Title :
A speckle reduction algorithm for SAR images
Author :
Fulin, Su ; Jiang, Wu ; Hongtao, Ge ; Yong, Zhu
Author_Institution :
Dept. of Electron. & Commun. Eng., Harbin Inst. of Technol., China
Abstract :
In this paper, we propose a speckle reduction algorithm for radar images based on the wavelet transform. First, the logarithmic transform is applied to the original image to convert the multiplicative noise model into an additive Gaussian noise model. Then multiscale wavelet decomposition is used to obtain pyramidal-structured subimages. A direction-dependent mask is used to identify the edges in the detail images in wavelet subspaces. These subimages are processed by reducing the amplitude of the wavelet coefficients in the detail images and releasing the amplitude where are judged edges, so that speckles are suppressed and edges are preserved. Finally, the wavelet reconstruction and exponential transformation are applied to the processed subimages and the despeckled output image is obtained. The experimental results with a JERS-1 image show that the proposed algorithm is effective in both speckle reduction and edge preservation
Keywords :
Gaussian noise; digital filters; edge detection; image reconstruction; image resolution; interference suppression; radar imaging; speckle; synthetic aperture radar; wavelet transforms; JERS-1 image; SAR images; additive Gaussian noise model; direction-dependent mask; edge preservation; exponential transformation; logarithmic transform; multiplicative noise model; multiscale wavelet decomposition; processed subimages; pyramidal-structured subimages; radar images; speckle reduction; wavelet reconstruction; wavelet transform; Additive noise; Filters; Gaussian noise; Image converters; Image edge detection; Radar imaging; Speckle; Synthetic aperture radar; Wavelet coefficients; Wavelet transforms;
Conference_Titel :
Info-tech and Info-net, 2001. Proceedings. ICII 2001 - Beijing. 2001 International Conferences on
Conference_Location :
Beijing
Print_ISBN :
0-7803-7010-4
DOI :
10.1109/ICII.2001.982773