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

被引:0
|
作者
S. Okawa
Y. Endo
Y. Hoshi
Y. Yamada
机构
[1] The University of Electro-Communications,Department of Mechanical Engineering and Intelligent Systems
[2] Tokyo Institute of Psychiatry,undefined
关键词
Maximum a posteriori estimation; Poisson distribution; Markov process; Optical tomography;
D O I
暂无
中图分类号
学科分类号
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:9
相关论文
共 50 条
  • [1] Reduction of Poisson noise in measured time-resolved data for time-domain diffuse optical tomography
    Okawa, S.
    Endo, Y.
    Hoshi, Y.
    Yamada, Y.
    [J]. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2012, 50 (01) : 69 - 78
  • [2] Full time-resolved scheme data in time-domain fluorescence diffuse optical tomography
    Marjono, Andhi
    Yano, Akira
    Okawa, Shinpei
    Gao, Feng
    Yamada, Yukio
    [J]. OPTICAL TOMOGRAPHY AND SPECTROSCOPY OF TISSUE VII, 2007, 6434
  • [3] Time-resolved Fourier optical diffuse tomography
    Xu, M
    Lax, M
    Alfano, RR
    [J]. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2001, 18 (07): : 1535 - 1542
  • [4] Time-resolved Fourier diffuse optical tomography
    Xu, M
    Lax, M
    Alfano, RR
    [J]. BIOMEDICAL TOPICAL MEETINGS, TECHNICAL DIGEST, 2000, 38 : 345 - 347
  • [5] Diffuse optical fluorescence tomography using time-resolved data acquired in transmission
    Leblond, Frederic
    Fortier, Simon
    Friedlander, Michael P.
    [J]. MULTIMODAL BIOMEDICAL IMAGING II, 2007, 6431
  • [6] High performance time-resolved diffuse optical tomography system
    Mo, Weirong
    Chen, Nanguang
    [J]. DESIGN AND QUALITY FOR BIOMEDICAL TECHNOLOGIES, 2008, 6849
  • [7] Chromophore decomposition in multispectral time-resolved diffuse optical tomography
    Zouaoui, Judy
    Di Sieno, Laura
    Herve, Lionel
    Pifferi, Antonio
    Farina, Andrea
    Dalla Mora, Alberto
    Derouard, Jacques
    Dinten, Jean-Marc
    [J]. BIOMEDICAL OPTICS EXPRESS, 2017, 8 (10): : 4772 - 4787
  • [8] Dynamic image reconstruction in time-resolved diffuse optical tomography
    Powell, Samuel
    Cooper, Robert J.
    Hebden, Jeremy C.
    Arridge, Simon R.
    [J]. OPTICAL TOMOGRAPHY AND SPECTROSCOPY OF TISSUE XI, 2015, 9319
  • [9] Diffuse Optical Tomography based on time-resolved compressive sensing
    Farina, A.
    Betcke, M.
    Di Sieno, L.
    Bassi, A.
    Ducros, N.
    Pifferi, A.
    Valentini, G.
    Arridge, S.
    D 'Andrea, C.
    [J]. OPTICAL TOMOGRAPHY AND SPECTROSCOPY OF TISSUE XII, 2017, 10059
  • [10] Fluorescence diffuse optical tomography by full time-resolved scheme
    Gao, Feng
    Miao, Hui
    Zhao, Huijuan
    Tanikawa, Yukari
    Yamada, Yukio
    [J]. OPTICAL TOMOGRAPHY AND SPECTROSCOPY OF TISSUE VII, 2007, 6434