the new methods of dense dtm creation in photomod andrey sechin scientific director, racurs

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The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs September 2013, Fontainebleau, France

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13 th International Scientific and Technical Conference From Imagery to Map: Digital Photogrammetric Technologies. The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs. September 20 13 , Fontainebleau, France. DEM, DTM, DSM, nDSM. - PowerPoint PPT Presentation

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Page 1: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

The new methods of dense DTM creation in PHOTOMOD

Andrey SechinScientific Director, Racurs

September 2013, Fontainebleau, France

Page 2: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

DEM, DTM, DSM, nDSM

DEM, DTM have different definitions in different countries.In Russian (по-русски) ЦМР, ЦМП

DEM & DTM - bare earth terrain. DSM include tree canopy & buildings.nDSM = DSM - DTM

Page 3: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

PHOTOMOD. Different models (depending on algorithm)

Automatic DSM (old cross-correlation algorithm) with filtering buildings and trees

Automatic DSM (old cross-correlation algorithm)

3D semi-automatic model (with manual stereo vectorization)

Different models for Novokuznetsk city GeoEye-1 stereopair (GSD 0.5m)

Page 4: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

Local algorithms of DTM creation

Local algorithms

Memory efficient Fast Subpixel accuracy in

“smooth” regions Problems with periodic

structures and poorly textured regions

Big problem with discontinuities on images

Page 5: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

Global algorithms of DTM creation

Global algorithms

Global energy minimization Take into account discontinuities and

hidden surfaces Not memory efficient Still require filtering and smoothing in

the end of algorithm

E = E(data) + E(smooth)

Semi Global Matching (SGM) Graph-cuts Simple Tree Iterative- deformation method

(RACURS)

Page 6: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

PHOTOMOD: iterative deformation method (IDM)

All images are taken into account simultaneously

Memory efficient

Image pyramid hierarchy is used for speed and reliability

Image resection is used to calculate occlusions

Still requires filtering and smoothing on the final step

Page 7: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

Local vs Global method

SGM andIterative deformation methods

CrossCorrelation

Page 8: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

SGM example

Stereopair and disparity map

Page 9: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

IDM: GeoEye example

Cross Correlation

IDM

Page 10: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

IDM: Pleiades example

Page 11: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

IDM: Pleiades example

Page 12: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

IDM: DMC aerial example

GSD = 6 cm

Page 13: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

IDM: DMC aerial example

GSD = 6 cm

Page 14: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

IDM UltraCam example

GSD = 7 cm

RMS difference betweenLIDAR and DSM – 21 cm

Page 15: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

IDM UltraCam example

Page 16: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

IDM UltraCam example

Page 17: The new methods of dense DTM creation in PHOTOMOD Andrey Sechin Scientific Director, Racurs

Thank you for attention