEHGJILKi�v@o\DbRBy_L<m`Lg �/������� �� ������������������� n�C£ 2 8 .Rµ�� 8 8 �=n µ £L£ 8 g

¢ � �²� §�£ 8 ¤ ?�g ?�gz��@CKRQOn =zgz­lg � G¥nYhcg � @On$!Og � GXbrnY@CKRN Azg ?�g ;=bR<9K©g }KRI*_L<?W�@F>R>RBDIL@CPds�EDI¯IC>OEHGJP�@CW8PdsR@CBH@CPmEH<?BYB^<9P?ILQLKRGSEHGXICK#tA@C\D<?NTILK B^GXKRQF�>RBDI´u^<9P?EDGXILKf� kl@*_C<9WJ<?E^�¬U�BH@CPmEd@CW�\DGJQLKA@FEDbRBD<?\9g(� K � K� �-, ��� � 8 # ����, E ���MQ ,�������� ����������������������� nO>A@FQL<9\ · � ¶M�=· �C£On � GJ<9KRKA@=nA}zbR\yEHBDGX@On µ £C£ 8 g

¢ � � ;O£ 8 ¤ ?�g ?�g©��@CKRQOn�;�g � � g � <?<Cn�@FKRN Azg ?]gr;=bO<9Krgv}jbOEHILZ[@FEDGXPYNRI=P?bRZ:<9KpE>RBDIfP9<?\D\^GXKRQRg ������9�� ��L������������������� n#�C£ 2Sµ £ ·Oµ��¡µ £ ¶ �=n µ £L£ 8 g

¢ � C v£L¨F¤ �vg{�®@��fE9n�!Og =zg �C WX@FU�\DNRI �ICEDEDGXB9n{@FKRN � g v@C<9sRWJ<9Krg ;6<9P?ILQLKRGSEHGJILK�ICUsA@CKRN=k6BDGJE^EH<?Kw\^`fZ]t�ILWJ\9g ������9�� ��S������������������� n � ·�2JµCµ´¶L¶ ��µCµ´¶ 8 n µ £L£L¨Og

¢7Bj}z£ . ¤ �vg BjPdsRGS`p@CZ[@�@CKRN � g�}|g�}jBDtRGJtrg AlILWXICbRB�GXZ[@CQL<³\^<9QLZ:<9KpEH@FEHGJILKbR\DGJKRQ�P9ICZ[>�<?EDGJEHGS_L<]WJ<�@CB^KRGXKOQRgN#�%&%&% ' )��+*-,��������� ���01�H�35,D6��7��8+,# ������3�35, n µ98�2SµLµ £ > ��µ �C¨ 8 n µ £L£ . g

¢7B ;O£ ��¤ � g Bj<9NR@v@CKRN«;�gL;=b1V?bRe�G¬g � <�@FBDKRGJKRQ Z:I=NR<?WX\-U�BDILZ\DsR@C>�<lP9ILKpEHICbRB8bR\°�GXKRQ|Z]bRWJEDGX\^P�@CWJ<VP?ILKp_L<�� ��P9ILKRP9@�_L<x\^EDBDbRPmEHbRB^<vZw@FEDPdsRGXKOQRg�%&%?% ' )��+*-,�������� ��L01�H�3 A *�� * 6��7��8+, # ������3�35, n µ:.�2 .p· ¨ ��.3. £=n µ £L£ �=g

Page 210: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ £ .

¢ � � £ · ¤ !Og � g8��<9\^EH@CWXW6@FKRN � g�;�g � @CBD@C\DGJZ[sR@Og �{<?ED<m��NRGJBD<?P?EH<?N�\^<9QLZ:<9Kf�Ed@FEDGXILKiICUlsA@CKRNOk6B^GJE^EH<9K�K�bRZ[<?BH@CW¥g �������� �� � ������������������ n � 8�2Sµ:. > · �µ:. 0 8 n µ £L£ · g

