Speckle reduction for SAR images using edge directions in wavelet domain

被引:0
|
作者
Guo, XW [1 ]
Tian, Z [1 ]
机构
[1] Northwestern Polytech Univ, Dept Comp Sci & Technol, Xian 710072, Peoples R China
关键词
synthetic aperture radar (SAR); speckle; wavelet; edge direction;
D O I
10.1117/12.538795
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A filter for speckle reduction in SAR image is proposed. On each level of wavelet decomposition, three images are used. One is the original image, and the others are obtained by rotating the original image by 45degrees and -45degrees respectively, and so 12 subbands are gotten. In the 12 subbands, four subbands, HL subband and LH subband corresponding to the original image, and two HL subbands corresponding to the second and third image respectively, are used for edge detection, and the LL, HL, LH, HH subbands of the original image are used for synthesis. By using each point's four wavelet coefficients in the four subbands for edge detection, the edge direction property of the point on the original image is captured, and then the edges are detected by setting a proper threshold. And so, the speckle can be reduced while the edges being preserved well by setting the wavelet coefficients in the synthesis subbands corresponding to the points not on edges to zero but retain the wavelet coefficients in the synthesis subbands corresponding to the points on edges. For detection of some oscillating edges, the filter is improved by combining with the traditional threshold method. Simulations on synthetic images indicate that the new filter performs better than the traditional wavelet domain hard threshold or soft threshold method.
引用
收藏
页码:238 / 242
页数:5
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