Multiscale MAP filtering of SAR images

被引:158
作者
Foucher, S [1 ]
Bénié, GB
Boucher, JM
机构
[1] Univ Sherbrooke, Ctr Applicat & Rech Teledetect, Sherbrooke, PQ J1K 2R1, Canada
[2] Ecole Natl Super Telecommun Bretagne, Bretagne, France
基金
加拿大自然科学与工程研究理事会;
关键词
adaptive filtering; synthetic aperture radar (SAR); speckle; wavelet;
D O I
10.1109/83.892442
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Synthetic aperture radar (SAR) images are disturbed by a multiplicative noise depending on the signal (the ground reflectivity) due to the radar wave coherence, Images have a strong variability from one pixel to another reducing essentially the efficiency of the algorithms of detection and classification, In this study, we propose to filter this noise with a multiresolution analysis of the image. The wavelet coefficient of the reflectivity is estimated with a Bayesian model, maximizing the a posteriori probability density function. The different probability density function are modeled with the Pearson system of distributions, The resulting filter combines the classical adaptive approach with wavelet decomposition where the local variance of high-frequency images is used in order to segment and filter wavelet coefficients.
引用
收藏
页码:49 / 60
页数:12
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