¢ ��� ? �v£L¨F¤ Azgf�T@CKRQOn ?]g � G¬n ]g ?�brn=@CKRN/;�g �zbrg�} U�@F\^El@CWXQLICBDGJEDsRZ�U�ICB�t�ILbRKRNf�@CB^`iEHBD@CP9GJKRQ³ICU6tOGXKA@CBy`TGJZw@FQL<:k6GSEHsMKO<9GXQCsft�ILB^sRI=IfNMP?I=NRGJKRQRg � K� �-,�9Q=�����9�� ��H��������H�31�����MQM�� ����W������� *��5��H�3�TH K� ����*�*����7� n � 2Jµ ¨ 0 · ��µ ¨ 0 ¶ nµ £L£L¨=g

¢ �Tb10L£F¤ !Og ¦ gv��brg }jKA@CWJ`f\^GX\iICU/NRGJQLGJEH@CW]GJZw@CQC<9\9g � % � �?J % @ � � @ ' @'P% J % E � 6=6 � � # E<0 ' # � �F@ ��� � J # @ � # � R � � � @ %ln µ £30L£Og

¢ �@?x£ 8 ¤ }|g���sRGJPdsR<9WJWXI�@FKRNYhcg ?�@CKrg � GXKRe�GXKOQªtRBDICeC<9KcPdsA@CBD@CP?ED<9B�t�ILBDNR<?BD\�k6GJEDs_F@CBDGX@CtRWX<�\^G V?<9NiZw@C\^e�\YEDI¯GJZ[>OBDI*_L<«BD<?P9ILQCKRGJEDGXILKrg ������9�� �� ������������ ������� n �F£ 2Jµ#. �C£ ��µ#.p·p¶ n µ £L£ 8 g

¢ �@? Aª£ . ¤ !Ogr�Tb©n-hcg4?�@CKrn-@FKRN }|g � g/AlsA@CWXZ:<9B^\9g AlICWXILbRBzGXZ[@CQL<]\^<9QLZ:<9KpEd@´�EHGJILKqbO\DGXKOQ[U�b1VSV?`¯P9WJbR\^ED<9BDGJKRQ/@FKRNo\^bR>�<?B^_fGX\^<9N#WJ<�@CB^KRGXKRQOg O���24 ��H�3.�9Q% 3 ����� K������� # UV� ����7� n ·�2 · £6> ��. ¨ · n µ £L£ . g

¢ �<=ª£ µ ¤ �]g � g �zGX<v@FKRNq�«g#=�<9KRG¥g®} _F@CWXGJNRGJE `:Z:<�@C\^bRBD< U�ICBlU�b1V#Vm`�P9WJbR\^ED<9B^GXKRQRg#�%&%&%;' )��+*-,<�������� ��=01��2435,>6��7��8+, # ���9��3�35, n µ�·�2 0 .Rµ�� 0 . >=n µ £C£ µ g

¢ � ¦ ;O£6�´¤ � g � brnp}cg ¦ B Vm` V9@Ce¡nf@CKRN Azg ?�gp;=bR<9K©g � <mEHsRIfNR\1ICU�P?ILZ]tRGJKRGXKRQzZ]bRWS�EHGJ>RWX<�P9WX@C\D\^GJ±A<?B®@CKON|EHsR<?GXB�@C>R>RWJGXP9@FEHGJILKR\rEHIzsA@CKRNOk6B^GJEDGXKRQVBD<?P9ILQLKOGJEHGJILKrg#�%&%&%;' )��+*-,>@BA *-,5:.6 ��+:FE.AG��� ��H, n � � 2 .Rµ 0 ��.p·p¶ n µ £L£6�fg

¢ ?�@CKA£ · @F¤ hcg�?�@CK©g��1B^ICEHICE `f>�<xIL>OEHGJZ[GWV�@FEDGXILK[ICU®@«KO<�@CB^<9\^EjKR<?GXQLs�t�ILB�P9WX@C\D\^GJ±A<?BbR\DGJKRQj@VZ]bOWJEHG � WX@*`C<9B�KR<9bRBD@CWpKR<mE klILB^e¡g ������9�� ��$������������������� n � 8�2 ·Oµ > �· � . n µ £L£ · g

¢ ?�@CKA£ · tO¤ hcg�?�@CKrg ;=eF<?k�P9ILB^BD<?P?EHGJILK�IFUvNRIfP9bRZ:<9KpE/GJZw@FQL<9\«bR\^GXKRQ�GXKpEH<?BDWXGJKReP9B^IL\D\°� P9ICBDBD<?P?EDGXILKrg E �.R # � �?R� )��T�87�����3 6 � �7��3 * ���� # UV� �7�/� K� ����*�*�����7� n ¶L¶ 2 ¶C· 0 �=¶/.p· n µ £L£ · g

