Efficient reconstruction method for L1 regularization in fluorescence molecular tomography

	Efficient reconstruction method for L1 regularization in fluorescence molecular tomography
	Han, Dong 1; Yang, Xin1 ; Liu, Kai 1; Qin, Chenghu 1; Zhang, Bo 2; Ma, Xibo1 ; Tian, Jie 1
发表期刊	APPLIED OPTICS
	2010-12-20
卷号	49 期号:36 页码:6930-6937
文章类型	Article
摘要	Fluorescence molecular tomography (FMT) is a promising technique for in vivo small animal imaging. In this paper, the sparsity of the fluorescent sources is considered as the a priori information and is promoted by incorporating L1 regularization. Then a reconstruction algorithm based on stagewise orthogonal matching pursuit is proposed, which treats the FMT problem as the basis pursuit problem. To evaluate this method, we compare it to the iterated-shrinkage-based algorithm with L1 regularization. Numerical simulations and physical experiments show that the proposed method can obtain comparable or even slightly better results. More importantly, the proposed method was at least 2 orders of magnitude faster in these experiments, which makes it a practical reconstruction algorithm. (C) 2010 Optical Society of America
关键词	Reconstruction Method
WOS标题词	Science & Technology ; Physical Sciences
关键词[WOS]	DIFFUSE OPTICAL TOMOGRAPHY ; SPARSITY REGULARIZATION ; SIGNAL RECOVERY ; ALGORITHM ; 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:000285499500017
引用统计	被引频次：48[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/173211/3931
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.Chinese Acad Sci, Inst Automat, Med Image Proc Grp, Beijing 100190, Peoples R China 2.Northeastern Univ, Sino Dutch Biomed & Informat Engn Sch, Shenyang 110004, Peoples R China
第一作者单位	中国科学院自动化研究所
通讯作者单位	中国科学院自动化研究所
推荐引用方式 GB/T 7714	Han, Dong,Yang, Xin,Liu, Kai,et al. Efficient reconstruction method for L1 regularization in fluorescence molecular tomography[J]. APPLIED OPTICS,2010,49(36):6930-6937.
APA	Han, Dong.,Yang, Xin.,Liu, Kai.,Qin, Chenghu.,Zhang, Bo.,...&Tian, Jie.(2010).Efficient reconstruction method for L1 regularization in fluorescence molecular tomography.APPLIED OPTICS,49(36),6930-6937.
MLA	Han, Dong,et al."Efficient reconstruction method for L1 regularization in fluorescence molecular tomography".APPLIED OPTICS 49.36(2010):6930-6937.

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48.AO(2010).pdf（1071KB）	期刊论文	作者接受稿	开放获取	CC BY-NC-SA	浏览下载