DocumentCode :
51078
Title :
Fast Adaptive Nonlocal SAR Despeckling
Author :
Cozzolino, Davide ; Parrilli, S. ; Scarpa, Giuseppe ; Poggi, Giovanni ; Verdoliva, Luisa
Author_Institution :
DIETI, Univ. Federico II di Napoli, Naples, Italy
Volume :
11
Issue :
2
fYear :
2014
fDate :
Feb. 2014
Firstpage :
524
Lastpage :
528
Abstract :
Despeckling techniques based on the nonlocal approach provide an excellent performance, but exhibit also a remarkable complexity, unsuited to time-critical applications. In this letter, we propose a fast nonlocal despeckling filter. Starting from the recent SAR-BM3D algorithm, we propose to use a variable-size search area driven by the activity level of each patch, and a probabilistic early termination approach that exploits speckle statistics in order to speed up block matching. Finally, the use of look-up tables helps in further reducing the processing costs. The technique proposed conjugates excellent performance and low complexity, as demonstrated on both simulated and real-world SAR images and on a dedicated SAR despeckling benchmark.
Keywords :
geophysical signal processing; remote sensing by radar; speckle; synthetic aperture radar; Fast Adaptive Nonlocal SAR Despeckling; SAR-BM3D algorithm; block matching; fast nonlocal despeckling filter; nonlocal approach; probabilistic early termination approach; variable size search area; Complexity theory; Fans; Image edge detection; Remote sensing; Speckle; Synthetic aperture radar; Transforms; Despeckling; nonlocal filtering; synthetic aperture radar (SAR);
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
Publisher :
ieee
ISSN :
1545-598X
Type :
jour
DOI :
10.1109/LGRS.2013.2271650
Filename :
6564458
Link To Document :
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