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
相关论文
共 15 条
[1]   Similar neighbor criterion for impulse noise removal in images [J].
Awad, Ali Said ;
Man, Hong .
AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2010, 64 (10) :904-915
[2]   Salt-and-pepper noise removal by median-type noise detectors and detail-preserving regularization [J].
Chan, RH ;
Ho, CW ;
Nikolova, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2005, 14 (10) :1479-1485
[3]   An Adaptive Median Filter for Image Denoising [J].
Chang, Chin-Chen ;
Hsiao, Ju-Yuan ;
Hsieh, Chih-Ping .
2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL II, PROCEEDINGS, 2008, :346-+
[4]   An Efficient Edge-Preserving Algorithm for Removal of Salt-and-Pepper Noise [J].
Chen, Pei-Yin ;
Lien, Chih-Yuan .
IEEE SIGNAL PROCESSING LETTERS, 2008, 15 :833-836
[5]   Noise adaptive switching median-based filter for impulse noise removal from extremely corrupted images [J].
Fabijanska, A. ;
Sankowski, D. .
IET IMAGE PROCESSING, 2011, 5 (05) :472-480
[6]   Modified switching median filter with one more noise detector for impulse noise removal [J].
Kang, Chung-Chia ;
Wang, Wen-June .
AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2009, 63 (11) :998-1004
[7]   Random impulse noise removal from image sequences based on fuzzy logic [J].
Melange, Tom ;
Nachtegael, Mike ;
Kerre, Etienne E. .
JOURNAL OF ELECTRONIC IMAGING, 2011, 20 (01)
[8]   MEDIAN FILTERS - SOME MODIFICATIONS AND THEIR PROPERTIES [J].
NODES, TA ;
GALLAGHER, NC .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1982, 30 (05) :739-746
[9]  
Oliveira M., 2001, P INT C VIS IM IM PR, P261
[10]   A new fast and efficient decision-based algorithm for removal of high-density impulse noises [J].
Srinivasan, K. S. ;
Ebenezer, D. .
IEEE SIGNAL PROCESSING LETTERS, 2007, 14 (03) :189-192