Binary diagnostic classification (SCD vs. MCI) on Hospital-collected
94.9AccuracyGCAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCANcounterfactual attention=true2026.05 | 94.9 | 97.1 | 96.2 | 96.6 | |
| GCANconfig=Proposed Method2024.03 | 94.87 | 97.07 | 96.15 | 96.61 | |
| GATRegions=R10, Variant=A2024.03 | 85 | 100 | 85 | 91.89 | |
| GATRegions=R18, Variant=A2024.03 | 85 | 100 | 85 | 91.89 | |
| Wen et al.counterfactual attention=false2026.05 | 85 | 100 | 85 | 91.9 | |
| He et al.counterfactual attention=false2026.05 | 85 | 100 | 85 | 91.9 | |
| Li et al.counterfactual attention=false2026.05 | 82.1 | 100 | 80.5 | 89.2 | |
| Transformer-BRegions=R18, Variant=T-B2024.03 | 82.05 | 100 | 80.47 | 89.18 | |
| Zhou et al.counterfactual attention=false2026.05 | 79.5 | 100 | 78.6 | 88 | |
| Tian et al.counterfactual attention=false2026.05 | 79.5 | 100 | 78.6 | 88 | |
| Transformer-LRegions=R10, Variant=T-L2024.03 | 79.49 | 100 | 78.57 | 88 | |
| GCNRegions=R18, Variant=//2024.03 | 79.49 | 100 | 78.57 | 88 | |
| Tang et al.counterfactual attention=false2026.05 | 77.8 | 93.9 | 81.3 | 87.2 | |
| GCNRegions=R10, Variant=//2024.03 | 77.78 | 93.92 | 81.33 | 87.17 | |
| Transformer-SRegions=R10, Variant=T-S2024.03 | 76.92 | 100 | 76.92 | 86.95 | |
| Transformer-BRegions=R10, Variant=T-B2024.03 | 76.92 | 100 | 76.92 | 86.95 | |
| Transformer-SRegions=R18, Variant=T-S2024.03 | 76.92 | 100 | 76.92 | 86.95 | |
| Transformer-LRegions=R18, Variant=T-L2024.03 | 76.92 | 100 | 76.92 | 86.95 | |
| Ramzan et al.counterfactual attention=false2026.05 | 76.9 | 100 | 76.9 | 87 | |
| Gao et al.counterfactual attention=false2026.05 | 76.9 | 100 | 76.9 | 87 | |
| Kang et al.counterfactual attention=false2026.05 | 76.9 | 100 | 76.9 | 87 | |
| Zhang et al.counterfactual attention=false2026.05 | 76.9 | 100 | 76.9 | 87 |