Denoising of salt-and-pepper noise corrupted image using modified directional-weighted-median filter

被引:115
作者
Lu, Ching-Ta [1 ]
Chou, Tzu-Chun [1 ]
机构
[1] Asia Univ, Dept Informat Commun, Taichung 41354, Taiwan
关键词
Image denoising; Salt-and-pepper noise; Median filter; Motion direction; Iterative filtering;
D O I
10.1016/j.patrec.2012.03.025
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Many denoising algorithms have been proposed to recover a noise corrupted image. However, most of them cannot well recover a heavy noise corrupted image with noise density above 70%. In this Letter, we propose a new approach to efficiently remove background noise by detecting and modifying noisy pixels in an image. If the center pixel of a local window is classified to noisy, this center pixel is replaced by a weighted median value on an optimum direction, enabling impulse noise to be removed. Conversely, the center pixel is kept unchanged when it is classified to noise-free, yielding the quality of restored image being well maintained. Experimental results show that the proposed approach cannot only efficiently suppress high-density impulse noise, but also can well preserve the detailed information of an image. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:1287 / 1295
页数:9
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