Noise Adaptive Fuzzy Switching Median Filter for Salt-and-Pepper Noise Reduction

被引:249
|
作者
Toh, Kenny Kal Vin [1 ]
Isa, Nor Ashidi Mat [1 ]
机构
[1] Univ Sains Malaysia, Imaging & Intelligent Syst Res Team ISRT, Sch Elect & Elect Engn, Nibong Tebal 14300, Penang, Malaysia
关键词
Fuzzy reasoning; histogram; noise adaptive fuzzy switching median filter; salt-and-pepper noise; IMPULSE NOISE; REMOVAL; ALGORITHM; IMAGES;
D O I
10.1109/LSP.2009.2038769
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
This letter presents a novel two-stage noise adaptive fuzzy switching median (NAFSM) filter for salt-and-pepper noise detection and removal. Initially, the detection stage will utilize the histogram of the corrupted image to identify noise pixels. These detected "noise pixels" will then be subjected to the second stage of the filtering action, while "noise-free pixels" are retained and left unprocessed. Then, the NAFSM filtering mechanism employs fuzzy reasoning to handle uncertainty present in the extracted local information as introduced by noise. Simulation results indicate that the NAFSM is able to outperform some of the salt-and-pepper noise filters existing in literature.
引用
收藏
页码:281 / 284
页数:4
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