Salt and pepper noise removal with image inpainting

被引:23
|
作者
Zhang, Xianquan [1 ,2 ,3 ]
Ding, Feng [1 ]
Tang, Zhenjun [1 ,3 ]
Yu, Chunqiang [1 ,2 ,3 ]
机构
[1] Guangxi Normal Univ, Dept Comp Sci, Guilin 541004, Peoples R China
[2] Guilin Univ Elect Technol, Guangxi Expt Ctr Informat Sci, Guilin 541004, Peoples R China
[3] Guilin Univ Elect Technol, Guangxi Key Lab Trusted Software, Guilin 541004, Peoples R China
关键词
Salt and pepper noise; Noise removal; Image denoising; Image inpainting; Image restoration; SWITCHING MEDIAN FILTER; IMPULSE NOISE; CORRUPTED IMAGES; ALGORITHM; DETECTOR;
D O I
10.1016/j.aeue.2014.09.018
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Salt and pepper noise removal is an important task in image processing. In this paper, we propose a simple and efficient restoration algorithm with the theory of image inpainting. Our algorithm takes noisy pixels as missing data for inpainting, adaptively selects convolution mask in terms of details of local regions, and achieves restoration by iterative convolutions. Many experiments are conducted to validate efficiency of our algorithm. The results show that our algorithm can efficiently remove noise while preserving image details even at a high noise density, and outperforms some well-known algorithms in terms of peak signal-to-noise ratio. (C) 2014 Elsevier GmbH. All rights reserved.
引用
收藏
页码:307 / 313
页数:7
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