A statistically-switched adaptive vector median filter

被引:78
作者
Lukac, R
Plataniotis, KN
Venetsanopoulos, AN
Smolka, B
机构
[1] Univ Toronto, Edward S Rogers Sr Dept ECE, Toronto, ON M5S 3G4, Canada
[2] Silesian Tech Univ, Dept Automat Control, PL-44101 Gliwice, Poland
关键词
nonlinear image processing; color image filtering; adaptive filter design; order-statistic theory; virtual restoration of artworks;
D O I
10.1007/s10846-005-1730-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a new cost-effective, adaptive multichannel filter taking advantage of switching schemes, robust order-statistic theory and approximation of the multivariate dispersion. Introducing the statistical control of the switching between the vector median and the identity operation, the developed filter enhances the detail-preserving capability of the standard vector median filter. The analysis and experimental results reported in this paper indicate that the proposed method is capable of detecting and removing impulsive noise in multichannel images. At the same time, the method is computationally efficient and provides excellent balance between the noise attenuation and signal-detail preservation. Excellent performance of the proposed method is tested using standard test color images as well as real images related to emerging virtual restoration of artworks.
引用
收藏
页码:361 / 391
页数:31
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