DocumentCode :
9669
Title :
Robust Polarimetric SAR Despeckling Based on Nonlocal Means and Distributed Lee Filter
Author :
Hua Zhong ; Jingjing Zhang ; Ganchao Liu
Author_Institution :
Key Lab. of Intell. Perception & Image Understanding of the Minist. of Educ. of China, Xidian Univ., Xi´an, China
Volume :
52
Issue :
7
fYear :
2014
fDate :
Jul-14
Firstpage :
4198
Lastpage :
4210
Abstract :
This paper presents a nonlocal Lee (NL-Lee) filter for polarimetric synthetic aperture radar despeckling. In the proposed NL-Lee filter, a kind of hybrid patch similarity measure is constructed by combining together the structure similarity introduced by the nonlocal means (NLM) filter and the homogeneity similarity introduced by the Lee filter, which works in a distributive way. This combination leads to two important advantages for the proposed nonlocal filter. One is the improved robustness to the NLM parameters such as patch size and search neighborhood size, since the patch regularity assumption can be enhanced by the introduced hybrid patch similarity; the other one is the better performance tradeoff between speckle removal and detail preservation, because of the good balance between structure similarity and homogeneity similarity obtained by the framework of the proposed NL-Lee filter. Experimental results are given to demonstrate its competitive denoising performance.
Keywords :
geophysical image processing; geophysical techniques; image denoising; radar imaging; radar polarimetry; synthetic aperture radar; NL-Lee filter; NLM filter; NLM parameters; denoising performance; detail preservation; distributed Lee filter; homogeneity similarity; hybrid patch similarity measure; nonlocal Lee filter; nonlocal means filter; patch regularity assumption; patch size; polarimetric synthetic aperture radar despeckling; robust polarimetric SAR despeckling; search neighborhood size; speckle removal; structure similarity; Covariance matrices; Educational institutions; Noise; Noise reduction; Robustness; Speckle; Synthetic aperture radar; Despeckling; Lee filter; nonlocal means (NLM); patch similarity; polarimetric synthetic aperture radar (SAR) (PolSAR);
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
Publisher :
ieee
ISSN :
0196-2892
Type :
jour
DOI :
10.1109/TGRS.2013.2280278
Filename :
6600831
Link To Document :
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