Segmentation on MRBrainS 2013 (test)
1.53HD95 (CSF)BrainMVP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BrainMVPModality=MRI, Network=UniFormer, Pre-training Strategy=Medical SSL2024.10 | 1.53 | 5.6 | 7.02 | 4.72 | |
| M³AEModality=MRI, Network=UniFormer, Pre-training Strategy=Medical SSL2024.10 | 1.89 | 2.92 | 4.53 | 3.11 | |
| UniFormerModality=None, Network=UniFormer, Pre-training Strategy=From Scratch2024.10 | 2.38 | 2.43 | 4.04 | 2.95 | |
| DAEModality=MRI, Network=Swin-UNETR, Pre-training Strategy=Medical SSL2024.10 | 3.07 | 2.27 | 3.36 | 2.9 | |
| VoCoModality=MRI, Network=Swin-UNETR, Pre-training Strategy=Medical SSL2024.10 | 3.14 | 3.88 | 7.87 | 4.96 | |
| UNET3DModality=None, Network=UNET3D, Pre-training Strategy=From Scratch2024.10 | 3.24 | 2.91 | 3.7 | 3.28 | |
| Swin-UNETR*Modality=MRI, Network=Swin-UNETR, Pre-training Strategy=Medical SSL2024.10 | 3.33 | 2.26 | 2.33 | 2.64 | |
| Swin-UNETRModality=None, Network=Swin-UNETR, Pre-training Strategy=From Scratch2024.10 | 3.38 | 2.65 | 4 | 3.34 | |
| MGModality=CXR, CT, Network=UNET3D, Pre-training Strategy=Medical SSL2024.10 | 3.47 | 9.43 | 12.67 | 8.52 | |
| MAE3DModality=Natural, Network=UNETR, Pre-training Strategy=General SSL2024.10 | 3.69 | 2.62 | 3.59 | 3.3 | |
| M³AEModality=MRI, Network=UNET3D, Pre-training Strategy=Medical SSL2024.10 | 3.69 | 3.88 | 3.01 | 3.53 | |
| BrainMVPModality=MRI, Network=UNET3D, Pre-training Strategy=Medical SSL2024.10 | 3.71 | 4.92 | 3.84 | 4.14 | |
| GVSLModality=CT, Network=UNET3D, Pre-training Strategy=Medical SSL2024.10 | 3.73 | 3.44 | 3.28 | 3.48 | |
| TransVWModality=CT, Network=UNET3D, Pre-training Strategy=Medical SSL2024.10 | 3.81 | 3.45 | 2.93 | 3.4 | |
| SimMIMModality=Natural, Network=UNETR, Pre-training Strategy=General SSL2024.10 | 3.84 | 2.67 | 3.55 | 3.35 | |
| MoCoV3Modality=Natural, Network=UNETR, Pre-training Strategy=General SSL2024.10 | 3.84 | 2.99 | 4.74 | 3.86 | |
| UNETRModality=None, Network=UNETR, Pre-training Strategy=From Scratch2024.10 | 4.16 | 3.46 | 5.04 | 4.22 |