Reduction of Poisson noise in measured time-resolved data for time-domain diffuse optical tomography

被引:3
|
作者
Okawa, S. [1 ]
Endo, Y. [1 ]
Hoshi, Y. [2 ]
Yamada, Y. [1 ]
机构
[1] Univ Electrocommun, Dept Mech Engn & Intelligent Syst, Chofu, Tokyo 1828585, Japan
[2] Tokyo Inst Psychiat, Setagaya Ku, Tokyo 1568585, Japan
关键词
Maximum a posteriori estimation; Poisson distribution; Markov process; Optical tomography; RECONSTRUCTION; ALGORITHMS;
D O I
10.1007/s11517-011-0774-7
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A method to reduce noise for time-domain diffuse optical tomography (DOT) is proposed. Poisson noise which contaminates time-resolved photon counting data is reduced by use of maximum a posteriori estimation. The noise-free data are modeled as a Markov random process, and the measured time-resolved data are assumed as Poisson distributed random variables. The posterior probability of the occurrence of the noise-free data is formulated. By maximizing the probability, the noise-free data are estimated, and the Poisson noise is reduced as a result. The performances of the Poisson noise reduction are demonstrated in some experiments of the image reconstruction of time-domain DOT. In simulations, the proposed method reduces the relative error between the noise-free and noisy data to about one thirtieth, and the reconstructed DOT image was smoothed by the proposed noise reduction. The variance of the reconstructed absorption coefficients decreased by 22% in a phantom experiment. The quality of DOT, which can be applied to breast cancer screening etc., is improved by the proposed noise reduction.
引用
收藏
页码:69 / 78
页数:10
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