Regularization in Tomographic Reconstruction Using Proximal Forward-Backward Algorithm

被引:0
|
作者
Wang Li-yan [1 ,2 ]
Wei Zhi-hui [2 ]
机构
[1] Southeast Univ, Dept Math, Nanjing, Peoples R China
[2] Nanjing Univ Sci & Technol, Dept Comp Sci, Nanjing, Peoples R China
来源
2009 3RD INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING, VOLS 1-11 | 2009年
关键词
proximal operator; regularization; tomographic reconstruction;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Recently, there are many approaches to tomographic reconstruction that consist of minimizing the sum of a residual energy and a regularized function using some prior information. Usually great efforts are expended for specific Models with different regularizations. In this paper, taking the advantage of the proximity operators and operator splitting in convex analytical tools, we provide a systematic analysis of such generic models. Then using proximal forward-backward method, an iterative algorithm is given to solve them. And we provide two examples with different regularized function to demonstrate how this generic tomographic construction scheme works.
引用
收藏
页码:2311 / +
页数:3
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