Few-Shot Segmentation on BraTS 2021
58.05Performance (1-shot)MeDUET
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MeDUETPre-training category=Medical Image SSL2026.02 | 58.05 | 80.83 | 85.82 | 87.39 | 78.02 | |
| VoCoPre-training category=Medical Image SSL2026.02 | 57.3 | 80.71 | 85.77 | 87.09 | 77.72 | |
| SwinMMPre-training category=Medical Image SSL2026.02 | 57.12 | 79.51 | 85.4 | 86.73 | 77.19 | |
| Swin UNETRPre-training category=Medical Image SSL2026.02 | 56.93 | 79.7 | 85.58 | 86.62 | 77.21 | |
| MIMPre-training category=Medical Image SSL2026.02 | 56.36 | 79.06 | 84.82 | 86.84 | 76.77 | |
| Swin UNETRPre-training category=From Scratch2026.02 | 55.82 | 79.56 | 85.42 | 86.15 | 76.74 | |
| GL-MAEPre-training category=Medical Image SSL2026.02 | 54.98 | 79.38 | 84.42 | 86.75 | 76.38 | |
| GVSLPre-training category=Medical Image SSL2026.02 | 54.79 | 80.2 | 85.61 | 86.92 | 76.88 | |
| MAE3DPre-training category=General SSL2026.02 | 54.57 | 78.86 | 85.29 | 86.19 | 76.23 | |
| Hi-End-MAEPre-training category=Medical Image SSL2026.02 | 54.46 | 80.23 | 85.71 | 87.33 | 76.93 | |
| SimMIMPre-training category=General SSL2026.02 | 52.39 | 77.63 | 85.12 | 85.54 | 75.17 | |
| MoCo v3Pre-training category=General SSL2026.02 | 52.2 | 77.72 | 85.24 | 85.76 | 75.23 | |
| UNETRPre-training category=From Scratch2026.02 | 51.91 | 77.41 | 84.56 | 85.24 | 74.78 |