武汉大学自然科学学报(英文版)2024,Vol.29Issue(3) :219-227.DOI:10.1051/wujns/2024293219

Non-Blind Image Deblurring via Shear Total Variation Norm

LI Weiyu ZHANG Tao GAO Qiuli
武汉大学自然科学学报(英文版)2024,Vol.29Issue(3) :219-227.DOI:10.1051/wujns/2024293219

Non-Blind Image Deblurring via Shear Total Variation Norm

LI Weiyu 1ZHANG Tao 1GAO Qiuli1
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作者信息

  • 1. School of Microelectronics and Data Science,Anhui University of Technology,Maanshan 243032,Anhui,China
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Abstract

In this paper,we propose a novel shear gradient operator by combining the shear and gradient operators.The shear gradient op-erator performs well to capture diverse directional information in the image gradient domain.Based on the shear gradient operator,we ex-tend the total variation(TV)norm to the shear total variation(STV)norm by adding two shear gradient terms.Subsequently,we introduce a shear total variation deblurring model.Experimental results are provided to validate the ability of the STV norm to capture the detailed in-formation.Leveraging the Block Circulant with Circulant Blocks(BCCB)structure of the shear gradient matrices,the alternating direction method of multipliers(ADMM)algorithm can be used to solve the proposed model efficiently.Numerous experiments are presented to verify the performance of our algorithm for non-blind image deblurring.

Key words

image deblurring/shear total variation(STV)norm/alternating direction method of multipliers(ADMM)/Block Circulant with Circulant Blocks(BCCB)matrix

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基金项目

Open Fund of Key Laboratory of Anhui Higher Education Institutes(CS2021-07)

National Natural Science Foundation of China(61701004)

Outstanding Young Talents Support Program of Anhui Province(gxyq2021178)

出版年

2024
武汉大学自然科学学报(英文版)
武汉大学

武汉大学自然科学学报(英文版)

CSTPCDCSCD
影响因子:0.066
ISSN:1007-1202
参考文献量27
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