Brain Tumor Segmentation on BraTS 21
85.27Dice TCVoCo
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VoCoNetwork Architecture=Sw-UNE., Pre-training Strategy=Medical SSL2024.02 | 85.27 | 90.45 | 59.87 | 78.53 | |
| Rubik+Network Architecture=Sw-UNE., Pre-training Strategy=Medical SSL, Re-implemented=true2024.02 | 84.32 | 90.23 | 58.01 | 77.51 | |
| SimMIMNetwork Architecture=UNETR, Pre-training Strategy=General SSL2024.02 | 84.06 | 90.43 | 59.07 | 77.85 | |
| SwinMMNetwork Architecture=Sw-UNE., Pre-training Strategy=Medical SSL2024.02 | 83.48 | 90.47 | 58.72 | 77.56 | |
| SimCLRNetwork Architecture=UNETR, Pre-training Strategy=General SSL2024.02 | 83.13 | 89.44 | 58.42 | 76.99 | |
| MoCo v3+Network Architecture=UNETR, Pre-training Strategy=General SSL2024.02 | 82.6 | 88.89 | 57.69 | 76.39 | |
| Swin-UNETRNetwork Architecture=Sw-UNE., Pre-training Strategy=Medical SSL2024.02 | 82.51 | 89.08 | 58.15 | 76.58 | |
| MAE3DNetwork Architecture=UNETR, Pre-training Strategy=General SSL2024.02 | 82.34 | 90.35 | 59.18 | 77.29 | |
| PCRLv2Network Architecture=Sw-UNE., Pre-training Strategy=Medical SSL, Re-implemented=true2024.02 | 82.13 | 90.06 | 57.7 | 76.63 | |
| PCRLv1Network Architecture=Sw-UNE., Pre-training Strategy=Medical SSL, Re-implemented=true2024.02 | 81.96 | 88.83 | 57.58 | 76.12 | |
| UNETRNetwork Architecture=UNETR, Pre-training Strategy=From Scratch2024.02 | 81.62 | 87.81 | 57.34 | 75.58 | |
| JigsawNetwork Architecture=Sw-UNE., Pre-training Strategy=General SSL, Re-implemented=true2024.02 | 81.62 | 89.45 | 59.1 | 76.72 | |
| PositionLabelNetwork Architecture=Sw-UNE., Pre-training Strategy=General SSL, Re-implemented=true2024.02 | 81.35 | 89.62 | 58.73 | 76.64 | |
| Swin-UNETRNetwork Architecture=Swin-UNETR, Pre-training Strategy=From Scratch2024.02 | 81.28 | 88.67 | 57.73 | 75.89 |