¢ ?�@CKA£ . ¤ hcg ?�@CK©g©hj@CKRNOk6B^GJEDED<9K:NRGXQCGJE8B^<9P?ILQLKRGSEHGXICK�bR\DGJKRQ|@FK:IC>OEHGJZ[GWV9<9N�KO<�@CB°�<9\yE�KR<9GJQLs�t�ICB�P?W�@C\^\DGJ±R<9B9g ������9�� ��=�������������������� J<�����9�� K* n µ´¶ 2 �C¨6> � � µLµ nµ £L£ . g

Page 211: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ £ ¶

¢ ? � 0C¨F¤ ¦ g+?�@CZ[@CZ:ICEHI¯@CKON�;�g � ILB^G¬gD;V<?P9ILQCKRGJEDGXILKiICU�sA@FKRNR>RB^GXKpEH<?NMPdsA@CB°�@CP?ED<9B^\³tp` @CK ILbOEH<?BDZ:IL\^Eo>�ICGXKpEoZ:<?EDsRIfNrg ������9�� �� ������������������� nµ � 2 � �C£ � � · 8 n µ £30L¨Og

¢ ? � £ ¶ ¤ ��g �°­lg ?�@CKRQ(@CKON �²g � @FBH@CQLIC\9g � GXKf� Z[@��qP9W�@F\D\DGS±A<9B^\ 2 WX<�@FBDK @CtRGJWXGSE `LnNR<9\^GXQLKq@CKRNq@C>R>OWXGXP9@FEHGJILKrg �/������� ��L�������������������� n#� 0 2 06>F£ � 0L£L£=n µ £L£ ¶ g

¢ ?Y;O£ . ¤ ]g!?�b�@CKON�hcg1;fPdsRI=NO<9B9g ��@CBH@CWJWX<?W�t�ILB^NR<9B|U�ICWXWXI*k6GJKRQRn²P9ILKRKO<9P?EDGXKRQOn@CKRN³WX@Ct�<9WXGJKRQ]U�ILBVtRGXKR@CB^`�k6GSEHsC0´� KR<?GXQLs�t�ILBDsRIfIfNqP?I=NRGJKRQ:ILK³@:Z[<?\Dsk6GJEDsqtRG � B^<9P9ICKO±AQLbRBD@CtRWJ< tRbR\^<9\9g � �� �-,D�9QN� 87�� � �������� ��H��������H�3 �� � �*�8���T ��� T+� )�3�3 ��3P��UV� �7� ��H�3 A *�� * nR>A@CQC<9\ � .�¶ � � 8Oµ n µ £L£ . g

¢�©}v;O£ ¶ ¤ ]g�©GXGXKOIRn]}|gx}jZ[GJKrn«@CKRN Azg|;=@CZ[Z|bOE�g ;V<?P9ILQLKOGJEHGJILK ICU/sR@CKRN>RBDGJKpEH<9N�W�@�EHGXKTPdsA@CBH@FP?EH<?BD\«bR\^GXKRQ Z[@CPdsRGXKO<�WX<�@FBDKRGJKRQRgi� K � K� �-, � �# ����,SE ���MQ , $� ��27U ����� 01�H�3 A *�� *��������������������� n >A@CQL<?\ µ ¨C£30 ��µLµ ¨6�=n� ILKpEHB��<�@CW Aª@CKR@CNA@On µ £L£ ¶ g

¢�/A 0 . ¤ �vg7?]g ©sA@CKRQV@CKRN Azg ?�g ;=bR<9K©gf}�U�@C\yE->A@CBD@CWXWJ<9WL@FWXQLILB^GJEDsRZ U�ICBrEHsRGJKRKRGXKOQNRGXQCGJEd@FW©>A@FE^EH<?BDKR\?g E ��U U 27��������������+* �9QF0$E 6 n � > 2 � · 8 � � · £On µ £30 . g

