A Fuzzy Impulse Noise Filter Based on Boundary Discriminative Noise Detection

被引:2
|
作者
Verma, Om Prakash [1 ]
Singh, Shweta [1 ]
机构
[1] Delhi Technol Univ, Dept Informat Technol, Delhi, India
来源
关键词
Impulse Noise; Decision Boundaries; Color Components; Fuzzy Filter; Membership Function;
D O I
10.3745/JIPS.2013.9.1.089
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The paper presents a fuzzy based impulse noise filter for both gray scale and color images. The proposed approach is based on the technique of boundary discriminative noise detection. The algorithm is a multi-step process comprising detection, filtering and color correction stages. The detection procedure classifies the pixels as corrupted and uncorrupted by computing decision boundaries, which are fuzzified to improve the outputs obtained. In the case of color images, a correction term is added by examining the interactions between the color components for further improvement. Quantitative and qualitative analysis, performed on standard gray scale and color image, shows improved performance of the proposed technique over existing state-of-the-art algorithms in terms of Peak Signal to Noise Ratio (PSNR) and color difference metrics. The analysis proves the applicability of the proposed algorithm to random valued impulse noise
引用
收藏
页码:89 / 102
页数:14
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