Alzheimer's Disease Diagnosis on ADNI (five-fold cross-validation)
71.92AccuracyAT-Attn
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AT-AttnType=asymmetric + shortcut2026.07 | 71.92 | 72.11 | 87.33 | 78.25 | 36.87 | 89.49 | |
| XGB2026.07 | 71.87 | 72.37 | 86.96 | 76.86 | 34.95 | 89.21 | |
| XAttnType=Symmetric2026.07 | 71.39 | 71.87 | 87.37 | 78.07 | 37.28 | 90.33 | |
| LGBM2026.07 | 71.3 | 71.73 | 86.93 | 76.79 | 35.78 | 88.46 | |
| RF2026.07 | 69.52 | 70.41 | 86.8 | 76.67 | 36.5 | 89.76 | |
| SVM2026.07 | 68.75 | 69.35 | 86.06 | 75.79 | 28.42 | 91.32 | |
| LR2026.07 | 68.61 | 68.82 | 85.34 | 74.16 | 32.12 | 88.76 | |
| Concat fusionAugmentation=modality dropout2026.07 | 68.07 | 68.54 | 84.22 | 72.81 | 25.5 | 91.77 | |
| MLP-tabular2026.07 | 67.86 | 68.59 | 85.12 | 73.85 | 28.14 | 90.47 | |
| Missing-aware gated fusion2026.07 | 67.78 | 68.13 | 84.09 | 72.17 | 28.82 | 88.5 | |
| Concat fusion2026.07 | 66.79 | 67.43 | 83.46 | 70.93 | 26.5 | 90.01 | |
| FT-Transformer2026.07 | 65.37 | 65.97 | 82.31 | 69.46 | 24.33 | 88.61 | |
| Scale-only2026.07 | 65.33 | 65.79 | 84.01 | 71.41 | 31.16 | 88.78 | |
| Late fusionInputs=image + scale2026.07 | 64.94 | 65.44 | 83.57 | 70.47 | 29.36 | 89.54 | |
| Image-only2026.07 | 44.78 | 44.45 | 62.65 | 45.53 | 4.89 | 95.1 |