Recursive cubic spline interpolation filter approach for the removal of high density salt-and-pepper noise

被引:30
|
作者
Veerakumar, T. [1 ]
Esakkirajan, S. [2 ]
Vennila, Ila [3 ]
机构
[1] PSG Coll Technol, Dept Elect & Commun Engn, Coimbatore, Tamil Nadu, India
[2] PSG Coll Technol, Dept Instrumentat & Control Syst Engn, Coimbatore, Tamil Nadu, India
[3] PSG Coll Technol, Dept Elect & Elect Engn, Coimbatore, Tamil Nadu, India
关键词
Image denoising; Salt-and-pepper noise; Spline interpolation; Recursive filter; ALGORITHM;
D O I
10.1007/s11760-013-0517-3
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
Spline-based approach is proposed to remove very high density salt-and-pepper noise in grayscale and color images. The algorithm consists of two stages, the first stage detects whether the pixel is noisy or noise-free. The second stage removes the noisy pixel by recursive spline interpolation filter. The proposed recursive spline interpolation filter is based on the neighborhood noise-free pixels and previous noise-free output pixel; hence, it is termed as recursive spline interpolation filter. The performance of the proposed algorithm is compared with the existing algorithms like standard median filter, decision-based filter, progressive switched median filter, and modified decision-based unsymmetric trimmed median filter at very high noise density. The proposed algorithm gives better peak signal-to-noise ratio, image enhancement factor, and correlation factor results than the existing algorithms.
引用
收藏
页码:159 / 168
页数:10
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