Medical Image Segmentation on ISIC
94.8DICESupervised
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SupervisedType=-2024.07 | 94.8 | — | — | — | — | — | — | — | — | — | |
| Implicit U-KAN 2.02025.03 | 93.3 | 7.61 | 95.77 | 85.13 | 91.28 | — | — | — | — | — | |
| MedCLIPSegdomain=source2026.02 | 92.54 | — | — | — | — | — | — | — | — | — | |
| MLLA-UNet2025.03 | 92.43 | 10.09 | 95.14 | 83.5 | 90.05 | — | — | — | — | — | |
| TransUNet2025.03 | 92.33 | 10.48 | 95.05 | 83.39 | 90.09 | — | — | — | — | — | |
| LORA+MVPSType=Combined, K=322024.07 | 92.3 | — | — | — | — | — | — | — | — | — | |
| Rolling-Unet2025.03 | 91.95 | 9.67 | 94.97 | 82.38 | 89.34 | — | — | — | — | — | |
| U-KAN2025.03 | 91.9 | 12.45 | 94.85 | 82.44 | 89.24 | — | — | — | — | — | |
| UNeXt2025.03 | 91.55 | 14.25 | 94.48 | 81.59 | 88.85 | — | — | — | — | — | |
| SANdomain=source2026.02 | 91.39 | — | — | — | — | — | — | — | — | — | |
| VLSM-Adapterdomain=source2026.02 | 91.3 | — | — | — | — | — | — | — | — | — | |
| CAT-Segdomain=source2026.02 | 91.27 | — | — | — | — | — | — | — | — | — | |
| LViTdomain=source2026.02 | 91.21 | — | — | — | — | — | — | — | — | — | |
| U-Net2025.03 | 90.91 | 15.86 | 94.02 | 80.44 | 87.84 | — | — | — | — | — | |
| CLIPSegdomain=source2026.02 | 90.55 | — | — | — | — | — | — | — | — | — | |
| MaPLe + Decoderdomain=source2026.02 | 90.1 | — | — | — | — | — | — | — | — | — | |
| USODE2025.03 | 89.98 | 24.9 | 93.34 | 78.54 | 86.73 | — | — | — | — | — | |
| CausalCLIPSegdomain=source2026.02 | 89.47 | — | — | — | — | — | — | — | — | — | |
| DenseCLIPdomain=source2026.02 | 89.29 | — | — | — | — | — | — | — | — | — | |
| DAA4SSMISEncoder=DINOv2-S, Labeled Ratio=1/40 (Medium Ratio)2026.07 | 89 | — | — | 81.7 | — | 5.1 | — | — | — | 13.4 | |
| DAA4SSMISEncoder=DINOv2-S, Labeled Ratio=1/20 (High Ratio)2026.07 | 89 | — | — | 81.8 | — | 5 | — | — | — | 12.7 | |
| DAA4SSMISEncoder=DINOv2-S, Labeled Ratio=1/80 (Low Ratio)2026.07 | 88.7 | — | — | 81.5 | — | 5.6 | — | — | — | 14.3 | |
| UniV2Encoder=DINOv2-S, Labeled Ratio=1/20 (High Ratio)2026.07 | 88.4 | — | — | 80.9 | — | 5.4 | — | — | — | 13.1 | |
| MaPLedomain=source2026.02 | 88.31 | — | — | — | — | — | — | — | — | — | |
| SynFocEncoder=MedSAM, Labeled Ratio=1/20 (High Ratio)2026.07 | 87.6 | — | — | 80.2 | — | 5.6 | — | — | — | 14.6 | |
| UniV2Encoder=DINOv2-S, Labeled Ratio=1/80 (Low Ratio)2026.07 | 87.2 | — | — | 79.4 | — | 6.8 | — | — | — | 16.7 | |
| Labeled OnlyEncoder=DINOv2-S, Labeled Ratio=1/20 (High Ratio)2026.07 | 87.2 | — | — | 79.5 | — | 6.2 | — | — | — | 16.1 | |
| UniV2Encoder=DINOv2-S, Labeled Ratio=1/40 (Medium Ratio)2026.07 | 87.1 | — | — | 79.5 | — | 7 | — | — | — | 16.2 | |
| SynFocEncoder=MedSAM, Labeled Ratio=1/40 (Medium Ratio)2026.07 | 86.5 | — | — | 78.8 | — | 6.5 | — | — | — | 17.1 | |
| SynFocEncoder=MedSAM, Labeled Ratio=1/80 (Low Ratio)2026.07 | 86.2 | — | — | 78.5 | — | 7.4 | — | — | — | 18.8 | |
| U2-Net + MAPOBackbone=CNN2025.12 | 85.96 | — | — | — | — | — | — | — | — | — | |
| MISSFormer + MAPOBackbone=ViT2025.12 | 85.87 | — | — | — | — | — | — | — | — | — | |
