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作者:

Feng, Jinchao (Feng, Jinchao.) (学者:冯金超) | Qin, Chenghu (Qin, Chenghu.) | Jia, Kebin (Jia, Kebin.) (学者:贾克斌) | Zhu, Shouping (Zhu, Shouping.) | Liu, Kai (Liu, Kai.) | Han, Dong (Han, Dong.) | Yang, Xin (Yang, Xin.) | Gao, Quansheng (Gao, Quansheng.) | Tian, Jie (Tian, Jie.)

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摘要:

Regularization methods have been broadly applied to bioluminescence tomography (BLT) to obtain stable solutions, including l(2) and l(1) regularizations. However, l(2) regularization can oversmooth reconstructed images and l(1) regularization may sparsify the source distribution, which degrades image quality. In this paper, the use of total variation (TV) regularization in BLT is investigated. Since a nonnegativity constraint can lead to improved image quality, the nonnegative constraint should be considered in BLT. However, TV regularization with a nonnegativity constraint is extremely difficult to solve due to its nondifferentiability and nonlinearity. The aim of this work is to validate the split Bregman method to minimize the TV regularization problem with a nonnegativity constraint for BLT. The performance of split Bregman-resolved TV (SBRTV) based BLT reconstruction algorithm was verified with numerical and in vivo experiments. Experimental results demonstrate that the SBRTV regularization can provide better regularization quality over l(2) and l(1) regularizations. (c) 2012 Optical Society of America

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作者机构:

  • [ 1 ] [Feng, Jinchao]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China
  • [ 2 ] [Jia, Kebin]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China
  • [ 3 ] [Qin, Chenghu]Chinese Acad Sci, Inst Automat, Intelligent Med Res Ctr, Beijing 100190, Peoples R China
  • [ 4 ] [Liu, Kai]Chinese Acad Sci, Inst Automat, Intelligent Med Res Ctr, Beijing 100190, Peoples R China
  • [ 5 ] [Han, Dong]Chinese Acad Sci, Inst Automat, Intelligent Med Res Ctr, Beijing 100190, Peoples R China
  • [ 6 ] [Yang, Xin]Chinese Acad Sci, Inst Automat, Intelligent Med Res Ctr, Beijing 100190, Peoples R China
  • [ 7 ] [Tian, Jie]Chinese Acad Sci, Inst Automat, Intelligent Med Res Ctr, Beijing 100190, Peoples R China
  • [ 8 ] [Zhu, Shouping]Acad Mil Med Sci, Lab Anim Ctr, Beijing 100850, Peoples R China
  • [ 9 ] [Gao, Quansheng]Acad Mil Med Sci, Lab Anim Ctr, Beijing 100850, Peoples R China
  • [ 10 ] [Tian, Jie]Xidian Univ, Life Sci Res Ctr, Xian 710071, Peoples R China

通讯作者信息:

  • 贾克斌

    [Jia, Kebin]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China

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来源 :

APPLIED OPTICS

ISSN: 1559-128X

年份: 2012

期: 19

卷: 51

页码: 4501-4512

1 . 9 0 0

JCR@2022

ESI学科: PHYSICS;

JCR分区:2

中科院分区:3

被引次数:

WoS核心集被引频次: 39

SCOPUS被引频次: 42

ESI高被引论文在榜: 0 展开所有

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