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Nuclei Segmentation on MoNuSeg

84.17Dice Coefficient

UN-SAM

Updated 12d ago

Evaluation Results

Method
UN-SAM 2025.08	84.17	72.93	84.27	-	-	-	-	-	-	-
ReN-UNet 2025.04	84.12	73.06	-	81.46	87.3	0.0329	2.2422	0.1583	-	-
LKCell-L 2024.07	83.96	-	82.99	-	-	-	-	-	-	-
CellViT-SAM-H 2024.07	83.08	-	86.8	-	-	-	-	-	-	-
SAC 2025.08	82.89	69.22	82.98	-	-	-	-	-	-	-
PromptNucSeg 2025.08	82.62	69.87	79.11	-	-	-	-	-	-	-
Med-SA 2025.08	82.47	70.24	82.57	-	-	-	-	-	-	-
CellSAM 2025.08	82.28	69.96	82.4	-	-	-	-	-	-	-
SAMed 2025.08	82.26	69.94	82.43	-	-	-	-	-	-	-
ConvNeXt-FD 2026.05	82.23	-	-	-	-	-	-	-	-	-
H-SAM 2025.08	82.13	69.75	82.27	-	-	-	-	-	-	-
Pixel-wise annotation 2026.05	81.94	-	-	-	-	-	-	-	-	-
UNet++ 2025.04	81.83	69.34	-	75.31	90.29	0.0422	2.7901	0.6458	-	-
SAMPO 2025.08	81.83	69.25	82.72	-	-	-	-	-	-	-
U2-Net 2025.04	81.33	68.89	-	77.2	86.88	0.0444	13.445	3.0647	-	-
Hover-net + Lou et al. 2026.05	81.29	-	-	-	-	-	-	-	-	-
SNSeg 2026.05	81.21	-	-	-	-	-	-	-	-	-
FFEDNet 2026.05	81.2	-	-	-	-	-	-	-	-	-
nnU-Net 2025.08	81.09	68.28	81.24	-	-	-	-	-	-	-
Universal-model 2026.05	81	-	-	-	-	-	-	-	-	-
nnUNet 2025.04	80.42	67.6	-	81.63	80.88	0.0555	3.3357	0.6852	-	-
Huang et al. 2026.05	80.27	-	-	-	-	-	-	-	-	-
TSCA-Net 2026.05	80.23	-	-	-	-	-	-	-	-	-
TransUNet 2025.04	80.22	67.89	-	81.58	79.17	0.061	3.5602	0.7379	-	-
He et al. 2026.05	79.86	-	-	-	-	-	-	-	-	-
UCTransNet 2025.04	79.2	65.56	-	75.83	82.88	0.0561	18.366	4.2	-	-
Swin-Unet 2025.04	79.01	65.38	-	72.38	87.88	0.0403	3.7871	0.7893	-	-
UCTransNet 2026.05	78.39	-	-	-	-	-	-	-	-	-
All-in-SAM 2025.08	78.38	65.94	79.21	-	-	-	-	-	-	-
Swin-Unet 2026.05	78.25	-	-	-	-	-	-	-	-	-
Hover-Net 2025.04	77.26	62.9	-	77.67	77.54	0.0689	3.8687	0.8114	-	-
Attention-UNet 2025.08	76.89	62.92	77.45	-	-	-	-	-	-	-
Unet++ 2025.08	76.78	62.97	78.31	-	-	-	-	-	-	-
TransUNet 2025.08	75.08	61.41	76.55	-	-	-	-	-	-	-
U-Net 2025.08	74.06	60.25	75.57	-	-	-	-	-	-	-
U-Net 2025.04	73.42	59.62	-	74.87	73.04	0.0766	3.6609	0.8109	-	-
IAU-Net 2026.04	72.99	58.35	-	-	-	-	-	-	-	-
MaxViT-UNet 2024.07	72.08	-	83.78	-	-	-	-	-	-	-
U-Net++ 2024.07	66.17	-	79.49	-	-	-	-	-	-	-
Med Transformer 2024.07	66.17	-	79.55	-	-	-	-	-	-	-
U-Net 2024.07	65.99	-	79.43	-	-	-	-	-	-	-
SAMed 2025.08	65.76	51.82	65.96	-	-	-	-	-	-	-
Med-SA 2025.08	64.91	51.02	65.06	-	-	-	-	-	-	-
Swin-unet 2024.07	64.71	-	79.56	-	-	-	-	-	-	-
Scribble2Label 2026.04	64.08	58.11	-	-	-	-	-	-	-	-
rLoss 2026.04	63.37	57.89	-	-	-	-	-	-	-	-
pCE Only 2026.04	63.19	57.66	-	-	-	-	-	-	-	-
Pseudo-Label 2026.04	61.13	56.07	-	-	-	-	-	-	-	-
SAM2 2025.08	44.51	29.81	44.85	-	-	-	-	-	-	-
Original SAM 2025.08	37.54	22.47	46.33	-	-	-	-	-	-	-
SAM3 2025.08	31.56	45.75	31.47	-	-	-	-	-	-	-
Original SAM 2025.08	20.28	12.62	25.25	-	-	-	-	-	-	-
GrabCut 2026.04	15.34	7.03	-	-	-	-	-	-	-	-
FCN 2021.02	-	28.71	28.84	-	-	-	-	-	-	-
U-Net 2021.02	-	65.99	79.43	-	-	-	-	-	-	-
U-Net++ 2021.02	-	66.04	79.49	-	-	-	-	-	-	-
Res-UNet 2021.02	-	66.07	79.49	-	-	-	-	-	-	-
Axial Attention U-Net 2021.02	-	62.49	76.83	-	-	-	-	-	-	-
Gated Axial Attn. 2021.02	-	62.01	76.44	-	-	-	-	-	-	-
LoGo 2021.02	-	66.17	79.56	-	-	-	-	-	-	-
MedT 2021.02	-	66.17	79.55	-	-	-	-	-	-	-
U-Net 2026.04	-	74.46	-	-	-	-	-	-	87.36	61.55
U-Net + ours 2026.04	-	76.99	-	-	-	-	-	-	89.71	64.28
UCTransNet 2026.04	-	74.36	-	-	-	-	-	-	87.79	60.93
UCTransNet + ours 2026.04	-	77.36	-	-	-	-	-	-	90.15	64.58