Medical Image Segmentation on BraTS 2020 (test)
86.1Dice ScoreRUFNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RUFNetfew-shot setting=1-way 5-shot2026.07 | 86.1 | — | — | 7.67 | |
| RUFNetfew-shot setting=1-way 1-shot2026.07 | 84.3 | — | — | 10.55 | |
| S2M-NetLoss=MASL2026.01 | 80.9 | — | — | — | |
| S2M-NetLoss=standard Dice loss2026.01 | 79.96 | — | — | — | |
| RegFSLfew-shot setting=1-way 5-shot2026.07 | 77.16 | — | — | 8.79 | |
| SRCLfew-shot setting=1-way 5-shot2026.07 | 76.14 | — | — | 9.52 | |
| RegFSLfew-shot setting=1-way 1-shot2026.07 | 75.18 | — | — | 10.03 | |
| UMambaLoss=MASL2026.01 | 74.89 | — | — | — | |
| SRCLfew-shot setting=1-way 1-shot2026.07 | 74.23 | — | — | 14.29 | |
| DuckNetLoss=MASL2026.01 | 73.67 | — | — | — | |
| SwinUNetLoss=MASL2026.01 | 72.34 | — | — | — | |
| UMambaLoss=standard Dice loss2026.01 | 72.23 | — | — | — | |
| AAS-DCLfew-shot setting=1-way 5-shot2026.07 | 71.87 | — | — | 14.47 | |
| TransUNetLoss=MASL2026.01 | 71.56 | — | — | — | |
| AAS-DCLfew-shot setting=1-way 1-shot2026.07 | 71.54 | — | — | 15.01 | |
| DuckNetLoss=standard Dice loss2026.01 | 71.45 | — | — | — | |
| U-Net++Loss=MASL2026.01 | 69.78 | — | — | — | |
| SwinUNetLoss=standard Dice loss2026.01 | 69.78 | — | — | — | |
| RAPUNetLoss=MASL2026.01 | 69.23 | — | — | — | |
| TransUNetLoss=standard Dice loss2026.01 | 68.92 | — | — | — | |
| PraNetLoss=MASL2026.01 | 68.45 | — | — | — | |
| U-NetLoss=MASL2026.01 | 67.25 | — | — | — | |
| U-Net++Loss=standard Dice loss2026.01 | 66.34 | — | — | — | |
| RAPUNetLoss=standard Dice loss2026.01 | 65.89 | — | — | — | |
| PraNetLoss=standard Dice loss2026.01 | 65.12 | — | — | — | |
| U-NetLoss=standard Dice loss2026.01 | 63.89 | — | — | — | |
| RPNetfew-shot setting=1-way 1-shot2026.07 | 63.79 | — | — | 28.76 | |
| SSL-ALPNetfew-shot setting=1-way 1-shot2026.07 | 61.89 | — | — | 33.13 | |
| SENetfew-shot setting=1-way 5-shot2026.07 | 45.27 | — | — | 53.16 | |
| SENetfew-shot setting=1-way 1-shot2026.07 | 36.21 | — | — | 61.87 | |
| PANetfew-shot setting=1-way 5-shot2026.07 | 33.96 | — | — | 87.14 | |
| PANetfew-shot setting=1-way 1-shot2026.07 | 29.43 | — | — | 121.34 | |
| CUTGANPaired percentage=0%2022.03 | — | 33.9 | 56.1 | — | |
| DS3-NetPaired percentage=5%2022.03 | — | 43.3 | 66 | — | |
| DS3-NetPaired percentage=10%2022.03 | — | 43.6 | 66.9 | — | |
| DS3-NetPaired percentage=50%2022.03 | — | 44.9 | 68.1 | — | |
| DS3-NetPaired percentage=100%2022.03 | — | 47.8 | 67.2 | — | |
| DS3-Net (paired only)Paired percentage=5%2022.03 | — | 39.5 | 63.7 | — | |
| DS3-Net (paired only)Paired percentage=10%2022.03 | — | 43.6 | 65.3 | — | |
| DS3-Net (paired only)Paired percentage=50%2022.03 | — | 44.1 | 67.9 | — | |
| MedGANPaired percentage=100%2022.03 | — | 37.8 | 58.3 | — | |
| pGANPaired percentage=100%2022.03 | — | 36.7 | 61.8 | — | |
| Pix2pixPaired percentage=100%2022.03 | — | 41.7 | 65 | — |