Alzheimer's Disease Diagnosis on AIBL
81.7AccuracyCITab
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CITabImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=true2025.12 | 81.7 | 89.5 | 68.2 | |
| TransformerImage modality (I)=false, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 80.1 | 82 | 55.6 | |
| TIPImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=true2025.12 | 79.3 | 88.1 | 62.8 | |
| DAFTImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 78.5 | 84.2 | 55 | |
| HyperfusionImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 78.5 | 81 | 54.7 | |
| Cross AttentionImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 78.1 | 84.1 | 58.3 | |
| ViTaImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=true2025.12 | 78 | 85.3 | 60.4 | |
| Concat-fusionImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 73.6 | 82.5 | 49.7 | |
| 3D-ResNet-50Image modality (I)=true, Tabular modality (T)=false, Self-supervised learning (S)=false2025.12 | 72 | 77.6 | 44 | |
| MMCLImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=true2025.12 | 70.3 | 71.4 | 42 |