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Text Image Deblurring Using Kernel Sparsity Prior

delete2020-03-01
delete13
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OA
AI
方
方贤勇 (Xianyong Fang)
Q
Qiang Zhou
J
Jianbing Shen *
C
Christian Jacquemin
Ling Shao 封面图
Ling Shao (Ling Shao)
DOI:10.1109/TCYB.2018.2876511delete
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摘要

摘要

En 中文
Previous methods on text image motion deblurring seldom consider the sparse characteristics of the blur kernel. This paper proposes a new text image motion deblurring method by exploiting the sparse properties of both text image itself and kernel. It incorporates the L-0-norm for regularizing the blur kernel in the deblurring model, besides the L-0 sparse priors for the text image and its gradient. Such a L-0-norm-based model is efficiently optimized by half-quadratic splitting coupled with the fast conjugate descent method. To further improve the quality of the recovered kernel, a structure-preserving kernel denoising method is also developed to filter out the noisy pixels, yielding a clean kernel curve. Experimental results show the superiority of the proposed method. The source code and results are available at: https://github.com/shenjianbing/text-image-deblur.
Keyword:
L-0-norm
motion deblurring
text image
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期刊

IEEE Transactions on Cybernetics 封面图
IEEE Transactions on Cybernetics
IF:
10.5
论文数:
1.1W
被引数:
5.0W

机构

B
beijing institute of technology
学者数:
5.5W
论文数: 4.0W
被引数: 63
U
University of East Anglia
学者数:
9.6K
论文数: 1.0W
被引数: 1.8W
U
Universite Paris Saclay
学者数:
7.3W
论文数: 5.3W
被引数: 540
A
anhui university
学者数:
1.9W
论文数: 1.2W
被引数: 24
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