Binary Diagnostic Classification (SCD vs. MCI) on ADNI
73.12AccuracyGCAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCANconfig=Proposed Method2024.03 | 73.12 | 86.56 | 73.07 | 79.24 | |
| GCANcounterfactual attention=true2026.05 | 73.1 | 86.6 | 73.1 | 79.2 | |
| Transformer-SRegions=R10, Variant=T-S2024.03 | 72.04 | 78.64 | 79.35 | 78.99 | |
| Gao et al.counterfactual attention=false2026.05 | 72 | 78.6 | 79.4 | 79 | |
| He et al.counterfactual attention=false2026.05 | 71 | 81.7 | 73.2 | 77.2 | |
| GATRegions=R18, Variant=A2024.03 | 70.97 | 81.65 | 73.22 | 77.21 | |
| Ramzan et al.counterfactual attention=false2026.05 | 69.9 | 95.4 | 67.3 | 78.9 | |
| Wen et al.counterfactual attention=false2026.05 | 69.9 | 72.5 | 75.5 | 74 | |
| Tian et al.counterfactual attention=false2026.05 | 69.9 | 83.8 | 71 | 76.9 | |
| Tang et al.counterfactual attention=false2026.05 | 69.9 | 72.3 | 76.1 | 74.2 | |
| Zhang et al.counterfactual attention=false2026.05 | 69.9 | 85.1 | 69.4 | 76.5 | |
| GCNRegions=R10, Variant=//2024.03 | 69.89 | 72.33 | 76.1 | 74.17 | |
| GATRegions=R10, Variant=A2024.03 | 69.89 | 72.47 | 75.52 | 73.96 | |
| Transformer-BRegions=R10, Variant=T-B2024.03 | 69.89 | 95.41 | 67.26 | 78.9 | |
| Transformer-LRegions=R10, Variant=T-L2024.03 | 69.89 | 83.8 | 70.97 | 76.85 | |
| Transformer-SRegions=R18, Variant=T-S2024.03 | 69.89 | 85.09 | 69.43 | 76.47 | |
| Transformer-LRegions=R18, Variant=T-L2024.03 | 68.82 | 91.4 | 67.79 | 77.84 | |
| Kang et al.counterfactual attention=false2026.05 | 68.8 | 91.4 | 67.8 | 77.8 | |
| GCNRegions=R18, Variant=//2024.03 | 67.74 | 98.28 | 65.23 | 78.41 | |
| Zhou et al.counterfactual attention=false2026.05 | 67.7 | 98.3 | 65.2 | 78.4 | |
| Li et al.counterfactual attention=false2026.05 | 66.7 | 63.4 | 75.9 | 69.1 | |
| Transformer-BRegions=R18, Variant=T-B2024.03 | 66.67 | 63.44 | 75.86 | 69.1 |