Restoration and zoom of irregularly sampled, blurred, and noisy images by accurate total variation minimization with local constraints

被引:13
作者
Almansa, Andres [1 ]
Caselles, Vicent
Haro, Gloria
Rouge, Bernard
机构
[1] Univ Republica, Fac Ingn, InCo, Montevideo 11300, Uruguay
[2] Univ Pompeu Fabra, Dept Tecnol, Barcelona 08003, Spain
[3] Univ Minnesota, Inst Math & Its Applicat, Minneapolis, MN 55455 USA
[4] Ctr Natl Etud Spatiales, F-31055 Toulouse, France
关键词
image restoration; total variation; variational methods; satellite images;
D O I
10.1137/050634086
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We propose an algorithm to solve a problem in image restoration which considers several different aspects of it, namely irregular sampling, denoising, deconvolution, and zooming. Our algorithm is based on an extension of a previous image denoising algorithm proposed by A. Chambolle using total variation, combined with irregular to regular sampling algorithms proposed by H. G. Feichtinger, K. Grochenig, M. Rauth, and T. Strohmer. Finally, we present some experimental results and compare them with those obtained with the algorithm proposed by K. Grochenig et al.
引用
收藏
页码:235 / 272
页数:38
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