¢�/Aª£ ¶ ¤ ��g©s�bM@CKON � g AlsRGJBDWJG�@CKrg C K�P9BDGSEHGJP�@CW8>�ILGJK�ExNO<?EH<?P?EDGXILK�ICUªNRGJQLGJEH@CW\DsA@F>�<?\9g #K%?%&%(' )��+*-,D�������� �� 01�H�35,�6 �7��8+, # ���9��3�35, n µ > 2 > · > � > . 0Onµ £L£ ¶ g

¢�r­!? !L£C£F¤ =zg©sA@CKRQOn � g²­Abrn�hcg ?�@CKrn�@CKRN � g }|g !L@CtRB^G¬gwhz@CKRN=k6BDGJE^EH<?KTNRGJQLGJEBD<?P9ILQLKOGJEHGJILK�tp`�@CNA@C>=EHGJ_C<m� \DbRtR\^>A@CP?<T\D<?WJU�� ILBDQLKOG V9GJKRQMZ[@C>��¥@C\^\DILZw�mg#�%&%&%;' )��+*-, � ��24 )�3 � ��� �� � * n µ ¨ 2 £ · £ � £ .�¶ n µ £L£C£Og

¢� !L£ 8 ¤ ]g ©ICKRQLeC<?B]@CKONM}|g�!L@CGXK©g¯}jWXQLICBDGJEDsRZ:\ U�ILBYU�<9@FEHbOBD<w\^<9WJ<9P?EDGXILK 2 @CK<?_F@CWJbA@FEHGJILKrg²� K � K� �-,���� ��8 # ���C,?E ���MQ , �������� �� ������������������� n=>A@CQL<?\µ 0 � � �=n� GJ<9KRKR@OnR}zbO\^EHB^G�@On µ £L£ 8 g

¢��; ?x£ · ¤ ®g�©sR@CIRn � g�;=bOED<9B^\9n�@CKON hcg#?�@CKrg3AlILKOKR<9PmEH<9N sA@FKRNOk6BDGSEDED<9K#NRGJQLGJE\D<?>A@CBH@�EHGXICK�tp`�IL>OEDGXZ[@CWªP?ILKpEHILbRB«>A@FB^EHGSEHGJILKrg�� K � K� �-, # E ' 0 � ���E ���MQ ,H��� N�5������3 # UV� �7� E ��U1TH27�����7� ' ����87�����-2���* �����0 T TH3 �����������+* n>A@CQL<?\">/0 8 � >C£ · nA;f`fNRKO<?`Ln¡}jbR\^EDBH@CWJG�@On µ £L£ · g

Page 212: Processing and recognition of document and GIS images

� � � ' ���! "�������� µ £ 8

¢��r¨ µ ¤ �vg �]g ©<9KOQ/@CKRN �]g ©sOILbrg C >OEHGJZw@FWr\D>A@�EHG�@FW�NR<9P?GX\DGJILKoZ[@Ce�GXKOQ:QCGX\ 2@�>RBDICEDICE `f>�<#IFU|@MB^<�@CWz<9\^EH@FEH< QL<?ILQLBD@C>RsRGJP�@CWVGXKOU�ICBDZ[@FEHGJILK�\y`=\yEH<?Z��B^<9QLGJ\d�mg # ���9�� ��H��������H�3WO���24 ��H�3.�9Q RF����� )��T�87�����3 # �MQM�� �UV�������� @P��� ����W��� n µ´¶ 2 · ¨6> �=· � µ n �C¨L¨ µ g

Page 213: Processing and recognition of document and GIS images

� � � �1�8��� ����� � %

� ���������� �������� ��� ������������� �

µ g� ]g ?�b @CKRNo� g � @CG¬n P^}zKR@CWJ`f\DGJ\ @CKON ;V<?P9ILQCKRGJEDGXILKqICU =lB^ILeC<?K hz@CKRN=k6BDGJE^EH<?K  GXQF�GSEH\<=ª@F\D<9NiILK � ILB^>RsRILWJILQLGJP�@CW8;fEHB^bRP?EDbRBD<:@CKRN�;=eF<9WJ<?EHICK1RRn # ������ ��H�������H�3>OB��27 ��H�3 �9Q������9�� ��L������������������������$01 ��� �������3 # ���9��3�3 �5�7���W��� n"!$#�%'&)("*rnA>R>rg0� > µ � �C£ 8 n#�C¨L¨ ¶ g

