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作者:

Sun, Zhonghua (Sun, Zhonghua.) | Wang, Yaqi (Wang, Yaqi.) | Jia, Kebin (Jia, Kebin.) (学者:贾克斌) | Feng, Jinchao (Feng, Jinchao.) (学者:冯金超)

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EI Scopus SCIE

摘要:

The image reconstruction in diffuse optical tomography (DOT) is a typical inverse problem; therefore, regularization techniques are essential to obtain a reliable solution. The most general form of regularization is Tikhonov regularization. With any Tikhonov regularized reconstruction algorithm, one of the crucial issues is the selection of the regularization parameter that controls the trade-off between the regularized solution and fidelity to the given sets of data. Automatic methods such as L-curve, generalized cross-validation, minimal residual method, projection error method, and model function method have been introduced to select the regularization parameter over the years. However, little investigation of comparison of all the algorithms has been reported in DOT. The performance of the five methods for choosing regularization parameter is comprehensively compared, and advantages and limitations are discussed. (C) 2016 Society of Photo-Optical Instrumentation Engineers (SPIE)

关键词:

biomedical optics image reconstruction infrared imaging inverse problems nonlinear image processing tomography

作者机构:

  • [ 1 ] [Sun, Zhonghua]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Wang, Yaqi]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Jia, Kebin]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
  • [ 4 ] [Feng, Jinchao]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
  • [ 5 ] [Sun, Zhonghua]Beijing Lab Adv Informat Networks, Beijing 100124, Peoples R China
  • [ 6 ] [Wang, Yaqi]Beijing Lab Adv Informat Networks, Beijing 100124, Peoples R China
  • [ 7 ] [Jia, Kebin]Beijing Lab Adv Informat Networks, Beijing 100124, Peoples R China
  • [ 8 ] [Feng, Jinchao]Beijing Lab Adv Informat Networks, Beijing 100124, Peoples R China
  • [ 9 ] [Sun, Zhonghua]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China
  • [ 10 ] [Wang, Yaqi]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China
  • [ 11 ] [Jia, Kebin]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China
  • [ 12 ] [Feng, Jinchao]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China

通讯作者信息:

  • 冯金超

    [Feng, Jinchao]Beijing Univ Technol, Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China;;[Feng, Jinchao]Beijing Lab Adv Informat Networks, Beijing 100124, Peoples R China;;[Feng, Jinchao]Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China

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来源 :

OPTICAL ENGINEERING

ISSN: 0091-3286

年份: 2017

期: 4

卷: 56

1 . 3 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:92

中科院分区:4

被引次数:

WoS核心集被引频次: 4

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ESI高被引论文在榜: 0 展开所有

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