| SegDINObackbone=DINO-S2026.06 | 85.82 | 16.93 | — | — | — | — | — | — | — | — | |
| ABDEncoder=SwinUNet, Labeled Ratio=1/20 (High Ratio)2026.07 | 85.1 | — | — | 76.6 | — | 8.7 | — | — | — | 21.3 | |
| Labeled OnlyEncoder=DINOv2-S, Labeled Ratio=1/40 (Medium Ratio)2026.07 | 85.1 | — | — | 76.8 | — | 8.3 | — | — | — | 22.1 | |
| H2Former + MAPOBackbone=Hybrid2025.12 | 84.99 | — | — | — | — | — | — | — | — | — | |
| TransAttUNet + MAPOBackbone=Hybrid2025.12 | 84.94 | — | — | — | — | — | — | — | — | — | |
| RCPEncoder=UNet, Labeled Ratio=1/20 (High Ratio)2026.07 | 84.7 | — | — | 76.3 | — | 9.1 | — | — | — | 21.4 | |
| MiDSSEncoder=UNet, Labeled Ratio=1/20 (High Ratio)2026.07 | 84.5 | — | — | 76 | — | 8.9 | — | — | — | 21.7 | |
| DSFedMedSetting=Federated2026.01 | 84.2 | — | — | 75.8 | — | — | — | — | — | — | |
| MISSFormerBackbone=ViT2025.12 | 84.04 | — | — | — | — | — | — | — | — | — | |
| SAMSetting=Centralized, Mode=ceiling2026.01 | 84 | — | — | 75.5 | — | — | — | — | — | — | |
| FedMSASetting=Federated2026.01 | 84 | — | — | 75.5 | — | — | — | — | — | — | |
| AdaMixEncoder=UNet, Labeled Ratio=1/20 (High Ratio)2026.07 | 84 | — | — | 75.9 | — | 7.9 | — | — | — | 19.5 | |
| Labeled OnlyEncoder=DINOv2-S, Labeled Ratio=1/80 (Low Ratio)2026.07 | 83.9 | — | — | 75.3 | — | 10.3 | — | — | — | 26.8 | |
| ABDEncoder=SwinUNet, Labeled Ratio=1/40 (Medium Ratio)2026.07 | 83.8 | — | — | 74.9 | — | 9.6 | — | — | — | 23.9 | |
| H2FormerBackbone=Hybrid2025.12 | 83.52 | — | — | — | — | — | — | — | — | — | |
| U-KAN2026.06 | 83.41 | 23.57 | — | — | — | — | — | — | — | — | |
| AdaMixEncoder=UNet, Labeled Ratio=1/40 (Medium Ratio)2026.07 | 83.4 | — | — | 74.8 | — | 8.5 | — | — | — | 20 | |
| RollingUNetBackbone=CNN2025.12 | 83.32 | — | — | — | — | — | — | — | — | — | |
| SegNet2026.06 | 83.27 | 21.41 | — | — | — | — | — | — | — | — | |
| FedTinySAMSetting=Federated2026.01 | 83.2 | — | — | 74.7 | — | — | — | — | — | — | |
| ABDEncoder=SwinUNet, Labeled Ratio=1/80 (Low Ratio)2026.07 | 83 | — | — | 73.7 | — | 10.7 | — | — | — | 27.2 | |
| RCPEncoder=UNet, Labeled Ratio=1/80 (Low Ratio)2026.07 | 83 | — | — | 74.8 | — | 11.4 | — | — | — | 25 | |
| RCPEncoder=UNet, Labeled Ratio=1/40 (Medium Ratio)2026.07 | 83 | — | — | 74.5 | — | 9.1 | — | — | — | 22.5 | |
| RollingUNet + MAPOBackbone=CNN2025.12 | 82.97 | — | — | — | — | — | — | — | — | — | |
| U-Net + MAPOBackbone=CNN2025.12 | 82.8 | — | — | — | — | — | — | — | — | — | |
| Att-UNet2026.06 | 82.75 | 26.12 | — | — | — | — | — | — | — | — | |
| MiDSSEncoder=UNet, Labeled Ratio=1/80 (Low Ratio)2026.07 | 82.7 | — | — | 74.2 | — | 10.9 | — | — | — | 26.2 | |
| BCPEncoder=UNet, Labeled Ratio=1/20 (High Ratio)2026.07 | 82.5 | — | — | 73.3 | — | 11.2 | — | — | — | 27.4 | |
| LORAType=Model, K=322024.07 | 82.3 | — | — | — | — | — | — | — | — | — | |
| U-NeXt2026.06 | 82.3 | 23.63 | — | — | — | — | — | — | — | — | |
| U2-NetBackbone=CNN2025.12 | 82.25 | — | — | — | — | — | — | — | — | — | |
| FedSAMSetting=Federated2026.01 | 82.2 | — | — | 73.5 | — | — | — | — | — | — | |
