A universal noise removal algorithm with an impulse detector

被引:421
作者
Garnett, R [1 ]
Huegerich, T
Chui, C
He, WJ
机构
[1] Washington Univ, Dept Math & Comp Sci, St Louis, MO 63130 USA
[2] Rice Univ, Dept Phys, Houston, TX 77005 USA
[3] Univ Missouri, Dept Math & Comp Sci, St Louis, MO 63121 USA
[4] Stanford Univ, Dept Stat, Stanford, CA 94305 USA
基金
美国国家科学基金会;
关键词
bilateral filter; denoising; Gaussian noise; image restoration; impulse noise; mixed noise; nonlinear filters;
D O I
10.1109/TIP.2005.857261
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We introduce a local image statistic for identifying noise pixels in images corrupted with impulse noise of random values. The statistical values quantify how different in intensity the particular pixels are from their most similar neighbors. We continue to demonstrate how this statistic may be incorporated into a filter designed to remove additive Gaussian noise. The result is a new filter capable of reducing both Gaussian and impulse noises from noisy images effectively, which performs remarkably well, both in terms of quantitative measures of signal restoration and qualitative judgements of image quality. Our approach is extended to automatically remove any mix of Gaussian and impulse noise.
引用
收藏
页码:1747 / 1754
页数:8
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