Application of two-dimensional truncated singular value decomposition in image restoration

Author:

Zhou Hongyu,Kou Ting,Song Xu

Abstract

Abstract Large solution size and ill-posed problem often exists in image restoration. In order to overcome these problems, the application of two-dimensional truncated singular value decomposition(2-D TSVD) in large-scale image restoration is studied in this paper. The 2-D TSVD overcomes the inherent ill-posed problem and also solves the problem caused by limited storage in image restoration, which plays a regularization role. Experimental results show that this method is very effective in image restoration.

Publisher

IOP Publishing

Subject

General Physics and Astronomy

Reference10 articles.

1. Image restoration with a microscanning imaging system;López-Martínez;Journal of Communications Technology and Electronics,2014

2. Adaptive Arnoldi-Tikhonov regularization for image restoration;Novati;Numerical Algorithms,2014

3. Analysis of the gradient descent method in problems of the signals and images restoration;Makovetskii;Pattern Recognition and Image Analysis,2015

4. TSVD Algorithm for Image Restoration Problems with Neumann Boundary Conditions;Yang;Journal of Wuhan University of Technology,2012

5. TSVD Algorithm for Image Restoration Blurred by Rotational Motion;Zhu;Journal of Wuhan University of Technology,2010

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