Efficient reconstruction method for L1 regularization in fluorescence molecular tomography | |
Han, Dong1; Yang, Xin1![]() ![]() ![]() | |
刊名 | APPLIED OPTICS
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2010-12-20 | |
卷号 | 49期号:36页码:6930-6937 |
英文摘要 | 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 |
WOS标题词 | Science & Technology ; Physical Sciences |
类目[WOS] | Optics |
研究领域[WOS] | Optics |
关键词[WOS] | DIFFUSE OPTICAL TOMOGRAPHY ; SPARSITY REGULARIZATION ; SIGNAL RECOVERY ; ALGORITHM ; LIGHT |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000285499500017 |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/3931] ![]() |
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.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 |
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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