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