ANALYSIS OF SPECKLE NOISE CONTRIBUTION ON WAVELET DECOMPOSITION OF SAR IMAGES

Citation
M. Simard et al., ANALYSIS OF SPECKLE NOISE CONTRIBUTION ON WAVELET DECOMPOSITION OF SAR IMAGES, IEEE transactions on geoscience and remote sensing, 36(6), 1998, pp. 1953-1962
Citations number
52
Categorie Soggetti
Engineering, Eletrical & Electronic","Geochemitry & Geophysics","Remote Sensing
ISSN journal
01962892
Volume
36
Issue
6
Year of publication
1998
Pages
1953 - 1962
Database
ISI
SICI code
0196-2892(1998)36:6<1953:AOSNCO>2.0.ZU;2-G
Abstract
This paper describes the use of the wavelet transform for multiscale t exture analysis. One of the basic problems is that texture measures ha ve to adapt to the peculiarity of radar images that contain multiplica tive speckle noise. In this paper, the focus is on the effect of speck le on the wavelet transform. The effect is first assessed analytically , It is shown that the wavelet coefficients are modulated by the multi plicative character of the speckle in a manner that is proportional to the target mean backscattering coefficient. The effect of speckle cor relation is also demonstrated. Wavelet decomposition is then applied t o a simulated radar image generated by a Monte Carlo approach and base d on a statistical model. Modeling shows that the correlation properti es of speckle have an effect up to a scale that corresponds to its gra nular size, The results also show that the main contribution to the wa velet transform for an homogeneous area is the first-order statistical distribution of speckle, which remains important even at large scales . The results are then compared to a ERS-1 synthetic aperture radar (S AR) image of a primary tropical forest region.