SNLM: A switching non-local means filter for removal of high density salt and pepper noise

被引:24
作者
Nasri, M. [1 ]
Saryazdi, S. [1 ]
Nezamabadi-pour, H. [1 ]
机构
[1] Shahid Bahonar Univ Kerman, Dept Elect Engn, Kerman, Iran
关键词
Image denoising; Non local means filter; High-density salt and pepper noise; WEIGHTED MEDIAN FILTERS; VALUED IMPULSE NOISE; CORRUPTED IMAGES;
D O I
10.1016/j.scient.2013.01.001
中图分类号
T [工业技术];
学科分类号
120111 [工业工程];
摘要
A Switching Non-Local Means (SNLM) filter is presented for high-density salt and pepper noise reduction. Firstly, the impulse noises are detected, based on the fact that their values must be the extreme gray-level of the image. Then, at the filtering stage, the noise-free pixels remain unchanged and noisy pixels are restored using a modified non-local means filter. However, to calculate the weights of the filter, only noise-free pixels are considered. It means that in a search window around the noisy pixel, some small patches are taken into account around noise-free pixels and the similarity between these patches and the central patch determines the weights. Experimental results show that the proposed method can provide better performance than many of the existing impulse denoising methods in high-density impulse noise in terms of PSNR, and MAE. (C) 2013 Sharif University of Technology. Production and hosting by Elsevier B.V. All rights reserved.
引用
收藏
页码:760 / 764
页数:5
相关论文
共 21 条
[1]
A New Adaptive Switching Median Filter [J].
Akkoul, Smail ;
Ledee, Roger ;
Leconge, Remy ;
Harba, Rachid .
IEEE SIGNAL PROCESSING LETTERS, 2010, 17 (06) :587-590
[2]
[Anonymous], 2006, Digital Image Processing
[3]
Standard Deviation for Obtaining the Optimal Direction in the Removal of Impulse Noise [J].
Awad, Ali S. .
IEEE SIGNAL PROCESSING LETTERS, 2011, 18 (07) :407-410
[4]
Bovik A.C., 2000, HDB IMAGE VIDEO PROC
[5]
Buades A, 2005, INT CONF ACOUST SPEE, P25
[6]
Adaptive impulse detection using center-weighted median filters [J].
Chen, T ;
Wu, HR .
IEEE SIGNAL PROCESSING LETTERS, 2001, 8 (01) :1-3
[7]
Removal of Random-Valued Impulsive Noise from Corrupted Images [J].
Civicioglu, Pinar .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2009, 55 (04) :2097-2104
[8]
A detection statistic for random-valued impulse noise [J].
Dong, Yiqiu ;
Chan, Raymond H. ;
Xu, Shufang .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2007, 16 (04) :1112-1120
[9]
A new directional weighted median filter for removal of random-valued impulse noise [J].
Dong, Yiqiu ;
Xu, Shufang .
IEEE SIGNAL PROCESSING LETTERS, 2007, 14 (03) :193-196
[10]
Robust NL-Means Filter With Optimal Pixel-Wise Smoothing Parameter for Statistical Image Denoising [J].
Dore, Vincent ;
Cheriet, Mohamed .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (05) :1703-1716