Skin Lesion Segmentation on ISIC 2017
93.7Dice ScoreSAM2+OBBSeg(Circle)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SAM2+OBBSeg(Circle)Year=Ours, Supervision=weak+prompt2026.07 | 93.7 | — | — | |
| SAM2+OBBSeg(Box)Year=Ours, Supervision=weak+prompt2026.07 | 93.1 | — | — | |
| SAM2+OBBSeg(Scribble)Year=Ours, Supervision=weak+prompt2026.07 | 90.9 | — | — | |
| SAM3(Box)Year=2025, Supervision=full+prompt2026.07 | 90.2 | — | — | |
| EoSeg2026.06 | 87.4 | 80.07 | 94.33 | |
| SAM2(Box)Year=2024, Supervision=full+prompt2026.07 | 87.1 | — | — | |
| MedCAGDParams=30.60 M, Flops=05.00 G, fine-tuning=true2026.07 | 86.61 | — | — | |
| EMCADYear=2024CVPR, Supervision=full2026.07 | 86 | — | — | |
| SAM2+OBBSeg(Point)Year=Ours, Supervision=weak+prompt2026.07 | 86 | — | — | |
| SET2026.06 | 85.99 | 77.91 | 93.88 | |
| VM-UNetParams=27.43 M, Flops=04.12 G, fine-tuning=true2026.07 | 85.99 | — | — | |
| EMCADParams=26.76 M, Flops=05.60 G, fine-tuning=true2026.07 | 85.95 | — | — | |
| CE-Net2026.06 | 85.61 | 77.54 | 93.15 | |
| CASCADEYear=2023WACV, Supervision=full2026.07 | 85.5 | — | — | |
| BATFormer2026.06 | 85.3 | 76.99 | 93.58 | |
| APFormer2026.06 | 85.28 | 76.8 | 93.31 | |
| WeakPolyp+M2OSupervision=weak2026.07 | 85.2 | — | — | |
| FAT-Net2026.06 | 85.01 | 76.92 | 93.52 | |
| TransUNetParams=105.32 M, Flops=38.52 G, fine-tuning=true2026.07 | 85 | — | — | |
| TransUNetSupervision=full2026.07 | 85 | — | — | |
| FAC-Net2026.06 | 84.91 | 74.27 | 93.63 | |
| Ms-Red2026.06 | 84.83 | 76.32 | 93.1 | |
| SANetYear=2021MICCAI, Supervision=full2026.07 | 84.8 | — | — | |
| WeakPolypYear=2023MICCAI, Supervision=weak2026.07 | 84.7 | — | — | |
| TransUnet2026.06 | 84.36 | 75.4 | 93.11 | |
| MCADSParams=50.90 M, Flops=61.89 G, fine-tuning=true2026.07 | 84.14 | — | — | |
| Swin-UnetParams=27.17 M, Flops=06.20 G, fine-tuning=true2026.07 | 83.97 | — | — | |
| DeepLabv3+Params=39.76 M, Flops=14.92 G, fine-tuning=true2026.07 | 83.84 | — | — | |
| AttnUNetSupervision=full2026.07 | 83.7 | — | — | |
| SAM2(Point)Year=2024, Supervision=full+prompt2026.07 | 83.7 | — | — | |
| AttnUNetParams=34.88 M, Flops=66.64 G, fine-tuning=true2026.07 | 83.66 | — | — | |
| Swin-UMambaParams=60.00 M, Flops=68.00 G, fine-tuning=true2026.07 | 83.4 | — | — | |
| UCTransNetParams=65.60 M, Flops=56.70 G, fine-tuning=true2026.07 | 83.27 | — | — | |
| nnU-NetParams=31.29 M, Flops=55.26 G, fine-tuning=true2026.07 | 83.23 | — | — | |
| U-NetParams=34.53 M, Flops=65.53 G, fine-tuning=true2026.07 | 83.07 | — | — | |
| PraNetParams=32.55 M, Flops=06.93 G, fine-tuning=true2026.07 | 83.03 | — | — | |
| U-NetYear=2015MICCAI, Supervision=full2026.07 | 83 | — | — | |
| U-Net++Year=2018DLMIA, Supervision=full2026.07 | 83 | — | — | |
| PraNetYear=2020MICCAI, Supervision=full2026.07 | 83 | — | — | |
| UNet++Params=09.16 M, Flops=34.65 G, fine-tuning=true2026.07 | 82.98 | — | — | |
| UNeXtParams=1.470 M, Flops=0.570 G, fine-tuning=true2026.07 | 82.74 | — | — | |
| SAM3(Point)Year=2025, Supervision=full+prompt2026.07 | 76.4 | — | — | |
| MEGANetYear=2024CVPR, Supervision=full2026.07 | 61.2 | — | — |