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Published at November 22

Cell as Point: One-Stage Framework for Efficient Cell Tracking

eess.IV

cs.CV

q-bio.QM

Released Date: November 22, 2024

Authors: Yaxuan Song¹, Jianan Fan¹, Heng Huang², Mei Chen³, Weidong Cai¹

Aff.: ¹The University of Sydney; ²University of Maryland at College Park; ³Microsoft

Arxiv: http://arxiv.org/abs/2411.14833v1

Refer to caption

Metrics	PhC-C2DH-U373				Fluo-N2DH-GOWT1				Fluo-C2DL-Huh7
Metrics	GNN	EmbedTrack	KIT-GE	CAP	GNN	EmbedTrack	KIT-GE	CAP	GNN	EmbedTrack	KIT-GE	CAP
$\mathrm{ES}$ $\downarrow$	214	0	3	0	49	39	45	18	34	0	34	31
$\mathrm{EA}$ $\downarrow$	371	44	50	0	140	119	111	120	85	733	77	71
$\mathrm{ED}$ $\downarrow$	0	0	0	0	1	0	0	2	2	0	0	0
$\mathrm{ESM}$ $\downarrow$	0	7	1	0	13	0	1	2	835	5	0	1
$\mathrm{FP}$ $\downarrow$	135	211	197	119	5	21	6	75	36	1392	41	101
$\mathrm{FN}$ $\downarrow$	25	32	25	0	28	40	32	46	4	636	0	1
$\mathrm{TRA}$ $\uparrow$	0.771	0.931	0.939	0.985	0.958	0.961	0.966	0.960	0.889	0.187	0.970	0.966
$\mathrm{IT}$ $\downarrow$	19.7	123.6	22.0	2.6	67.2	171.6	39.4	7.1	27.1	125.0	25.7	3.2