Brain Metastasis Segmentation on BraTS-MET
70.7Dice ETBrainMVP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| BrainMVPModality=MRI, Network=UniFormer, Pre-training Strategy=With Medical SSL2024.10 | 70.7 | 75.8 | 74.52 | 73.67 | |
| M3AEModality=MRI, Network=UniFormer, Pre-training Strategy=With Medical SSL2024.10 | 68.08 | 72.35 | 70.74 | 70.39 | |
| BrainMVPModality=MRI, Network=UNET3D, Pre-training Strategy=With Medical SSL2024.10 | 67.24 | 71.27 | 68.63 | 69.05 | |
| UniFormerPre-training Strategy=From Scratch, Network=UniFormer2024.10 | 67.22 | 72.74 | 70.78 | 70.25 | |
| M3AEModality=MRI, Network=UNET3D, Pre-training Strategy=With Medical SSL2024.10 | 66.01 | 70.92 | 70.18 | 69.04 | |
| Swin-UNETRPre-training Strategy=From Scratch, Network=Swin-UNETR2024.10 | 63.84 | 67.08 | 68.58 | 66.5 | |
| GVSLModality=CT, Network=UNET3D, Pre-training Strategy=With Medical SSL2024.10 | 62.46 | 66.81 | 67.26 | 65.51 | |
| DAEModality=MRI, Network=Swin-UNETR, Pre-training Strategy=With Medical SSL2024.10 | 62.27 | 65.99 | 64.85 | 64.37 | |
| Swin-UNETR*Modality=MRI, Network=Swin-UNETR, Pre-training Strategy=With Medical SSL2024.10 | 60.6 | 64.56 | 64.53 | 63.23 | |
| MGModality=CXR, CT, Network=UNET3D, Pre-training Strategy=With Medical SSL2024.10 | 60.11 | 64.05 | 65.43 | 63.19 | |
| VoCoModality=MRI, Network=Swin-UNETR, Pre-training Strategy=With Medical SSL2024.10 | 57.49 | 59.33 | 63.59 | 60.13 | |
| MAE3DModality=Natural, Network=UNETR, Pre-training Strategy=With General SSL2024.10 | 57.45 | 59.19 | 62.06 | 59.57 | |
| UNET3DPre-training Strategy=From Scratch, Network=UNET3D2024.10 | 56.44 | 58.75 | 62.76 | 59.32 | |
| TransVWModality=CT, Network=UNET3D, Pre-training Strategy=With Medical SSL2024.10 | 56.1 | 58.69 | 62.81 | 59.2 | |
| MoCov3Modality=Natural, Network=UNETR, Pre-training Strategy=With General SSL2024.10 | 55.84 | 56.77 | 61.62 | 58.07 | |
| SimMIMModality=Natural, Network=UNETR, Pre-training Strategy=With General SSL2024.10 | 54.46 | 55.84 | 58.89 | 56.4 | |
| UNETRPre-training Strategy=From Scratch, Network=UNETR2024.10 | 54.01 | 54.87 | 59.44 | 56.11 |