Skin Lesion Segmentation on ISIC 2018
95.6Dice CoefficientSAM3(Box)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SAM3(Box)Year=2025, Supervision=full+prompt2026.07 | 95.6 | — | — | — | — | — | — | |
| TBconvL-Net2025.10 | 95.47 | 91.65 | 97.6 | 95.29 | 98.55 | — | — | |
| SAM2+OBBSeg(Box)Year=Ours, Supervision=weak+prompt2026.07 | 95 | — | — | — | — | — | — | |
| SAM2+OBBSeg(Circle)Year=Ours, Supervision=weak+prompt2026.07 | 94.8 | — | — | — | — | — | — | |
| M-BFF-Net2025.10 | 94.47 | 91.7 | 97.84 | 95.84 | 98.52 | — | — | |
| SAM2+OBBSeg(Scribble)Year=Ours, Supervision=weak+prompt2026.07 | 92.5 | — | — | — | — | — | — | |
| Residual Multi-scale dual attention Unet2021.11 | 91.52 | 85.41 | 95.92 | — | — | — | — | |
| MambaLiteUNet2026.04 | 91.07 | 83.6 | 96.13 | 89.69 | 97.95 | — | — | |
| xLSTM-VMUNetvalidation=5-fold cross-validation2024.11 | 91 | 83.49 | — | — | — | — | — | |
| EMCADYear=2024CVPR, Supervision=full2026.07 | 91 | — | — | — | — | — | — | |
| Ours2025.12 | 90.71 | — | 96.62 | 93.34 | 96.18 | — | — | |
| DMSA-Unet2025.12 | 90.63 | — | 96.16 | 97.14 | 97.14 | — | — | |
| Meta-Polyp2025.10 | 90.41 | 83.76 | 97.24 | 91.66 | 98.63 | — | — | |
| Ensemble_with_CRF_v3citable=false2021.11 | 90.4 | 79.9 | 94.5 | — | — | — | — | |
| CASCADEYear=2023WACV, Supervision=full2026.07 | 90.4 | — | — | — | — | — | — | |
| UNeXtvalidation=5-fold cross-validation2024.11 | 90.3 | 82.61 | — | — | — | — | — | |
| SAM2(Box)Year=2024, Supervision=full+prompt2026.07 | 90.2 | — | — | — | — | — | — | |
| DermoSegDiff-A2023.08 | 90.05 | — | 95.87 | 87.61 | 98.11 | — | — | |
| Automatic Skin Lesion Segmentation by DCNNcitable=false2021.11 | 90 | 79.9 | 94.3 | — | — | — | — | |
| MaskRcnn2+segmentationcitable=false2021.11 | 89.8 | 80.2 | 94.2 | — | — | — | — | |
| SkinMambavalidation=5-fold cross-validation2024.11 | 89.76 | 81.43 | — | — | — | — | — | |
| VM-UNetvalidation=5-fold cross-validation2024.11 | 89.75 | 81.42 | — | — | — | — | — | |
| VM-UNetV22025.12 | 89.73 | — | 95.06 | 88.64 | 97.13 | — | — | |
| EMCAD2025.12 | 89.73 | — | 96.17 | 92.43 | 96.75 | — | — | |
| UNeXt2026.05 | 89.7 | — | — | — | — | — | — | |
| DermoSegDiff-B2023.08 | 89.66 | — | 95.75 | 86.42 | 98.28 | — | — | |
| LB-UNet2026.04 | 89.64 | 81.22 | 95.6 | 89.96 | 97.11 | — | — | |
| RA-Net2025.10 | 89.55 | 83.09 | 95.68 | 93.06 | 94.69 | — | — | |
| MALUNet2026.04 | 89.52 | 81.03 | 95.58 | 89 | 97.35 | — | — | |
| VM-UNet2026.04 | 89.48 | 80.96 | 95.61 | 88.36 | 97.55 | — | — | |
| Swin-Unet2023.08 | 89.46 | — | 96.45 | 90.56 | 97.98 | — | — | |
| UltraLightVM-UNet2025.12 | 89.4 | — | 95.58 | 86.8 | 97.81 | — | — | |
| WeakPolyp+M2OSupervision=weak2026.07 | 89.3 | — | — | — | — | — | — | |
| SAM2+OBBSeg(Point)Year=Ours, Supervision=weak+prompt2026.07 | 89.3 | — | — | — | — | — | — | |
