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Published at December 4

Progressive Vision-Language Prompt for Multi-Organ Multi-Class Cell Semantic Segmentation with Single Branch

cs.CV

Released Date: December 4, 2024

Authors: Qing Zhang¹, Hang Guo¹, Siyuan Yang², Qingli Li¹, Yan Wang¹

Aff.: ¹East China Normal University, Shanghai, China; ²Nanyang Technological University, Singapore

Arxiv: http://arxiv.org/pdf/2412.02978v1

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Model	Neoplastic			Epithelial			Inflammatory			Connective			Dead			Inference (ms)
Model	$IoU$	$Precision$	$F1Score$	$IoU$	$Precision$	$F1Score$	$IoU$	$Precision$	$F1Score$	$IoU$	$Precision$	$F1Score$	$IoU$	$Precision$	$F1Score$	Inference (ms)
HoVer-Net [14]	0.6343	0.7372	0.7762	0.5171	0.6999	0.6817	0.4515	0.7188	0.6221	0.4316	0.6496	0.6030	0.1479	0.2130	0.2577	98.218
TSFD-Net [23]	0.6573	0.7418	0.7932	0.5893	0.7195	0.7416	0.5153	0.6983	0.6801	0.4600	0.6649	0.6301	0.0118	0.4215	0.0234	742.81
CPP-Net [7]	0.6497	0.7898	0.7876	0.5749	0.7410	0.7300	0.4717	0.6276	0.6410	0.4402	0.5977	0.6113	0.1543	0.2856	0.2673	352.353
Med-SA [42]	0.5970	0.7405	0.7477	0.3954	0.7773	0.5667	0.3007	0.6247	0.4624	0.3413	0.5424	0.5089	0.0009	0.6513	0.0018	182.901
MA-SAM [4]	0.3235	0.3848	0.4889	0.2127	0.2164	0.3507	0.0508	0.0895	0.0967	0.1576	0.1858	0.2724	0.0401	0.0414	0.0772	33.129
MONCH	0.6679	0.7898	0.8009	0.6572	0.7841	0.7931	0.4984	0.6624	0.6652	0.4677	0.6709	0.6373	0.1767	0.5194	0.3003	214.456