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Medical Image Segmentation on ISIC 2017

98.7Dice Score

MFSNet

Updated 1mo ago

Evaluation Results

Method
MFSNet 2022.03	98.7	97.4	99.9	99.9	-
Navarro et al. 2022.03	93.8	84.6	-	-	-
Double U-Net 2022.03	91.3	91.8	96.3	97.4	-
U-RWKV 2025.07	90.13	-	-	-	-
TransUnet 2025.07	90.1	-	-	-	-
U-Net 2025.07	89.87	-	-	-	-
CMUNeXt 2025.07	89.85	-	-	-	-
GuiDINO-W 2026.03	89.81	82.32	-	-	13.14
CMU-Net 2025.07	89.7	-	-	-	-
UNeXt 2025.07	89.6	-	-	-	-
Att-UNet 2025.07	89.57	-	-	-	-
nnWNet 2026.03	89.44	82.62	-	-	12.73
U-RWKV-s 2025.07	89.41	-	-	-	-
H2Former 2026.03	89.36	82.56	-	-	13.04
ConvUNeXt 2025.07	89.35	-	-	-	-
nnUNet 2026.03	89.18	82.3	-	-	13.38
TinyUnet 2025.07	89.03	-	-	-	-
Ozturk et al. 2022.03	88.6	78.3	85.4	98.1	-
SwinUNet 2026.03	88.38	81.24	-	-	14.17
SwinUnet 2025.07	87.71	-	-	-	-
Al et al. 2022.03	87.1	77.1	85.4	96.7	-
MedT 2025.07	86.72	-	-	-	-
RWKV-UNet-S 2025.01	86.38	-	-	-	-
RWKV-UNet-S 2025.01	86.38	-	-	-	-
Xie et al. 2022.03	86.2	78.3	87	96.4	-
TransUNet 2025.01	86.09	-	-	-	-
TransUNet 2025.01	86.09	-	-	-	-
Deco-Mamba-V1 2026.03	86.01	-	-	-	-
SegDINO 2026.03	85.76	77.6	-	-	20.8
Cascaded-MERIT 2026.03	85.67	-	-	-	-
RWKV-UNet-T 2025.01	85.59	-	-	-	-
RWKV-UNet-T 2025.01	85.59	-	-	-	-
Saha et al. 2022.03	85.5	77.2	82.4	98.1	-
Swin-UMamba 2026.03	85.47	-	-	-	-
RWKV-UNet 2025.01	85.32	-	-	-	-
RWKV-UNet 2025.01	85.32	-	-	-	-
Tschandl et al. 2022.03	85.3	77	-	-	-
Deco-Mamba-V0 2026.03	85.14	-	-	-	-
Swin-UNet 2026.03	85.01	-	-	-	-
FAT-Net 2026.03	85	-	-	-	-
R50-UNet 2025.01	84.78	-	-	-	-
R50-UNet 2025.01	84.78	-	-	-	-
PVT-CASCADE 2025.01	84.77	-	-	-	-
PVT-CASCADE 2025.01	84.77	-	-	-	-
UNext 2025.01	84.68	-	-	-	-
UNext 2025.01	84.68	-	-	-	-
FCBFormer 2025.01	84.56	-	-	-	-
FCBFormer 2025.01	84.56	-	-	-	-
Mamba-Unet 2026.03	84.56	-	-	-	-
Rolling-UNet-M 2025.01	84.42	-	-	-	-
Rolling-UNet-M 2025.01	84.42	-	-	-	-
PVT-EMCAD-B2 2026.03	84.33	-	-	-	-
Unver et al. 2022.03	84.3	74.8	90.8	92.7	-
TransUNet 2026.03	84.1	-	-	-	-
PVT-EMCAD-B2 2025.01	84.05	-	-	-	-
PVT-EMCAD-B2 2025.01	84.05	-	-	-	-
PAG-TransYnet 2026.03	83.99	-	-	-	-
Att-UNet 2025.01	83.96	-	-	-	-
Att-UNet 2025.01	83.96	-	-	-	-
U-KAN 2025.01	83.46	-	-	-	-
U-KAN 2025.01	83.46	-	-	-	-
UCTransNet 2026.03	83.46	-	-	-	-
U-KAN 2026.03	83.41	74.62	-	-	23.57
U-Net 2025.01	82.94	-	-	-	-
U-Net 2025.01	82.94	-	-	-	-
UNet++ 2025.01	82.27	-	-	-	-
UNet++ 2025.01	82.27	-	-	-	-
SegNet 2022.03	82.1	69.6	80.1	95.4	-
VM-UNet 2026.03	81.67	-	-	-	-
U-Net 2026.03	81.59	-	-	-	-
Att-UNet 2026.03	80.82	-	-	-	-
UNet++ 2026.03	80.64	-	-	-	-
Goyel et al. 2022.03	79.3	87.1	89.9	95	-
U-Net 2022.03	77.8	68.3	81.2	80.5	-
Hasan et al. 2022.03	-	77.5	87.5	95.5	-