| VM-UNet22026.04 | 89.29 | 80.65 | 95.45 | 89.59 | 97.02 | — | — | |
| ULVM-UNet2026.04 | 89.29 | 80.64 | 95.59 | 87.17 | 97.84 | — | — | |
| ARU-GD2025.10 | 89.16 | 84.55 | 94.23 | 91.42 | 96.81 | — | — | |
| ConvNeXt-FD2026.05 | 89.12 | — | — | — | — | — | — | |
| CE2026.05 | 89.11 | — | — | — | — | — | — | |
| TransUNetSupervision=full2026.07 | 89.1 | — | — | — | — | — | — | |
| UNeXt-S2026.04 | 89.07 | 80.29 | 95.57 | 85.77 | 98.18 | — | — | |
| EGE-Unet2025.12 | 89.04 | — | 94.58 | 90.44 | 95.91 | — | — | |
| FAT-Net2025.10 | 89.03 | 82.02 | 95.78 | 91 | 96.99 | — | — | |
| LightM-UNet2026.04 | 88.99 | 80.16 | 95.31 | 88.89 | 97.05 | — | — | |
| Swin-Unet2025.10 | 88.98 | 82.79 | 96.83 | 90.1 | 97.16 | — | — | |
| TransUNetvalidation=5-fold cross-validation2024.11 | 88.91 | 80.51 | — | — | — | — | — | |
| LKA2025.12 | 88.88 | — | 95.34 | 84.75 | 98.34 | — | — | |
| C2SDG2026.04 | 88.88 | 80 | 95.22 | 90.32 | 96.53 | — | — | |
| UltraLBM-UNetVenue (year)=-, Params (M)=0.034, FLOPs (G)=0.062025.12 | 88.85 | 79.94 | — | — | — | — | — | |
| EGE-UNet2026.04 | 88.78 | 79.82 | 95.19 | 90.35 | 96.48 | — | — | |
| MLFFM-SegDiff2026.06 | 88.77 | 79.85 | 95.04 | 91.99 | 95.88 | 88.77 | 85.88 | |
| U-KANVenue (year)=AAAI (2025), Params (M)=25.359, FLOPs (G)=6.8892025.12 | 88.64 | 79.59 | — | — | — | — | — | |
| PraNetYear=2020MICCAI, Supervision=full2026.07 | 88.6 | — | — | — | — | — | — | |
| EGE-UNetVenue (year)=MICCAI (2023), Params (M)=0.053, FLOPs (G)=0.0722025.12 | 88.55 | 79.45 | — | — | — | — | — | |
| MK-UNetVenue (year)=ICCVW (2025), Params (M)=0.316, FLOPs (G)=0.3282025.12 | 88.55 | 79.45 | — | — | — | — | — | |
| MALUNetVenue (year)=BIBM (2022), Params (M)=0.178, FLOPs (G)=0.0832025.12 | 88.53 | 79.42 | — | — | — | — | — | |
| Rolling-UNet-SVenue (year)=AAAI (2024), Params (M)=1.783, FLOPs (G)=2.1022025.12 | 88.53 | 79.43 | — | — | — | — | — | |
| Swin-Unet2026.05 | 88.53 | — | — | — | — | — | — | |
| SCR-Net2026.04 | 88.44 | 79.27 | 95.06 | 89.52 | 96.54 | — | — | |
| UCTransNet2023.08 | 88.38 | — | 95.27 | 98.25 | 84.29 | — | — | |
| UNeXtVenue (year)=MICCAI (2022), Params (M)=1.472, FLOPs (G)=0.5732025.12 | 88.3 | 79.06 | — | — | — | — | — | |
| UltraLight VM-UNetVenue (year)=Patterns (2024), Params (M)=0.045, FLOPs (G)=0.0692025.12 | 88.23 | 78.93 | — | — | — | — | — | |
| DeepLabv3+2023.08 | 88.2 | — | 95.1 | 85.6 | 97.7 | — | — | |
| UltraLight VM-UNetvalidation=5-fold cross-validation2024.11 | 88.2 | 78.9 | — | — | — | — | — | |
| UltraLBM-UNet-TVenue (year)=-, Params (M)=0.011, FLOPs (G)=0.0192025.12 | 88.15 | 78.82 | — | — | — | — | — | |
| U-LiteVenue (year)=APSIPA (2023), Params (M)=0.878, FLOPs (G)=0.7572025.12 | 88.11 | 78.75 | — | — | — | — | — | |
