Binary Diagnostic Classification (HC vs. SCD) on ADNI
72.84AccuracyGCAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCANconfig=Proposed Method2024.03 | 72.84 | 66.67 | 74.45 | 70.35 | |
| GCANcounterfactual attention=true2026.05 | 72.8 | 66.7 | 74.5 | 70.4 | |
| Wen et al.counterfactual attention=false2026.05 | 69.1 | 84.1 | 60.3 | 70.3 | |
| Zhou et al.counterfactual attention=false2026.05 | 69.1 | 55.1 | 66.5 | 60.3 | |
| GATRegions=R10, Variant=A2024.03 | 69.05 | 84.13 | 60.33 | 70.27 | |
| GCNRegions=R18, Variant=//2024.03 | 69.05 | 55.1 | 66.48 | 60.26 | |
| Tang et al.counterfactual attention=false2026.05 | 67.9 | 78.2 | 61.3 | 68.7 | |
| GCNRegions=R10, Variant=//2024.03 | 67.86 | 78.23 | 61.3 | 68.74 | |
| Ramzan et al.counterfactual attention=false2026.05 | 66.7 | 60.5 | 66.3 | 63.3 | |
| Transformer-BRegions=R10, Variant=T-B2024.03 | 66.67 | 60.49 | 66.27 | 63.25 | |
| Transformer-BRegions=R18, Variant=T-B2024.03 | 65.43 | 31.28 | 66.14 | 42.47 | |
| Li et al.counterfactual attention=false2026.05 | 65.4 | 31.3 | 66.1 | 42.5 | |
| Transformer-LRegions=R18, Variant=T-L2024.03 | 64.2 | 48.15 | 65.87 | 55.63 | |
| Kang et al.counterfactual attention=false2026.05 | 64.2 | 48.2 | 65.9 | 55.6 | |
| GATRegions=R18, Variant=A2024.03 | 63.1 | 32.2 | 71.43 | 44.39 | |
| He et al.counterfactual attention=false2026.05 | 63.1 | 32.2 | 71.4 | 44.4 | |
| Zhang et al.counterfactual attention=false2026.05 | 62.1 | 37.4 | 63.5 | 47.1 | |
| Transformer-SRegions=R18, Variant=T-S2024.03 | 62.07 | 37.39 | 63.45 | 47.05 | |
| Transformer-SRegions=R10, Variant=T-S2024.03 | 61.9 | 37.64 | 66.67 | 48.12 | |
| Gao et al.counterfactual attention=false2026.05 | 61.9 | 37.6 | 66.7 | 48.1 | |
| Tian et al.counterfactual attention=false2026.05 | 60.5 | 70.8 | 58 | 63.8 | |
| Transformer-LRegions=R10, Variant=T-L2024.03 | 60.49 | 70.78 | 58.02 | 63.77 |