SPF-CellTracker: Tracking Multiple Cells with Strongly-Correlated Moves Using a Spatial Particle Filter

Osamu Hirose,Shotaro Kawaguchi,Terumasa Tokunaga,Yu Toyoshima,Takayuki Teramoto,Sayuri Kuge,Takeshi Ishihara,Yuichi Iino,Ryo Yoshida

IEEE/ACM Transactions on Computational Biology and Bioinformatics（2018）

引用 23|浏览18

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摘要

Tracking many cells in time-lapse 3D image sequences is an important challenging task of bioimage informatics. Motivated by a study of brain-wide 4D imaging of neural activity in C. elegans, we present a new method of multi-cell tracking. Data types to which the method is applicable are characterized as follows: (i) cells are imaged as globular-like objects, (ii) it is difficult to distinguish cel...

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关键词

Target tracking,Neurons,Markov processes,Biomedical imaging,Computational modeling,Markov processes,Random processes

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