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Efficient sparse reconstruction algorithm for bioluminescence tomography based on duality and variable splitting
Guo, Wei1; Jia, Kebin1; Han, Dong2; Zhang, Qian3; Liu, Xueyan4; Feng, Jinchao1; Qin, Chenghu5; Ma, Xibo5; Tian, Jie5
发表期刊APPLIED OPTICS
2012-08-10
卷号51期号:23页码:5676-5685
文章类型Article
摘要Bioluminescence tomography (BLT) can three-dimensionally and quantitatively resolve the molecular processes in small animals in vivo. In this paper, we propose a BLT reconstruction algorithm based on duality and variable splitting. By using duality and variable splitting to obtain a new equivalent constrained optimization problem and updating the primal variable as the Lagrangian multiplier in the dual augmented Lagrangian problem, the proposed method can obtain fast and stable source reconstruction even without the permissible source region and multispectral measurements. Numerical simulations on a mouse atlas and in vivo mouse experiments were conducted to validate the effectiveness and potential of the method. (C) 2012 Optical Society of America
关键词Sparse Reconstruction Bioluminescence Tomography
WOS标题词Science & Technology ; Physical Sciences
关键词[WOS]RADIATIVE-TRANSFER EQUATION ; AUGMENTED LAGRANGIAN METHOD ; REGULARIZATION ; EVOLUTION ; FRAMEWORK ; MOUSE ; LIGHT
收录类别SCI
语种英语
WOS研究方向Optics
WOS类目Optics
WOS记录号WOS:000307876000012
引用统计
被引频次:3[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/4028
专题中国科学院分子影像重点实验室
通讯作者Tian, Jie
作者单位1.Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China
2.Northeastern Univ, Minist Educ, Key Lab Med Image Comp, Shenyang 11004, Liaoning, Peoples R China
3.Xidian Univ, Sch Life Sci & Technol, Xian 710071, Shaanxi, Peoples R China
4.Northeastern Univ, Sinodutch Biomed & Informat Engn Sch, Shenyang 110004, Liaoning, Peoples R China
5.Chinese Acad Sci, Inst Automat, Intelligent Med Res Ctr, Beijing 100190, Peoples R China
通讯作者单位中国科学院自动化研究所
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GB/T 7714
Guo, Wei,Jia, Kebin,Han, Dong,et al. Efficient sparse reconstruction algorithm for bioluminescence tomography based on duality and variable splitting[J]. APPLIED OPTICS,2012,51(23):5676-5685.
APA Guo, Wei.,Jia, Kebin.,Han, Dong.,Zhang, Qian.,Liu, Xueyan.,...&Tian, Jie.(2012).Efficient sparse reconstruction algorithm for bioluminescence tomography based on duality and variable splitting.APPLIED OPTICS,51(23),5676-5685.
MLA Guo, Wei,et al."Efficient sparse reconstruction algorithm for bioluminescence tomography based on duality and variable splitting".APPLIED OPTICS 51.23(2012):5676-5685.
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