Binary Diagnostic Classification on Hospital-collected
0.9333AccuracyGCAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCANconfig=Proposed Method2024.03 | 0.9333 | 0.8667 | 1 | 0.9286 | |
| GCANcounterfactual attention=true2026.05 | 0.933 | 0.867 | 1 | 0.929 | |
| Wen et al.counterfactual attention=false2026.05 | 0.867 | 0.667 | 0.8 | 0.727 | |
| GATRegions=R10, Variant=A2024.03 | 0.8667 | 0.6667 | 0.8 | 0.7273 | |
| GCNRegions=R10, Variant=//2024.03 | 0.8333 | 0.4667 | 1 | 0.6364 | |
| Tang et al.counterfactual attention=false2026.05 | 0.833 | 0.467 | 1 | 0.636 | |
| Transformer-SRegions=R10, Variant=T-S2024.03 | 0.8 | 0.4 | 0.8 | 0.5333 | |
| Transformer-BRegions=R10, Variant=T-B2024.03 | 0.8 | 0.4 | 0.8 | 0.5333 | |
| Transformer-LRegions=R10, Variant=T-L2024.03 | 0.8 | 0.4 | 0.8 | 0.5333 | |
| GCNRegions=R18, Variant=//2024.03 | 0.8 | 0.4 | 0.8 | 0.5333 | |
| GATRegions=R18, Variant=A2024.03 | 0.8 | 0.4 | 0.8 | 0.5333 | |
| Transformer-SRegions=R18, Variant=T-S2024.03 | 0.8 | 0.4 | 0.8 | 0.5333 | |
| Transformer-BRegions=R18, Variant=T-B2024.03 | 0.8 | 0.5333 | 0.68 | 0.5978 | |
| Transformer-LRegions=R18, Variant=T-L2024.03 | 0.8 | 0.4 | 0.8 | 0.5333 | |
| Ramzan et al.counterfactual attention=false2026.05 | 0.8 | 0.4 | 0.8 | 0.533 | |
| Zhou et al.counterfactual attention=false2026.05 | 0.8 | 0.4 | 0.8 | 0.533 | |
| Gao et al.counterfactual attention=false2026.05 | 0.8 | 0.4 | 0.8 | 0.533 | |
| Tian et al.counterfactual attention=false2026.05 | 0.8 | 0.4 | 0.8 | 0.533 | |
| He et al.counterfactual attention=false2026.05 | 0.8 | 0.4 | 0.8 | 0.533 | |
| Kang et al.counterfactual attention=false2026.05 | 0.8 | 0.4 | 0.8 | 0.533 | |
| Li et al.counterfactual attention=false2026.05 | 0.8 | 0.533 | 0.68 | 0.598 | |
| Zhang et al.counterfactual attention=false2026.05 | 0.8 | 0.4 | 0.8 | 0.533 |