| TransFuse2026.04 | 88.11 | 78.75 | 94.8 | 91.28 | 95.74 | — | — | |
| HiFormer-B2025.12 | 88.1 | — | 94.85 | 84.61 | 97.74 | — | — | |
| SANetYear=2021MICCAI, Supervision=full2026.07 | 88.1 | — | — | — | — | — | — | |
| DAGAN2023.08 | 88.07 | — | 93.24 | 90.72 | 95.88 | — | — | |
| MambaU-LiteVenue (year)=ICISN (2025), Params (M)=0.416, FLOPs (G)=0.9342025.12 | 88.07 | 78.68 | — | — | — | — | — | |
| Duck-Net2025.10 | 88.07 | 81.13 | 93.24 | 90.72 | 95.88 | — | — | |
| CMUNeXt-SVenue (year)=ISBI (2024), Params (M)=0.418, FLOPs (G)=1.092025.12 | 88.06 | 78.66 | — | — | — | — | — | |
| Fusion model with fusion loss2026.05 | 88 | — | — | — | — | — | — | |
| VM-UNetv2validation=5-fold cross-validation2024.11 | 87.96 | 78.51 | — | — | — | — | — | |
| TinyU-NetVenue (year)=MICCAI (2024), Params (M)=0.481, FLOPs (G)=1.6592025.12 | 87.95 | 78.49 | — | — | — | — | — | |
| Attention U-NetVenue (year)=MIDL (2018), Params (M)=34.879, FLOPs (G)=66.6322025.12 | 87.93 | 78.46 | — | — | — | — | — | |
| LeViT-U2026.05 | 87.91 | — | — | — | — | — | — | |
| U-NetVenue (year)=MICCAI (2015), Params (M)=7.766, FLOPs (G)=13.7462025.12 | 87.89 | 78.4 | — | — | — | — | — | |
| UNet++Venue (year)=DLMIA (2018), Params (M)=9.163, FLOPs (G)=34.9032025.12 | 87.88 | 78.38 | — | — | — | — | — | |
| U-Net2026.06 | 87.84 | 78.32 | 94.83 | 87.26 | 96.89 | 87.84 | 88.43 | |
| SwinUNETR2026.06 | 87.82 | 78.3 | 94.86 | 86.61 | 97.1 | 87.82 | 89.1 | |
| WeakPolypYear=2023MICCAI, Supervision=weak2026.07 | 87.8 | — | — | — | — | — | — | |
| EnsDiffbaseline=true2023.08 | 87.75 | — | 95.02 | 83.58 | 98.12 | — | — | |
| PraNetvalidation=5-fold cross-validation2024.11 | 87.54 | 78.74 | — | — | — | — | — | |
| U-Net++Year=2018DLMIA, Supervision=full2026.07 | 87.5 | — | — | — | — | — | — | |
| TransUNet2026.05 | 87.41 | — | — | — | — | — | — | |
| UNet++2025.10 | 87.32 | 81.62 | 93.72 | 88.7 | 93.96 | — | — | |
| FANetvalidation=5-fold cross-validation2024.11 | 87.31 | 80.23 | — | — | — | — | — | |
| UTNetV22026.04 | 87.3 | 77.46 | 94.6 | 87.6 | 96.48 | — | — | |
| KnowSAMYear=2025TMI, Supervision=semi2026.07 | 87.2 | — | — | — | — | — | — | |
| AttnUNetSupervision=full2026.07 | 87.1 | — | — | — | — | — | — | |
| CaraNetvalidation=5-fold cross-validation2024.11 | 87.02 | 78.22 | — | — | — | — | — | |
| SAM2(Point)Year=2024, Supervision=full+prompt2026.07 | 87 | — | — | — | — | — | — | |
| U-NetYear=2015MICCAI, Supervision=full2026.07 | 86.7 | — | — | — | — | — | — | |
| U-Net2025.10 | 86.64 | 80.09 | 92.52 | 85.22 | 92.09 | — | — | |
| MissFormer2023.08 | 86.31 | — | 94.27 | 96.9 | 84.58 | — | — | |
| MS-Net2026.05 | 86.06 | — | — | — | — | — | — | |
| Swin-Unet2025.12 | 86.03 | — | 94.45 | 79.98 | 98.53 | — | — | |
| AD-LA Former2025.12 | 85.91 | — | 96.46 | 91.24 | 99.04 | — | — |