Classification on BraTS 2018 (test)
85.96ACCBrainMVP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BrainMVPStrategy=Medical SSL, Modality=MRI, Network=UniFormer2024.10 | 85.96 | 94.52 | 83.24 | |
| UNETRStrategy=From Scratch, Network=UNETR2024.10 | 78.95 | 78.17 | 66.21 | |
| GVSLStrategy=Medical SSL, Modality=CT, Network=UNET3D2024.10 | 78.95 | 85.16 | 72.86 | |
| M3AEStrategy=Medical SSL, Modality=MRI, Network=UniFormer2024.10 | 78.95 | 86.59 | 71.59 | |
| BrainMVPStrategy=Medical SSL, Modality=MRI, Network=UNET3D2024.10 | 78.95 | 77.46 | 66.21 | |
| UniFormerStrategy=From Scratch, Network=UniFormer2024.10 | 77.62 | 77.19 | 69.94 | |
| DAEStrategy=Medical SSL, Modality=MRI, Network=Swin-UNETR2024.10 | 77.19 | 81.51 | 71.2 | |
| M3AEStrategy=Medical SSL, Modality=MRI, Network=UNET3D2024.10 | 73.7 | 69.84 | 59.15 | |
| UNET3DStrategy=From Scratch, Network=UNET3D2024.10 | 73.68 | 73.73 | 42.42 | |
| SimMIMStrategy=General SSL, Modality=Natural, Network=UNETR2024.10 | 73.68 | 83.49 | 70.77 | |
| MoCov3Strategy=General SSL, Modality=Natural, Network=UNETR2024.10 | 73.68 | 81.35 | 73.04 | |
| MGStrategy=Medical SSL, Modality=CXR, CT, Network=UNET3D2024.10 | 73.68 | 92.86 | 42.42 | |
| TransVWStrategy=Medical SSL, Modality=CT, Network=UNET3D2024.10 | 73.68 | 72.22 | 42.42 | |
| Swin-UNETR*Strategy=Medical SSL, Modality=MRI, Network=Swin-UNETR2024.10 | 73.68 | 50.32 | 42.42 | |
| VoCoStrategy=Medical SSL, Modality=MRI, Network=Swin-UNETR2024.10 | 73.68 | 51.35 | 42.42 | |
| Swin-UNETRStrategy=From Scratch, Network=Swin-UNETR2024.10 | 70.18 | 71.43 | 60.69 | |
| MAE3DStrategy=General SSL, Modality=Natural, Network=UNETR2024.10 | 70.18 | 67.54 | 56.45 |