Chapter 1 OVerview for Statistical Modeling of SAR Images
1．1 Introduction
1．2 Model Classification and Research Contents
1．2．1 Parameter estimation
1．2．2 Goodness—of-fit tests
1．3 Statistical models
1．3．1 Nonparametric models
1．3．2 Parametric models
1．4 Classification of parametric models
1．4．1 The statistical models developed from the product model
1．4．2 The statistical models developed from the generalized central
limit theorem
1．4．3 The empirical distributions
1．4．4 Other models
1．5 The Relationship Among The Major Models and Their
Applications
1．5．1 The relationship among the parametric statistical
models
1．5．2 Summary of the applications of the major models
1．6 Discussion of Future Work
1．7 Conclusions References
Chapter 2 Statistical Modeling of Single-Channel SAIl IInages
2．1 Modeling SAR Images Based on A Generalized Gamma Distribution
for Texture Component
2．1．1 The Proposed GFFodel
2．1．2 Parameter Estimator of the GFF Model Based on MoLC
2．1．3 ExperimentaI Results
2．1．4 Appendix 2-A．The Derivation of m-th order moments of the
Distribution
2．1．5 Appendix 2-B．Proof of the relationship between
Distributions
2．2 An Empirical Distribution for Characterizing the Statistical
Properties of SAR Clutter
2．2．1 The Proposed Distribution
2．2．2 The Parameter Estimators of The Proposed Distribution
2．2．3 Experimental Results
……
Chapter 4 Statistical Modeling of Multi-Channel SAR images
Chapter 5 Target Detwction Multi-Channel SAR Images
Chapter 6 Statistical Modeling and Target Detwction of PolSAR
Images
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