DocumentCode :
107562
Title :
Blind Speckle Decorrelation for SAR Image Despeckling
Author :
Lapini, A. ; Bianchi, Tiziano ; Argenti, Fabrizio ; Alparone, Luciano
Author_Institution :
Dipt. di Ing. dell´Inf., Univ. di Firenze, Florence, Italy
Volume :
52
Issue :
2
fYear :
2014
fDate :
Feb. 2014
Firstpage :
1044
Lastpage :
1058
Abstract :
In the past few decades, several methods have been developed for despeckling synthetic aperture radar (SAR) images. A considerable number of them have been derived under the assumption of a fully-developed speckle model in which the multiplicative speckle noise is supposed to be a white process. Unfortunately, the transfer function of SAR acquisition systems can introduce a statistical correlation, which decreases the despeckling efficiency of such filters. In this paper, a whitening method is proposed for processing a complex image acquired by a SAR system. We demonstrate that the proposed approach allows the successful application of classical despeckling algorithms. First, we perform an estimation of the SAR system frequency response based on some statistical properties of the acquired image and by using realistic assumptions. Then, a decorrelation process is applied on the acquired image, taking into account the presence of point targets. Finally, the image is despeckled. The experimental results show that the despeckling filters achieve better performance when they are preceded by the proposed whitening method; furthermore, the radiometric characteristics of the image are preserved.
Keywords :
decorrelation; frequency estimation; image denoising; noise abatement; radar imaging; radiometry; speckle; statistical analysis; synthetic aperture radar; white noise; SAR acquisition system; SAR image despeckling; blind speckle decorrelation; filter; frequency response estimation; image acquisition; image preservation; multiplicative speckle noise suppression; radiometric characteristics; statistical correlation property; synthetic aperture radar; transfer function; white noise process; Blind decorrelation; correlated speckle noise; despeckling; synthetic aperture radar (SAR);
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
Publisher :
ieee
ISSN :
0196-2892
Type :
jour
DOI :
10.1109/TGRS.2013.2246838
Filename :
6487399
Link To Document :
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