347.

[Cover] [Contents] [Index]

Page v

Contents

Colour plates appear between pages 148 and 149

 
 

Preface

 

vii

 

1

 

Remote sensing in the optical and microwave regions

 

1

  

1.1  Introduction to remote sensing

 

5

  

1.2  Optical remote sensing systems

 

11

  

1.3  Atmospheric correction

 

12

  

1.4  Correction for topographic effects

 

21

  

1.5  Remote sensing in the microwave region

 

24

  

1.6  Radar fundamentals

 

25

  

1.7  Imaging radar polarimetry

 

33

  

1.8  Radar speckle suppression

 

40

2

 

Pattern recognition principles

 

54

  

2.1  Feature space manipulation

 

56

  

2.2  Feature selection

 

67

  

2.3  A brief description of pattern recognition techniques

 

68

  

2.4  Combining classifiers

 

86

  

2.5  Incorporation of ancillary information

 

87

  

2.6  Sampling scheme and sample size

 

90

  

2.7  Estimation of classification accuracy

 

95

  

2.8  Epilogue

 

100

3

 

Pattern recognition using artificial neural networks

 

102

  

3.1  Multi-layer perceptron

 

103

  

3.2  Kohonen’s self-organising feature map

 

114

  

3.3  Counter-propagation networks

 

122

  

3.4  Hopfield networks

 

125

  

3.5  Adaptive resonance theory (ART)

 

133

[Cover] [Contents] [Index]


Classification Methods for Remotely Sensed Data
Classification Methods for Remotely Sensed Data, Second Edition
ISBN: 1420090720
EAN: 2147483647
Year: 2001
Pages: 354

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