[Cover] [Contents] [Index] |
Page v
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] |