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Junya Hayashida

2 accepted papers

2020

MPM: Joint Representation of Motion and Position Map for Cell Tracking

Junya Hayashida, Kazuya Nishimura, Ryoma Bise
CVPR 2020oral

Conventional cell tracking methods detect multiple cells in each frame (detection) and then associate the detection results in successive time-frames (association). Most cell tracking methods perform the association task independently from the detection task. However, there is no guarantee of preser…

Cited by 47PDF ↗code ↗Scholar ↗
2020

Weakly-Supervised Cell Tracking via Backward-and-Forward Propagation

Kazuya Nishimura, Junya Hayashida, Chenyang Wang, Dai Fei Elmer Ker, Ryoma Bise
ECCV 2020poster

We propose a weakly-supervised cell tracking method that can train a convolutional neural network (CNN) by using only the annotation of ""cell detection"" (i.e., the coordinates of cell positions) without association information, in which cell positions can be easily obtained by nuclear staining. Fi…

Cited by 26Source ↗PDF ↗code ↗Scholar ↗