Impulse Noise Removal From Digital Images by a Detail-Preserving Filter Based on Type-2 Fuzzy Logic

被引:46
|
作者
Yildirim, M. Tuelin [1 ]
Bastuerk, Alper [2 ]
Yueksel, M. Emin [3 ]
机构
[1] Erciyes Univ, Dept Aircraft Elect & Elect, Civil Aviat Sch, TR-38039 Kayseri, Turkey
[2] Erciyes Univ, Dept Comp Engn, Digital Signal & Image Proc Lab, TR-38039 Kayseri, Turkey
[3] Erciyes Univ, Dept Elect & Elect Engn, Digital Signal & Image Proc Lab, TR-38039 Kayseri, Turkey
关键词
Image restoration; noise filtering; type-2 fuzzy logic;
D O I
10.1109/TFUZZ.2008.924358
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel image filter based on type-2 fuzzy logic techniques is proposed for detail-preserving restoration of digital images corrupted by impulse noise. The performance of the proposed filter is evaluated for different test images corrupted at various noise densities and also compared with representative conventional as well as state-of-the-art impulse noise filters from the literature. Experimental results show that the proposed filter exhibits superior performance over the competing operators and is capable of efficiently suppressing the noise in the image while at the same time effectively preserving thin lines, edges, texture, and other useful information within the image.
引用
收藏
页码:920 / 928
页数:9
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