�=g�� g � @CG¥n ]g ?�b�@FKRN ?�g ©sRILKOQRn�P z`=KR@CZ[GJP � @�`CILbOEª}jN�u^bR\yEHZ:<9KpE6@CKRN � @�_fGXQp@�EHGXICKU�ILBV�1KpEH<?BD>RB^GX\D<��x�y;D=ª@C\D<?N³ILK Cvt�u^<9P?E � @CBDeD;6<9P?ILQLKRGSEHGXICK1RRn E 87���W��* � RF����� )��T�87�����3@P�������W��� n+( ,.-/(�0´nO>R>rg�> · ��> 0On#�F¨L¨ · g

� ���������� �1�2��� ��� 3 ��������$�4��56� �$�756�8���79� �;:<�

µ g ]g#?�b#@CKRNq� g � @CG¥n P � <?k }jWXQLICBDGJEDsRZ:\6U�ICBz­A<�@�EHbRB^<  <9\^P9B^GX>OEDGXILKrn¡}jKA@CWJ`f\^GX\ @FKRN

µ £6>

Page 214: Processing and recognition of document and GIS images

� � � ' ���@����������� µ £30

;6<9P?ILQLKRGSEHGXICK#ICU�=�GXKA@CBy`³� Z[@CQL< AlILKpEDILbRBD\ RRn E ��U1TH24���������H�3D���� # �MQM�� �UV�������� @P��� ����W����: J<������24 K� � ������*F��� E ��U1TH24���� /@P�������W��� n !�# %'& , , ( � n=>R>©g µLµ98 0´� µLµ > . n�;=>RB^GXKRQC<9By��{<?BDW�@FQRn#�C¨C¨ . g

�=g ]g ?�brnr� g � @CG1@CKON !Og���@CKA@FeF@=n�P AlILKpEH<?K�Ey� tA@F\D<9N�� Zw@FQL< ;V<mEHB^GX<?_F@CW AlILZ]tRGJKRGXKOQ;=sR@C>�< ;V<?P9ILQCKRGJEDGXILKrn AlILWXICB]@CKRNT��<��=E RRn � K� ����� ����7��*=�9Q ' 8�� ' ������8 # ���9�� ��H��������H�3E ���MQM�� K���W��� �9Q� � *�� ���G-27�9� � 6L273 ���U � ���� @BA *��9��U * nO>R>rg��C£30�� · ¨ · n �C¨L¨ . g

· g ]g ?�brn�� g � @FG¡@CKRN � g�hjbA@CKOQRn�P � <?k � <?EDsRI=N«U�ILB0;6<9P9ICQLKRGJEDGXILK«ICUrhz@CKONOk6BDGSEDEH<?K  GJQLGJED\ =l@C\D<?N � ILBD>RsOILWXILQCGXP�@FWª;fEDBDbRPmEHbRB^<9\ RRn � K� ����� ����7��*=�9Q ��8�� � ��8�� �� �3 ��6L273 �� ������MQM�� K���W��� ��� @BA *�����U ����*�: E.A G��� ��W��������* ���� # �MQM�� �UV�������* nR>R>©g ·L· 8 � · . ¨ �C¨L¨ . g

. g� ]g�?�brnR� g � @CG¥nA@CKRN � g�hjbR@CKRQRn�P^} � <?k @CKONo�8a:P9GJ<9KpE � <?EHsOI=N(U�ILB � GXKR<9@CBDGWV�@��EDGXILKo@CKRN  <?\DP9B^GX>OEDGXILKo­A<�@FEDbRBD<?\ ICU0=lGJKA@CB^`¯� Z[@CQL<SRRn � K� ����� ����7��* �9Q ��8�� � � 8�� �� �3 �6L243 ���������MQM�� K���W���$���L@BA *��9��U ����*�:FE.AG��� ��W�������* ���� # �MQM�� �UV�������* nO>R>rg ·L·=µ � ·L·L¶ �C¨L¨ . g

