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Nuclei Instance Segmentation on PanNuke

84.22Neoplastic Score

MCTrans

Updated 4d ago

Evaluation Results

Method
MCTrans 2021.06	84.22	68.21	65.04	48.3	78.7	68.9
MCTrans 2021.06	83.99	68.24	63.95	47.39	78.42	68.4
CENet 2021.06	83.05	66.92	62.41	38.21	76.44	65.37
UNet 2021.06	82.86	66.16	62.45	38.1	75.02	64.92
UNet 2021.06	82.85	65.48	62.29	40.11	75.57	65.26
AttentionUNet 2021.06	82.74	65.42	62.09	38.6	76.02	64.97
CENet 2021.06	82.73	68.25	63.15	41.12	77.27	66.5
UNet++ 2021.06	82.14	66.01	61.61	38.47	76.54	64.97
UNet++ 2021.06	82.03	67.58	62.79	40.79	77.21	66.08
AttentionUNet 2021.06	81.85	65.37	63.79	38.96	75.45	64.27
CellViT-SAM-H 2023.06	58.1	41.7	42.3	14.9	58.3	-
CellViT-SAM-H 2024.08	58.1	41.7	42.3	14.9	58.3	-
NuLite-H 2024.08	57.65	41.71	41.34	14.47	57.12	-
NuLite-M 2024.08	57.52	43.08	40.7	13.79	56.93	-
NuLite-T 2024.08	57.22	41.55	40.62	13.7	56.22	-
TSFD-Net 2023.06	57.2	45.3	42.3	21.4	56.6	-
CellViT-SAM-H 2023.06	57.1	40.5	39.5	13.1	56.5	-
CellViT256 2023.06	56.7	40.5	40.5	14.4	55.9	-
CellViT256-No-FC 2023.06	56.7	41.6	40.4	14.1	54.8	-
CellViT256 2024.08	56.7	40.5	40.5	14.4	55.9	-
CellViT256-Aug 2023.06	56.5	41.9	40.3	15.6	55.8	-
STARDIST (RN50) 2023.06	56.4	39.8	38.8	2.4	54.3	-
HoVer-Net 2023.06	55.1	41.7	38.8	13.9	49.1	-
HoVer-Net 2024.08	55.1	41.7	38.8	13.9	49.1	-
CellViT-SAM-H 2023.06	54.8	40	34.7	13.2	54.4	-
STARDIST (RN50) 2023.06	54.7	42.4	38	12.3	53.2	-
CellViT256 2023.06	54	41.4	36.9	13.3	52.4	-
CellViT-SAM-H 2023.06	52.8	31.5	31.1	3.1	50.2	-
HoVer-UNet 2024.08	52.4	40.1	37.9	7.6	47.8	-
CellViT256 2023.06	51.6	40	33.1	12.8	50.7	-
Micro-Net 2023.06	50.4	33.3	33.4	5.1	44.2	-
Micro-Net 2024.08	50.4	33.3	33.4	5.1	44.2	-
CellViT256 2023.06	49.7	29.2	28.5	2.1	46.7	-
CellViT256-Raw 2023.06	49.5	34.4	33.5	6.7	46.5	-
CellViT256-Over 2023.06	49.4	34.9	33.9	7.1	46.7	-
Mask-RCNN 2023.06	47.2	29	30	6.9	40.3	-
Mask-RCNN 2024.08	47.2	29	30	6.9	40.3	-
DIST 2023.06	43.9	34.3	27.5	0	29	-
DIST 2024.08	43.9	34.3	27.5	0	29	-