DocumentCode
1122402
Title
On the estimation of the coefficient of variation for anisotropic diffusion speckle filtering
Author
Aja-Fernández, Santiago ; Alberola-López, Carlos
Author_Institution
Ingenieros de Telecomunicacion, Valladolid Univ.
Volume
15
Issue
9
fYear
2006
Firstpage
2694
Lastpage
2701
Abstract
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
Keywords
filtering theory; image denoising; parameter estimation; speckle; SRAD; anisotropic diffusion speckle filtering; coefficient of variation estimation; diffusion equations; parameter estimation; speckle removal; Additive noise; Anisotropic magnetoresistance; Equations; Filtering; Image enhancement; Noise reduction; Nonlinear filters; Speckle; Statistics; Ultrasonic imaging; Anisotropic diffusion; coefficient of variation; image restoration; speckle filtering; statistics estimation;
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/TIP.2006.877360
Filename
1673450
Link To Document