Optical-Driven Nonlocal SAR Despeckling

被引:32
作者
Verdoliva, Luisa [1 ,2 ]
Gaetano, Raffaele [1 ,2 ]
Ruello, Giuseppe [1 ,2 ]
Poggi, Giovanni [1 ,2 ]
机构
[1] Univ Naples Federico II, DIETI, I-80125 Naples, Italy
[2] Natl Inter Univ Consortium Telecommun CNIT, I-43124 Parma, Italy
关键词
Despeckling; nonlocal filters; SAR-optical fusion; IMAGE; FILTER;
D O I
10.1109/LGRS.2014.2337515
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
We propose a new synthetic aperture radar (SAR) despeckling technique based on nonlocal filtering and driven by a coregistered optical image. A preliminary homogeneous versus heterogeneous classification of the image is used to decide where the optical guide can be safely used, thus preventing any distortion of the SAR geometry. Even in regions where the use of optical data is enabled, despeckling is carried out exclusively in the SAR domain, and the optical guide is used only to improve the predictor selection in nonlocal filtering and, hence, in the estimation process. Experiments on real-world imagery confirm the potential of the proposed approach.
引用
收藏
页码:314 / 318
页数:5
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