个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:天津大学
学位:博士
所在单位:信息与通信工程学院
学科:通信与信息系统. 信号与信息处理
办公地点:大连理工大学创新园大厦B510
联系方式:电子邮箱:whyu@dlut.edu.cn 办公电话:0411-84707675 移动电话:13842827170
电子邮箱:whyu@dlut.edu.cn
AN ITERATIVE LOW-RANK REPRESENTATION FOR SAR IMAGE DESPECKLING
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论文类型:会议论文
发表时间:2016-07-10
收录刊物:EI、CPCI-S、Scopus
卷号:2016-November
页面范围:72-75
关键字:SAR image despeckling; Speckle noises; Low-rank representation; Mahalanobis distance
摘要:Speckle noises are inherent issues in synthetic aperture radar (SAR) images, which hampers the analysis and interpretation of SAR images. In this paper, we propose an iterative low-rank representation algorithm for SAR image despeckling. The original SAR image is first transformed to the logarithmic image, which is then filtered iteratively by the proposed low-rank representation model. Specifically, in each iteration, similar patches measured by the Mahalanobis distance are collected into a group, and then filtered by the nuclear regularized low-rank representation. Finally, all of the filtered patches are aggregated to form the denoised image. Experimental results demonstrate that the proposed algorithm is able to yield state-of-the-art SAR image despeckling performance.