Alzheimer's disease diagnosis on NACC
72.8AccuracyCITab
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CITabImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=true2025.12 | 72.8 | 0.851 | 65.1 | |
| TIPImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=true2025.12 | 71.8 | 0.85 | 63.5 | |
| ViTaImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=true2025.12 | 71.8 | 0.844 | 63.4 | |
| TransformerImage modality (I)=false, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 71.5 | 0.825 | 59.5 | |
| Concat-fusionImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 71.2 | 0.847 | 56 | |
| DAFTImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 71.2 | 0.849 | 58.2 | |
| Cross AttentionImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 70.3 | 0.849 | 58.5 | |
| HyperfusionImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 68.1 | 0.792 | 58.8 | |
| 3D-ResNet-50Image modality (I)=true, Tabular modality (T)=false, Self-supervised learning (S)=false2025.12 | 66.8 | 0.726 | 46.6 | |
| MMCLImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=true2025.12 | 65.3 | 0.751 | 45.3 |