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A fast reconstruction algorithm based on parallel coordinate descent optimization for in vivo tomographic bioluminescence imaging

  • Kai Liu*
  • , Jie Tian
  • , Xin Yang
  • , Chenghu Qin
  • , Shouping Zhu
  • , Dong Han
  • , Ping Wu
  • *此作品的通讯作者
  • CAS - Institute of Automation
  • Xidian University

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

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.

源语言英语
主期刊名2011 8th IEEE International Symposium on Biomedical Imaging
主期刊副标题From Nano to Macro, ISBI'11
出版商IEEE Computer Society
页492-495
页数4
ISBN(印刷版)9781424441280
DOI
出版状态已出版 - 2011
已对外发布是
活动8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2011 - Chicago, IL, 美国
期限: 30 3月 2011 → 2 4月 2011

丛书

姓名Proceedings - International Symposium on Biomedical Imaging
ISSN(印刷版)1945-7928
ISSN(电子版)1945-8452

会议

会议8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2011
国家/地区美国
市Chicago, IL
时期30/03/11 → 2/04/11

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