Using Sorted Switching Median Filter to remove high-density impulse noises

被引:32
|
作者
Horng, Shi-Jinn [1 ,2 ]
Hsu, Ling-Yuan [2 ,3 ]
Li, Tianrui [1 ]
Qiao, Shaojie [1 ]
Gong, Xun [1 ]
Chou, Hsien-Hsin [4 ]
Khan, Muhammad Khurram [5 ]
机构
[1] Southwest Jiaotong Univ, Sch Informat Sci & Technol, Chengdu 610031, Peoples R China
[2] Natl Taiwan Univ Sci & Technol, Dept Comp Sci & Informat Engn, Taipei 106, Taiwan
[3] St Marys Med Nursing & Management Coll, Dept Informat Management, Yilan, Taiwan
[4] Natl Ilan Univ, Dept Elect Engn, Yilan, Taiwan
[5] King Saud Univ, Ctr Excellence Informat Assurance, Riyadh 11451, Saudi Arabia
关键词
Denoising; Digital image; Decision based media n filter; Impulse noise; SSMF; Noise model; Salt-and-pepper noise; PSNR; PEPPER NOISE; ALGORITHMS; SALT;
D O I
10.1016/j.jvcir.2013.06.012
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a novel Sorted Switching Median Filter (i.e. SSMF) for effectively denoising extremely corrupted images while preserving the image details. The center pixel is considered as "uncorrupted" or "corrupted" noise in the detecting stage. The corrupted pixels that possess more noise-free surroundings will have higher processing priority in the SSMF sorting and filtering stages to rescue the heavily noisy neighbors. Five noise models are considered to assess the performance of the proposed SSMF algorithm. Several extensive simulation results conducted on both grayscale and color images with a wide range (from 10% to 90%) of noise corruption clearly show that the proposed SSMF substantially outperforms all other existing median-based filters. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:956 / 967
页数:12
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