Brain Structure Segmentation on MRBrainS13
81.04CF ScoreBrainMVP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| BrainMVPModality=MRI, Network=UniFormer, Pre-training Strategy=With Medical SSL2024.10 | 81.04 | 78.17 | 81.61 | 80.27 | |
| M3AEModality=MRI, Network=UniFormer, Pre-training Strategy=With Medical SSL2024.10 | 78.23 | 77.2 | 76.43 | 77.29 | |
| UniFormerPre-training Strategy=From Scratch, Network=UniFormer2024.10 | 77.66 | 74.09 | 75.6 | 75.78 | |
| MGModality=CXR, CT, Network=UNET3D, Pre-training Strategy=With Medical SSL2024.10 | 71.4 | 74.71 | 80.41 | 75.51 | |
| DAEModality=MRI, Network=Swin-UNETR, Pre-training Strategy=With Medical SSL2024.10 | 71.37 | 78.5 | 83.2 | 77.69 | |
| M3AEModality=MRI, Network=UNET3D, Pre-training Strategy=With Medical SSL2024.10 | 71.32 | 69.56 | 79.28 | 73.39 | |
| VoCoModality=MRI, Network=Swin-UNETR, Pre-training Strategy=With Medical SSL2024.10 | 71.29 | 76.43 | 81.4 | 76.37 | |
| UNET3DPre-training Strategy=From Scratch, Network=UNET3D2024.10 | 70.47 | 73.93 | 82.96 | 75.78 | |
| Swin-UNETRPre-training Strategy=From Scratch, Network=Swin-UNETR2024.10 | 70.35 | 81.66 | 84.65 | 78.89 | |
| Swin-UNETR*Modality=MRI, Network=Swin-UNETR, Pre-training Strategy=With Medical SSL2024.10 | 69.67 | 82.09 | 86.13 | 79.3 | |
| GVSLModality=CT, Network=UNET3D, Pre-training Strategy=With Medical SSL2024.10 | 69.34 | 75.07 | 82.85 | 75.75 | |
| TransVWModality=CT, Network=UNET3D, Pre-training Strategy=With Medical SSL2024.10 | 68.92 | 80.53 | 83.7 | 77.72 | |
| BrainMVPModality=MRI, Network=UNET3D, Pre-training Strategy=With Medical SSL2024.10 | 68.88 | 74.6 | 82.66 | 75.38 | |
| MAE3DModality=Natural, Network=UNETR, Pre-training Strategy=With General SSL2024.10 | 68.3 | 80.57 | 84.69 | 77.86 | |
| SimMIMModality=Natural, Network=UNETR, Pre-training Strategy=With General SSL2024.10 | 68.11 | 80.49 | 84.76 | 77.79 | |
| MoCov3Modality=Natural, Network=UNETR, Pre-training Strategy=With General SSL2024.10 | 67.97 | 79.64 | 84.36 | 77.32 | |
| UNETRPre-training Strategy=From Scratch, Network=UNETR2024.10 | 67.55 | 78.73 | 83.69 | 76.66 |