image analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng...

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Image Analysis Karel Martínek

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Page 1: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

Image Analysis

Karel Martínek

Page 2: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

Image analysis

visual interpretation

digital processingpreprocessing (radiometric and geometric

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preprocessing (radiometric and geometriccorrections, ...)

image enhancement (contrast manipulation, spatial filtering, ...)

image transformation (band ratios, principal component analysis, ...)

classification (unsupervised, supervised)

Page 3: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

images

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Page 4: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

preprocessing

mosaicking

destripe

replace bad lines

radiometric corrections

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replace bad lines

Page 5: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

atmospheric corrections

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Page 6: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

Rectification (geometric correction, geometric

registration, georeferencing)

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Page 7: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

spectral band combination

TM 321 RGB

Page 8: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

TM 432 RGB

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Page 9: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

TM 531 RGB

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Page 10: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

TM 753 RGB

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Page 11: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

contrast enhancement

histogram stretch

linear

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histogram equalize

Page 12: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

histogram

TM1

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TM1

TM4

Page 13: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

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TM1 water features, masked land

Page 14: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

spatial filtering- kernels

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Page 15: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

low-pass filter

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Page 16: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

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Page 17: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

high-pass/sharpen filter

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Page 18: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

image transformation

algebraic operations with spectral bands

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principal component analysis

Page 19: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

band ratios

R

G

B

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Page 20: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

TM 5/4 3/1 5/7 as RGB HSI transformation

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Page 21: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

TM vegetation index

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Page 22: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

Red

Magenta

Yellow

Green

RGB color system

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Green

Blue

Cyan

Page 23: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

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Page 24: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

principal component analysis (PCA)

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Page 25: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

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PCA

Page 26: Image Analysis - irsm.cas.cz · discrimination ot image lacks some topographic detail and ustng 'SH a contrast- stretched TV band .ntensny_ both can be changing different dependent

PC1, PC2, PC3

as RGB

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