¶ g ]g ?�brnOhcg  ILKRQRn�� g � @CG�@CKRN ?]g ?�@CKRQOnHP �1BDI´u^<9P?EDGXILK/­®GXWJWXGXKOQ3=ª@C\D<?N(ILK AlILKpEHICbRB;fEDBDbRPmEHbRBD@CW+��ICGXKpEH\ RRn E ��U1TH24����������H�3P@P�������W��� ���� # ��*10 T TH3 �����������+*�:DJ<������24 K� � ���9��*��� E ��U1TH27���� N@P�������W��� n"!$#�%'&������ *rnR>O>rg · > 8 � · 0 8 nR;=>RBDGJKRQL<?By� �{<?BDWX@CQRn#�F¨L¨ · g

8 g]� g � @CG¥n� ]g ?�b�@CKRN ?�g ©sOILKRQRn R�;=ICZ[<  <?\DGXQCKi� \^\DbR<?\YU�ICBx@CKT�1KpEH<?BD>RB^GX\^</�v<9IF�QLBD@C>RsRGJP6� KOU�ILBDZ[@FEDGXILK[;f`f\^ED<9Z8RRn @P�������� 8 # ������ ��H�������H�3 @BA�U1T�� *���27U(��� � 24��27 ���@P�9Q����?� K� ' ����87�W��3 ���A � # @ � @ ' � � � � � n��C¨L¨6�fg

>=g�� g � @CG¬n ]g/?�bM@CKRN ?]g ©sRICKRQRn@R z`=KR@CZ[GJP � @�`CILbOE]}jN�u^bR\yEHZ:<9KpE«@CKRN � @�_fGXQp@��EDGXILK«U�ILBª�1KpEH<?BD>RB^GX\^<x�x�y;:tA@C\D<?N�ILK C tfu^<?P?E � @CBDe ;V<?P9ILQCKRGJEDGXILK1ROn � K� ����� ����7��* �9Q1��8��# ���9�� ��H��������H�3 E ���MQM�� K���W���V��� E ��U1TH27���� IR� )��T�87����* ����S@ T+�����3 # �MQM�� �UV�������� @BA *������U * nR>R>rg ¶/. >´� ¶L¶fµ nO}jbRQLbR\yE"�F¨L¨6�=g

Page 215: Processing and recognition of document and GIS images

� � � ' ���@����������� µ £L£

0Og ]g ?�brn�� g � @CG1@CKONThYg ?�@CKrn R6;6<9P?ILKR\^EDBDbRPmEHGJILKi@CKRN ;V<?P9ILQLKOGJEHGJILK³ICU�� KpEH<?BDKA@CWJWJ`=lB^ILeC<?K#hz@FKRNOk6BDGSEDED<9K  GJQLGJED\ RRn � K� ����� ����7��* �9Q ��8�������8 � �� �3 � 6 273 ��������MQM�� K���W��� ���@BA *��9��U ����*�:�E.A G��� ��W��������* ���� # �MQM�� �UV�������* nR>R>rg0� µ 0�� � � �=n�!CbOWJ`D�C¨C¨6�=g

£Og ]g4?�brn-� g � @FG{@CKRN�hcg ?�@CKrn R6;6<9P?ILQLKRGSEHGXICK�@FKRNM;f<9>A@CBD@FEHGJILKiICU6;=>ObRBDGJILbR\c;=<9Q��Z:<9KpEH\jICU =lB^ILeC<?K hz@CKONOk6BDGSEDEH<?K  GXQLGSEH\ RRn � �� ����� ����7��* �9Q ��8�������8 �L�� �3 �S6L243 ��������� �QM�� K���W���$���L@BA *�����U ����*�: E.A G��� ��W��������* ���� # �MQM�� �UV�������* nO>R>©g�� � · � � � >=n�!CbOWJ` �F¨L¨6�=g

� ����� ���� ��� ������ � � ��� ������� � �

µ g� ]g ?�bi@CKON � g � @FG¬n�PD;=Z[IfICEDsoU�ILWXWJI*k6GXKRQw@CKRN Z[ICBD>RsRICWXILQLGJP�@CW-\yEHBDbOP?EHbOBD<«ICU�P9ILKf�EDILbRBD\1GJK�tRGXKR@CB^`|GXZ[@CQL<9\ RRnL\^bRtRZ:GJEDED<9N�EHI # ���9�� ��H��������H�3+O���24 ��H�3W�9Q � ��24U ����� 01�H�3�A *�� * ����V� K� ����*�*����7� g