Multi-disease 5-year prediction on Abdominal CT (test)
0.77AUROC (CKD)Merlin
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MerlinEncoder=Merlin, Init=I3D, Labels=MTL, %Tr=100%2024.06 | 0.77 | 0.72 | 0.75 | 0.76 | 0.74 | 0.8 | 0.76 | |
| I3D (EHR)Encoder=ResNet152, Init=I3D, Labels=EHR, %Tr=100%2024.06 | 0.76 | 0.72 | 0.74 | 0.74 | 0.73 | 0.68 | 0.73 | |
| MerlinEncoder=Merlin, Init=I3D, Labels=MTL, %Tr=10%2024.06 | 0.74 | 0.7 | 0.69 | 0.7 | 0.73 | 0.69 | 0.71 | |
| I3DEncoder=ResNet152, Init=I3D, Labels=-, %Tr=100%2024.06 | 0.74 | 0.74 | 0.71 | 0.68 | 0.68 | 0.74 | 0.71 | |
| I3DEncoder=ResNet152, Init=I3D, Labels=-, %Tr=10%2024.06 | 0.72 | 0.72 | 0.67 | 0.67 | 0.67 | 0.66 | 0.68 | |
| ResNet152Encoder=ResNet152, Init=-, Labels=-, %Tr=100%2024.06 | 0.63 | 0.74 | 0.65 | 0.65 | 0.57 | 0.6 | 0.64 | |
| I3D (EHR)Encoder=ResNet152, Init=I3D, Labels=EHR, %Tr=10%2024.06 | 0.58 | 0.64 | 0.47 | 0.75 | 0.69 | 0.62 | 0.62 | |
| Swin TransformerEncoder=Swin Transformer, Init=-, Labels=-, %Tr=100%2024.06 | 0.55 | 0.73 | 0.61 | 0.52 | 0.54 | 0.6 | 0.59 | |
| ResNet152Encoder=ResNet152, Init=-, Labels=-, %Tr=10%2024.06 | 0.53 | 0.66 | 0.6 | 0.49 | 0.58 | 0.5 | 0.56 | |
| Swin TransformerEncoder=Swin Transformer, Init=-, Labels=-, %Tr=10%2024.06 | 0.46 | 0.7 | 0.43 | 0.53 | 0.53 | 0.56 | 0.54 |