DocumentCode :
2747633
Title :
Estimate of Distribution for SAR Image Based on the Generalized Rayleigh Distribution
Author :
Sun, Zengguo ; Han, Chongzhao
Author_Institution :
Inst. of Integrated Autom., Xi´´an Jiaotong Univ.
Volume :
2
fYear :
0
fDate :
0-0 0
Firstpage :
9547
Lastpage :
9551
Abstract :
Generalized Rayleigh distribution was deduced for the amplitude SAR image according to the generalized central limit theorem, and the parameters were estimated by the negative order moment. Based on the disadvantage of single-point estimation, global search was suggested to achieve the optimal parameters. Owing to lack of analytical expression of the probability density function, the generalized Rayleigh distribution was calculated by the series expansion, and its convergence was analyzed as well as some cases of divergence. Estimate of distribution for SAR image demonstrates that the estimate of distribution based on the generalized Rayleigh distribution is superior with lower mean square error (MSE) compared to the one based on the traditional Rayleigh distribution, and the global search for the optimal parameters reduces the probability of divergence significantly
Keywords :
convergence; image restoration; mean square error methods; radar imaging; statistical distributions; synthetic aperture radar; convergence analysis; generalized Rayleigh distribution; generalized central limit theorem; mean square error; negative order moment; parameter estimation; probability density function; series expansion; single-point estimation; synthetic aperture radar image; Amplitude estimation; Automation; Convergence; Image analysis; Mean square error methods; Parameter estimation; Probability density function; Radar imaging; Sun; Synthetic aperture radar; analysis of convergence and divergence; generalized Rayleigh distribution; global search; synthetic aperture radar (SAR) image;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Control and Automation, 2006. WCICA 2006. The Sixth World Congress on
Conference_Location :
Dalian
Print_ISBN :
1-4244-0332-4
Type :
conf
DOI :
10.1109/WCICA.2006.1713852
Filename :
1713852
Link To Document :
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