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An alternating iterative algorithm for image deblurring and denoising problems

delete2014-03-01
delete18
PRE
AI
W
Wang Si Wang
黄廷祝 cover
黄廷祝 (Ting‐Zhu Huang) *
刘军 cover
刘军 (Jun Liu)
吕小光 cover
吕小光 (Xiao-Guang Lv)
DOI:10.1016/j.cnsns.2013.07.004delete
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Abstract

Abstract

En 中文
In this paper, a modified l(1) minimization model for image delurring and denoising problems is considered. To solve the proposed l(1) minimization model, we present an efficient alternative iterative algorithm in which the fast iterative shrinkge-thresholding method (FISTA) and the well known dual approach for solving the denosing problems are alternately employed. Besides, we prove the convergence of the proposed algorithm. Numerical results demonstrate the efficiency and viability of the proposed algorithm to restore the degraded images. (C) 2013 Elsevier B.V. All rights reserved.
Keywords:
Deblurring
Denoising
Total variation
Alternating iterative algorithm
Fast iterative shrinkage-thresholding algorithm
l(1) Regularization

Journal

Communications in Nonlinear Science and Numerical Simulation cover
Communications in Nonlinear Science and Numerical Simulation
IF:
3.8
Papers:
9.4K
Citations:
1.8W

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