DocumentCode :
2523545
Title :
Multiresolution de-speckle based on Laplacian pyramids
Author :
Aiazzi, B. ; Alparone, L. ; Baronti, S. ; Borri, G. ; Susini, C.
Author_Institution :
Istituto di Ricerca sulle Onde Elettromagnetiche, CNR, Firenze, Italy
Volume :
1
fYear :
1996
fDate :
27-31 May 1996
Firstpage :
411
Abstract :
A multiresolution filtering procedure is derived from the framework of Laplacian pyramids and proposed for edge-preserving MMSE smoothing of images affected by multiplicative noise with speckle statistics. The basic idea of the novel scheme is to apply an MMSE filter (e.g., Kuan´s filter) to the different resolution layers in which the noisy image is decomposed. A noise-free image version is achieved by recombining the layers of the pyramid, once they have been filtered. Comparison tests performed on images affected by synthetic speckle, with both one-look and multi-look statistics, show significant SNR improvements over the basic Kuan´s scheme, resulting in far lower distortion between noise-free and processed images. Visual comparisons on true and simulated SAR images corroborate the objective results
Keywords :
geophysical signal processing; geophysical techniques; image resolution; radar imaging; remote sensing by radar; spaceborne radar; speckle; synthetic aperture radar; Kuan´s scheme; Laplacian pyramids; MMSE filter; SAR image processing; de-speckle; edge-preserving MMSE smoothing; filtering procedure; geophysical measurement technique; image resolution; land surface; multiplicative noise; multiresolution method; noise suppression; noise-free image; noisy image; radar imaging; radar remote sensing; speckle statistics; synthetic aperture radar; terrain mapping; Filtering; Filters; Image resolution; Laplace equations; Performance evaluation; Smoothing methods; Speckle; Statistical analysis; Statistics; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium, 1996. IGARSS '96. 'Remote Sensing for a Sustainable Future.', International
Conference_Location :
Lincoln, NE
Print_ISBN :
0-7803-3068-4
Type :
conf
DOI :
10.1109/IGARSS.1996.516357
Filename :
516357
Link To Document :
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