DocumentCode
72004
Title
Two-Step Multitemporal Nonlocal Means for Synthetic Aperture Radar Images
Author
Xin Su ; Deledalle, Charles-Alban ; Tupin, Florence ; Hong Sun
Author_Institution
Lab. Traitement et Commun. de l´Inf., Telecom ParisTech, Paris, France
Volume
52
Issue
10
fYear
2014
fDate
Oct. 2014
Firstpage
6181
Lastpage
6196
Abstract
This paper presents a denoising approach for multitemporal synthetic aperture radar (SAR) images based on the concept of nonlocal means (NLM). It exploits the information redundancy existing in multitemporal images by a two-step strategy. The first step realizes a nonlocal weighted estimation driven by the redundancy in time, whereas the second step makes use of the nonlocal estimation in space. Using patch similarity miss-registration estimation, we also adapted this approach to the case of unregistered SAR images. The experiments illustrate the efficiency of the proposed method to denoise multitemporal images while preserving new information.
Keywords
image denoising; radar imaging; synthetic aperture radar; denoising approach; nonlocal weighted estimation; patch similarity miss-registration estimation; synthetic aperture radar images; two-step multitemporal nonlocal means; Estimation; Euclidean distance; Image denoising; Noise measurement; Noise reduction; Speckle; Synthetic aperture radar; Multitemporal denoising; nonlocal means (NLM); synthetic aperture radar (SAR) images;
fLanguage
English
Journal_Title
Geoscience and Remote Sensing, IEEE Transactions on
Publisher
ieee
ISSN
0196-2892
Type
jour
DOI
10.1109/TGRS.2013.2295431
Filename
6719493
Link To Document