Fuzzy 3D filter for color video sequences contaminated by impulsive noise

被引:9
|
作者
Ponomaryov, Volodymyr [1 ]
Montenegro, Hector [1 ]
Rosales, Alberto [2 ]
Duchen, Gonzalo [1 ]
机构
[1] Natl Polytech Inst Mexico, Mech & Elect Engn Higher Sch Culhuacan, Postgrad Sect, Mexico City 04430, DF, Mexico
[2] Natl Polytech Inst Mexico, Postgrad Sect, Mech & Elect Engn Higher Sch Zacatenco, Mexico City 07738, DF, Mexico
关键词
Image denoising; Fuzzy logic rules; Impulsive noise; Color sequence; Real-time implementation; MEDIAN FILTER; REDUCTION;
D O I
10.1007/s11554-012-0262-9
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 fuzzy 3D filter designed to suppress impulsive noise in color video sequences is proposed. In contrast to other state-of-the-art algorithms, the proposed approach employs the sequence data of the three RGB channels, analyzes eight fuzzy gradient values for each of the eight directions, and processes two temporal neighboring frames concurrently. Numerous simulation results confirm that this novel 3D framework performs well in terms of objective criteria (PSNR, MAE, NCD, and SSIM) and the more subjective measure of human vision in the different color sequences. An efficiency analysis of several promising 3D algorithms was performed on a DSP; computation times for various techniques are presented.
引用
收藏
页码:313 / 328
页数:16
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