Classification on ADNI 23 (test)
0.6765AccuracyBrainMVP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BrainMVPStrategy=Medical SSL, Modality=MRI, Network=UniFormer2024.10 | 0.6765 | 0.6964 | 0.6609 | |
| BrainMVPStrategy=Medical SSL, Modality=MRI, Network=UNET3D2024.10 | 0.6555 | 0.6669 | 0.6421 | |
| SimMIMStrategy=General SSL, Modality=Natural, Network=UNETR2024.10 | 0.6218 | 0.6026 | 0.5446 | |
| MoCov3Strategy=General SSL, Modality=Natural, Network=UNETR2024.10 | 0.6092 | 0.5769 | 0.5996 | |
| M3AEStrategy=Medical SSL, Modality=MRI, Network=UniFormer2024.10 | 0.6092 | 0.5352 | 0.5756 | |
| M3AEStrategy=Medical SSL, Modality=MRI, Network=UNET3D2024.10 | 0.6008 | 0.6338 | 0.6003 | |
| GVSLStrategy=Medical SSL, Modality=CT, Network=UNET3D2024.10 | 0.5966 | 0.6661 | 0.5959 | |
| UNET3DStrategy=From Scratch, Network=UNET3D2024.10 | 0.5756 | 0.4966 | 0.3653 | |
| MAE3DStrategy=General SSL, Modality=Natural, Network=UNETR2024.10 | 0.5756 | 0.5414 | 0.5651 | |
| MGStrategy=Medical SSL, Modality=CXR, CT, Network=UNET3D2024.10 | 0.5756 | 0.5496 | 0.3653 | |
| UNETRStrategy=From Scratch, Network=UNETR2024.10 | 0.5672 | 0.6066 | 0.5645 | |
| Swin-UNETRStrategy=From Scratch, Network=Swin-UNETR2024.10 | 0.5672 | 0.5853 | 0.565 | |
| UniFormerStrategy=From Scratch, Network=UniFormer2024.10 | 0.5546 | 0.6343 | 0.5526 | |
| Swin-UNETR*Strategy=Medical SSL, Modality=MRI, Network=Swin-UNETR2024.10 | 0.5462 | 0.5517 | 0.5461 | |
| DAEStrategy=Medical SSL, Modality=MRI, Network=Swin-UNETR2024.10 | 0.5294 | 0.5666 | 0.5294 | |
| VoCoStrategy=Medical SSL, Modality=MRI, Network=Swin-UNETR2024.10 | 0.521 | 0.574 | 0.5207 | |
| TransVWStrategy=Medical SSL, Modality=CT, Network=UNET3D2024.10 | 0.4958 | 0.6661 | 0.445 |