Segmentation on UPENN-GBM (test)
1.48HD95 (ET)BrainMVP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BrainMVPModality=MRI, Network=UniFormer, Pre-training Strategy=Medical SSL2024.10 | 1.48 | 6.66 | 10.59 | 6.24 | |
| M³AEModality=MRI, Network=UNET3D, Pre-training Strategy=Medical SSL2024.10 | 1.85 | 4.65 | 8.24 | 4.91 | |
| Swin-UNETRModality=None, Network=Swin-UNETR, Pre-training Strategy=From Scratch2024.10 | 1.86 | 7.22 | 9.15 | 6.08 | |
| GVSLModality=CT, Network=UNET3D, Pre-training Strategy=Medical SSL2024.10 | 2.23 | 3.71 | 9.17 | 5.03 | |
| DAEModality=MRI, Network=Swin-UNETR, Pre-training Strategy=Medical SSL2024.10 | 2.24 | 3.9 | 9.56 | 5.23 | |
| MGModality=CXR, CT, Network=UNET3D, Pre-training Strategy=Medical SSL2024.10 | 2.27 | 4.29 | 12.67 | 6.41 | |
| BrainMVPModality=MRI, Network=UNET3D, Pre-training Strategy=Medical SSL2024.10 | 2.35 | 4.6 | 9.13 | 5.36 | |
| Swin-UNETR*Modality=MRI, Network=Swin-UNETR, Pre-training Strategy=Medical SSL2024.10 | 2.44 | 4.07 | 9.79 | 5.43 | |
| TransVWModality=CT, Network=UNET3D, Pre-training Strategy=Medical SSL2024.10 | 3.36 | 5.73 | 12.95 | 7.35 | |
| UniFormerModality=None, Network=UniFormer, Pre-training Strategy=From Scratch2024.10 | 4.46 | 6.97 | 11.32 | 7.58 | |
| M³AEModality=MRI, Network=UniFormer, Pre-training Strategy=Medical SSL2024.10 | 4.75 | 6.54 | 9.93 | 7.07 | |
| UNET3DModality=None, Network=UNET3D, Pre-training Strategy=From Scratch2024.10 | 5.3 | 9.34 | 13.31 | 9.32 | |
| MAE3DModality=Natural, Network=UNETR, Pre-training Strategy=General SSL2024.10 | 15.41 | 20.1 | 35.71 | 23.74 | |
| UNETRModality=None, Network=UNETR, Pre-training Strategy=From Scratch2024.10 | 16.97 | 24.8 | 31 | 24.26 | |
| MoCoV3Modality=Natural, Network=UNETR, Pre-training Strategy=General SSL2024.10 | 17.08 | 19.83 | 34.35 | 23.75 | |
| SimMIMModality=Natural, Network=UNETR, Pre-training Strategy=General SSL2024.10 | 17.23 | 20.71 | 32.11 | 23.35 | |
| VoCoModality=MRI, Network=Swin-UNETR, Pre-training Strategy=Medical SSL2024.10 | 28.5 | 43.05 | 31.51 | 34.35 |