Institutional Repository of Chinese Acad Sci, Inst Automat, CAS Key Lab Mol Imaging, Beijing 100190, Peoples R China
A fast reconstruction algorithm based on parallel coordinate descent optimization for in vivo tomographic bioluminescence imaging | |
Liu, Kai; Tian, Jie; Yang, Xin![]() | |
2011 | |
会议名称 | International Symposium on Biomedical Imaging |
会议录名称 | International Symposium on Biomedical Imaging (ISBI) |
页码 | 492-495 |
会议日期 | 2011 |
会议地点 | Chicago lllinois USA |
摘要 | Bioluminescence imaging (BLI) offers an alternative opportunity for non-invasively visualizing biological processes at the physiological and molecular levels in whole animals. Tomographic bioluminescence imaging (TBI) can further translate planar imaging into three-dimensional quantitative bioluminescent source distribution. Although many reconstruction methods have been developed, efforts are still needed to make the tomographic methods more practical for biomedical imaging experiments. In this paper, a fast reconstruction algorithm based on parallel coordinate descent optimization is proposed for in vivo tomographic bioluminescence imaging. Based on the shrinking operation, the proposed method is very efficient. Moreover, in order to obtain the analytic form of the updating shrinkage function, a smooth and convex approximation to the regularization term Lp is utilized, so this term can be easily generalized for 1 ≤ p ≤ 2. In the experiments, the imaging performance of the proposed method demonstrates that it has the ability to recover reliable tomographic results with a wide range of regularization parameters and different p. Moreover, the high efficiency makes it potential for real time imaging reconstruction. |
关键词 | Tomographic Imaging Optical Imaging Bioluminescence Imaging Inverse Problem Light Propagation In Tissues |
收录类别 | EI |
文献类型 | 会议论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/5418 |
专题 | 中国科学院分子影像重点实验室 |
通讯作者 | Tian, Jie |
推荐引用方式 GB/T 7714 | Liu, Kai,Tian, Jie,Yang, Xin,et al. A fast reconstruction algorithm based on parallel coordinate descent optimization for in vivo tomographic bioluminescence imaging[C],2011:492-495. |
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