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ResearchFormerly WizWand

Classification on ADNI 23 (test)

0.6765AccuracyBrainMVP
0.4885720.5373610.586150.634939Oct 14, 2024
Updated 8mo ago

Evaluation results

MethodLinks
BrainMVPStrategy=Medical SSL, Modality=MRI, Network=UniFormer2024.100.67650.69640.6609
BrainMVPStrategy=Medical SSL, Modality=MRI, Network=UNET3D2024.100.65550.66690.6421
SimMIMStrategy=General SSL, Modality=Natural, Network=UNETR2024.100.62180.60260.5446
MoCov3Strategy=General SSL, Modality=Natural, Network=UNETR2024.100.60920.57690.5996
M3AEStrategy=Medical SSL, Modality=MRI, Network=UniFormer2024.100.60920.53520.5756
M3AEStrategy=Medical SSL, Modality=MRI, Network=UNET3D2024.100.60080.63380.6003
GVSLStrategy=Medical SSL, Modality=CT, Network=UNET3D2024.100.59660.66610.5959
UNET3DStrategy=From Scratch, Network=UNET3D2024.100.57560.49660.3653
MAE3DStrategy=General SSL, Modality=Natural, Network=UNETR2024.100.57560.54140.5651
MGStrategy=Medical SSL, Modality=CXR, CT, Network=UNET3D2024.100.57560.54960.3653
UNETRStrategy=From Scratch, Network=UNETR2024.100.56720.60660.5645
Swin-UNETRStrategy=From Scratch, Network=Swin-UNETR2024.100.56720.58530.565
UniFormerStrategy=From Scratch, Network=UniFormer2024.100.55460.63430.5526
Swin-UNETR*Strategy=Medical SSL, Modality=MRI, Network=Swin-UNETR2024.100.54620.55170.5461
DAEStrategy=Medical SSL, Modality=MRI, Network=Swin-UNETR2024.100.52940.56660.5294
VoCoStrategy=Medical SSL, Modality=MRI, Network=Swin-UNETR2024.100.5210.5740.5207
TransVWStrategy=Medical SSL, Modality=CT, Network=UNET3D2024.100.49580.66610.445