Collaborative Filtering Technique for SAR Image Speckle Noise Suppression

Artur Gromek , Luigi Castaldo

Abstract

Collaborative filtering is a technique used for image restoration among noise and distortions. Based on the fact that an image content has a locally sparse representation in transform domain. Technique employs a non-local modeling of image by collecting similar 2D image patches into 3D groups. The so-called collaborative filtering applied on such a 3D groups is realized by transform domain shrinkage and Wiener filtration. In this work, we implement collaborative filtering algorithm and test it on Synthetic Aperture Radar (SAR) imagery. The experimental results will be presented.
Author Artur Gromek (FEIT / PE)
Artur Gromek,,
- The Institute of Electronic Systems
, Luigi Castaldo - [CO.RI.S.T.A.]
Luigi Castaldo,,
-
-
Pages1-4
Book Kulpa Krzysztof, Kurowska Anna, Malanowski Mateusz Piotr, Samczyński Piotr Jerzy, Styczek Elżbieta Joanna (eds.): 2013 Signal Processing Symposium (SPS), 2013, Red Hook, NY 12571 USA, Institute of Electronic Systems Warsaw University of Technology, ISBN 978-1-4673-6319-8, [IEEE Catalog Number CFP1356U-ART], 247 p.
Keywords in Englishnon-local filte ring, despeckling, SAR, Collaboration, Filtering, Noise Speckle Synthetic aperture radar, Three-dimensional displays, Wiener filters
DOIDOI:10.1109/SPS.2013.6623570
URL http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6623570
Languageen angielski
Score (nominal)15
Score sourceconferenceIndex
ScoreMinisterial score = 10.0, 13-12-2019, BookChapterMatConfByIndicator
Ministerial score (2013-2016) = 15.0, 13-12-2019, BookChapterMatConfByIndicator
Publication indicators WoS Citations = 0; Scopus Citations = 0
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