Binary Classification on NACC CN versus AD
100AUCSpectral-GCN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Spectral-GCNFPR range=[0.67, 1], Pressure Risk Group=Group32026.02 | 100 | — | 100 | 0 | |
| Inception-GCNFPR range=[0.33, 0.67], Pressure Risk Group=Group22026.02 | 96.9 | — | 96.9 | 0 | |
| Inception-GCNFPR range=[0,1], Pressure Risk Group=All2026.02 | 93.9 | 93.9 | 93.9 | 93.9 | |
| Inception-GCNFPR range=[0,0.33], Pressure Risk Group=Group12026.02 | 93.7 | — | 86.2 | 96.3 | |
| Spectral-GCNFPR range=[0.33, 0.67], Pressure Risk Group=Group22026.02 | 93.6 | — | 99.4 | 63.5 | |
| Inception-GCNFPR range=[0.67, 1], Pressure Risk Group=Group32026.02 | 92.1 | — | 98.8 | 20.6 | |
| Spectral-GCNFPR range=[0,1], Pressure Risk Group=All2026.02 | 91 | 91 | 91 | 91 | |
| BrainFoundInput Modality=Multimodal MRI (T1, T2, FLAIR), Pretraining Data=10,000 volumes across 12 datasets2026.06 | 88.3 | — | — | — | |
| Spectral-GCNFPR range=[0,0.33], Pressure Risk Group=Group12026.02 | 87.8 | — | 73.6 | 92.9 | |
| SL-MAEInput Modality=Single contrast MRI, Model Variant=Ours (best)2026.06 | 84.1 | — | — | — |