Total variation regularization for bioluminescence tomography with the split Bregman method

CORC > 自动化研究所 > 中国科学院自动化研究所 > 中国科学院分子影像重点实验室

	Total variation regularization for bioluminescence tomography with the split Bregman method
	Feng, Jinchao 1; Qin, Chenghu 2; Jia, Kebin 1; Zhu, Shouping 3; Liu, Kai 2; Han, Dong 2; Yang, Xin2 ; Gao, Quansheng 3; Tian, Jie2,4
刊名	APPLIED OPTICS
	2012-07-01
卷号	51 期号:19 页码:4501-4512
英文摘要	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
WOS标题词	Science & Technology ; Physical Sciences
类目[WOS]	Optics
研究领域[WOS]	Optics
关键词[WOS]	TOTAL-VARIATION MINIMIZATION ; IMAGE-RECONSTRUCTION ; OPTICAL TOMOGRAPHY ; SIMULATION ; ALGORITHMS ; STRATEGY
收录类别	SCI
语种	英语
WOS记录号	WOS:000306100100029
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/4029]
专题	自动化研究所_中国科学院分子影像重点实验室
作者单位	1.Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100124, Peoples R China 2.Chinese Acad Sci, Inst Automat, Intelligent Med Res Ctr, Beijing 100190, Peoples R China 3.Acad Mil Med Sci, Lab Anim Ctr, Beijing 100850, Peoples R China 4.Xidian Univ, Life Sci Res Ctr, Xian 710071, Peoples R China
推荐引用方式 GB/T 7714	Feng, Jinchao,Qin, Chenghu,Jia, Kebin,et al. Total variation regularization for bioluminescence tomography with the split Bregman method[J]. APPLIED OPTICS,2012,51(19):4501-4512.
APA	Feng, Jinchao.,Qin, Chenghu.,Jia, Kebin.,Zhu, Shouping.,Liu, Kai.,...&Tian, Jie.(2012).Total variation regularization for bioluminescence tomography with the split Bregman method.APPLIED OPTICS,51(19),4501-4512.
MLA	Feng, Jinchao,et al."Total variation regularization for bioluminescence tomography with the split Bregman method".APPLIED OPTICS 51.19(2012):4501-4512.