Impulse Noise Removal Based on Adaptive Multi-directional Weighted Mean Filter

被引:0
作者
Ma, Hongjin [1 ]
Nie, Yufeng [1 ]
机构
[1] Northwestern Polytech Univ, Dept Appl Math, Xian 710072, Shaanxi, Peoples R China
来源
TENTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2018) | 2018年 / 10806卷
基金
中国国家自然科学基金;
关键词
image denoising; salt-and-pepper noise; variance parameter; direction template; weighted mean filter; MEDIAN FILTERS; PEPPER NOISE; SALT;
D O I
10.1117/12.2503190
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
In this paper, a new adaptive multi-directional weighted mean filter for removing salt-and-pepper noise is proposed. The new filter firstly introduces a variance parameter to judge the gray level difference between the current pixel and its neighborhood pixels and then designs the noise detector by combining the variance parameter and the gray level extreme. After noise detection, the new filter restores the noise corrupted pixels based on the multi-directional image information, which firstly adaptively selects the optimal filtering window and direction template and then replaces the gray level of each noise corrupted pixel by the weighted mean gray level of the pixels on the optimal template. Experimental results show that the proposed filter outperforms many existing main filters in terms of image denoising and detail preservation.
引用
收藏
页数:7
相关论文
共 15 条
[1]   Adaptive impulse detection using center-weighted median filters [J].
Chen, T ;
Wu, HR .
IEEE SIGNAL PROCESSING LETTERS, 2001, 8 (01) :1-3
[2]   Space variant median filters for the restoration of impulse noise corrupted images [J].
Chen, T ;
Wu, HR .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-ANALOG AND DIGITAL SIGNAL PROCESSING, 2001, 48 (08) :784-789
[3]   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
[4]   Noise adaptive soft-switching median filter [J].
Eng, HL ;
Ma, KK .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (02) :242-251
[5]   FAST 2-DIMENSIONAL MEDIAN FILTERING ALGORITHM [J].
HUANG, TS ;
YANG, GJ ;
TANG, GY .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1979, 27 (01) :13-18
[6]   ADAPTIVE MEDIAN FILTERS - NEW ALGORITHMS AND RESULTS [J].
HWANG, H ;
HADDAD, RA .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (04) :499-502
[7]   Simple Adaptive Median Filter for the Removal of Impulse Noise from Highly Corrupted Images [J].
Ibrahim, Haidi ;
Kong, Nicholas Sia Pik ;
Ng, Theam Foo .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2008, 54 (04) :1920-1927
[8]   CENTER WEIGHTED MEDIAN FILTERS AND THEIR APPLICATIONS TO IMAGE-ENHANCEMENT [J].
KO, SJ ;
LEE, YH .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1991, 38 (09) :984-993
[9]   Modified directional weighted filter for removal of salt & pepper noise [J].
Li, Zuoyong ;
Liu, Guanghai ;
Xu, Yong ;
Cheng, Yong .
PATTERN RECOGNITION LETTERS, 2014, 40 :113-120
[10]   Removal of salt-and-pepper noise in corrupted image using three-values-weighted approach with variable-size window [J].
Lu, Ching-Ta ;
Chen, Yung-Yue ;
Wang, Ling-Ling ;
Chang, Chun-Fan .
PATTERN RECOGNITION LETTERS, 2016, 80 :188-199