Edge-preserving filtering of images with low photon counts

被引:26
作者
Lee, John A. [1 ]
Geets, Xavier [1 ]
Gregoire, Vincent [1 ]
Bol, Anne [1 ]
机构
[1] Catholic Univ Louvain, IMRE, B-1200 Brussels, Belgium
关键词
edge-preserving filter; local M-smoothers; bilateral filtering; anisotropic diffusion; photometry invariance; Poissonian noise;
D O I
10.1109/TPAMI.2008.16
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Edge-preserving filters such as local M-smoothers or bilateral filtering are usually designed for Gaussian noise. This paper investigates how these filters can be adapted in order to efficiently deal with Poissonian noise. In addition, the issue of photometry invariance is addressed by changing the way filter coefficients are normalized. The proposed normalization is additive, instead of being multiplicative, and leads to a strong connection with anisotropic diffusion. Experiments show that ensuring the photometry invariance leads to comparable denoising performances in terms of the root mean square error computed on the signal.
引用
收藏
页码:1014 / 1027
页数:14
相关论文
共 27 条
[21]   Comparison of post-filtering and filtering between iterations for SPECT reconstruction [J].
Slijpen, ETP ;
Beekman, FJ .
IEEE TRANSACTIONS ON NUCLEAR SCIENCE, 1999, 46 (06) :2233-2238
[22]   Partial-volume effect in PET tumor imaging [J].
Soret, Marine ;
Bacharach, Stephen L. ;
Buvat, Irene .
JOURNAL OF NUCLEAR MEDICINE, 2007, 48 (06) :932-945
[23]   Bilateral filtering for gray and color images [J].
Tomasi, C ;
Manduchi, R .
SIXTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, 1998, :839-846
[24]  
Valk P.E., 2003, POSITRON EMISSION TO
[25]   Efficient and reliable schemes for nonlinear diffusion filtering [J].
Weickert, J ;
Romeny, BMT ;
Viergever, MA .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (03) :398-410
[26]  
Winkler G., 1999, Pattern Recognition and Image Analysis, V9, P749
[27]  
ZHANG B, 2006, P INT C AC SPEECH SI, V2, P81