Abstract:In this paper, a novel speckle suppression method is proposed, which is based on the joint of discrete wavelet transform and independent component analysis (ICA). This method employs ICA to process the wavelet coefficients of images, extracting the independent components which represent the uncontaminated images. Also this paper compares the suppressing performance of several standard wavelet bases,investigating their influences on suppressing the speckle. Experimental results based on SAR images of MSTAR dataset show that the proposed method suppresses speckle effectively, and outperforms ICA and Lee filter.
卢晓光; 韩萍; 吴仁彪; 刘瑞华. 基于二维小波变换和独立分量分析的SAR图像去噪方法[J]. 电子与信息学报, 2008, 30(5): 1052-1055 .
Lu Xiao-guang;Han Ping; Wu Ren-biao; Liu Rui-hua . An Approach for SAR Image Despeckling Based on 2D-Wavelet Transform and ICA. , 2008, 30(5): 1052-1055 .