Binary diagnostic classification (HC vs. MCI) on Hospital-collected
74.71AccuracyGCAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCANconfig=Proposed Method2024.03 | 74.71 | 98.16 | 70.56 | 82.1 | |
| GCANcounterfactual attention=true2026.05 | 74.7 | 98.2 | 70.6 | 82.1 | |
| Zhou et al.counterfactual attention=false2026.05 | 71.3 | 90.8 | 71.3 | 79.9 | |
| GCNRegions=R18, Variant=//2024.03 | 71.26 | 90.8 | 71.25 | 79.85 | |
| GATRegions=R18, Variant=A2024.03 | 70.11 | 77.39 | 77.55 | 77.47 | |
| He et al.counterfactual attention=false2026.05 | 70.1 | 77.4 | 77.6 | 77.5 | |
| Transformer-SRegions=R18, Variant=T-S2024.03 | 67.82 | 88.89 | 66.29 | 75.94 | |
| Zhang et al.counterfactual attention=false2026.05 | 67.8 | 88.9 | 66.3 | 75.9 | |
| Tian et al.counterfactual attention=false2026.05 | 66.7 | 92 | 64.7 | 75.9 | |
| Transformer-LRegions=R10, Variant=T-L2024.03 | 66.67 | 91.95 | 64.68 | 75.94 | |
| GCNRegions=R10, Variant=//2024.03 | 65.52 | 90.04 | 65.52 | 75.85 | |
| Tang et al.counterfactual attention=false2026.05 | 65.5 | 90 | 65.5 | 75.9 | |
| Wen et al.counterfactual attention=false2026.05 | 64.6 | 91.7 | 63.3 | 74.9 | |
| GATRegions=R10, Variant=A2024.03 | 64.58 | 91.67 | 63.31 | 74.9 | |
| Gao et al.counterfactual attention=false2026.05 | 64.4 | 88.1 | 63.8 | 74 | |
| Li et al.counterfactual attention=false2026.05 | 64.4 | 100 | 62.5 | 76.9 | |
| Transformer-SRegions=R10, Variant=T-S2024.03 | 64.37 | 88.12 | 63.81 | 74.02 | |
| Transformer-BRegions=R18, Variant=T-B2024.03 | 64.37 | 100 | 62.47 | 76.9 | |
| Transformer-BRegions=R10, Variant=T-B2024.03 | 63.22 | 80.84 | 65.28 | 72.23 | |
| Ramzan et al.counterfactual attention=false2026.05 | 63.2 | 80.8 | 65.3 | 72.2 | |
| Kang et al.counterfactual attention=false2026.05 | 62.1 | 89.3 | 62.4 | 73.5 | |
| Transformer-LRegions=R18, Variant=T-L2024.03 | 62.07 | 89.27 | 62.43 | 73.48 |