On the estimation of the coefficient of variation for anisotropic diffusion speckle filtering

被引:235
作者
Aja-Fernandez, Santiago [1 ]
Alberola-Lopez, Carlos [1 ]
机构
[1] Univ Valladolid, ETS Ingn Telecomunicac, E-47011 Valladolid, Spain
关键词
anisotropic diffusion; coefficient of variation; image restoration; speckle filtering; statistics estimation;
D O I
10.1109/TIP.2006.877360
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we focus on the problem of speckle removal by means of anisotropic diffusion and, specifically, on the importance of the correct estimation of the statistics involved. First, we derive an anisotropic diffusion filter that does not depend on a linear approximation of the speckle model assumed, which is the case of a previously reported filter, namely, SRAD. Then, we focus on the problem of estimation of the coefficient of variation of both signal and noise and of noise itself. Our experiments indicate that neighborhoods used for parameter estimation do not need to coincide with those used in the diffusion equations. Then, we show that, as long as the estimates are good enough, the filter proposed here and the SRAD perform fairly closely, a fact that emphasizes the importance of the correct estimation of the coefficients of variation.
引用
收藏
页码:2694 / 2701
页数:8
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