| SwinUNet + MAPOBackbone=ViT2025.12 | 81.98 | — | — | — | — | — | — | — | — | — | |
| FednnU-NetSetting=Federated2026.01 | 81.9 | — | — | 72.6 | — | — | — | — | — | — | |
| U-Net2026.06 | 81.87 | 25.12 | — | — | — | — | — | — | — | — | |
| TransUNet2026.06 | 81.86 | 24.76 | — | — | — | — | — | — | — | — | |
| AdaMixEncoder=UNet, Labeled Ratio=1/80 (Low Ratio)2026.07 | 81.8 | — | — | 72.7 | — | 9.7 | — | — | — | 22.4 | |
| U-NetBackbone=CNN2025.12 | 81.68 | — | — | — | — | — | — | — | — | — | |
| TransAttUNetBackbone=Hybrid2025.12 | 81.65 | — | — | — | — | — | — | — | — | — | |
| ZegCLIPdomain=source2026.02 | 81.45 | — | — | — | — | — | — | — | — | — | |
| MiDSSEncoder=UNet, Labeled Ratio=1/40 (Medium Ratio)2026.07 | 81.3 | — | — | 72.6 | — | 11.4 | — | — | — | 27.2 | |
| R2U-Net2026.06 | 81.02 | 25.36 | — | — | — | — | — | — | — | — | |
| FedU-NetSetting=Federated2026.01 | 79.7 | — | — | 70.8 | — | — | — | — | — | — | |
| BCPEncoder=UNet, Labeled Ratio=1/40 (Medium Ratio)2026.07 | 79.6 | — | — | 71 | — | 14.7 | — | — | — | 28.9 | |
| BCPEncoder=UNet, Labeled Ratio=1/80 (Low Ratio)2026.07 | 79.5 | — | — | 70.3 | — | 14.5 | — | — | — | 29.3 | |
| LORA+MVPSType=Combined, K=82024.07 | 79.4 | — | — | — | — | — | — | — | — | — | |
| SwinUNetBackbone=ViT2025.12 | 78.65 | — | — | — | — | — | — | — | — | — | |
| LORA+MVPSType=Combined, K=42024.07 | 78.5 | — | — | — | — | — | — | — | — | — | |
| LORAType=Model, K=82024.07 | 78.2 | — | — | — | — | — | — | — | — | — | |
| MVPSType=Data, K=322024.07 | 77.9 | — | — | — | — | — | — | — | — | — | |
| SupPRType=Data, K=322024.07 | 77.2 | — | — | — | — | — | — | — | — | — | |
| U-Net (Full Precision)Weights=Full Precision, Activations=Full Precision2026.01 | 77.1 | — | — | 64.4 | 78.3 | — | — | — | — | — | |
| TopKType=Data, K=322024.07 | 76.5 | — | — | — | — | — | — | — | — | — | |
| U-Net (INT8)Weights=INT8, Activations=Binary2026.01 | 76.3 | — | — | 63.3 | 77.6 | — | — | — | — | — | |
| MVPSType=Data, K=82024.07 | 76.2 | — | — | — | — | — | — | — | — | — | |
| SupPRType=Data, K=82024.07 | 76.18 | — | — | — | — | — | — | — | — | — | |
| LORAType=Model, K=42024.07 | 75.6 | — | — | — | — | — | — | — | — | — | |
| U-Net (INT4)Weights=INT4, Activations=Binary2026.01 | 75.3 | — | — | 61.9 | 76.5 | — | — | — | — | — | |
| MBU-NetWeights=Ternary (Masked), Activations=Binary2026.01 | 75 | — | — | 61.7 | 76.3 | — | — | — | — | — | |
| SupPRType=Data, K=42024.07 | 72.69 | — | — | — | — | — | — | — | — | — | |
| TopKType=Data, K=82024.07 | 72.3 | — | — | — | — | — | — | — | — | — | |
| MVPSType=Data, K=42024.07 | 72.3 | — | — | — | — | — | — | — | — | — | |
| RandomType=Data, K=322024.07 | 70.5 | — | — | — | — | — | — | — | — | — | |
| RandomType=Data, K=82024.07 | 67.9 | — | — | — | — | — | — | — | — | — | |
| TopKType=Data, K=42024.07 | 67.2 | — | — | — | — | — | — | — | — | — | |
| Medical SAM32025.10 | 65.59 | — | — | — | — | — | — | — | — | — | |
| RandomType=Data, K=42024.07 | 63.1 | — | — | — | — | — | — | — | — | — | |
| U-Net (Binary)Weights=Binary, Activations=Binary2026.01 | 56 | — | — | 39.9 | 57 | — | — | — | — | — |