Table 8 Overall performance across six datasets (EHST vs. Baselines).
Dataset | EHST (Ours) | Mean of 10 Baselines | Best Baseline | ||||||
|---|---|---|---|---|---|---|---|---|---|
Acc (%) | F1 (%) | AUC | Acc (%) | F1 (%) | AUC | Acc (%) | F1 (%) | AUC | |
HeartWave | 96.7 | 95.5 | 0.97 | 92.4 | 90.3 | 0.93 | 94.8 | 93.1 | 0.95 |
CirCor DigiScope | 94.1 | 92.6 | 0.95 | 89.5 | 87.1 | 0.91 | 91.6 | 89.9 | 0.93 |
PhysioNet CinC | 90.3 | 88.9 | 0.92 | 85.7 | 82.4 | 0.88 | 88.2 | 86.1 | 0.89 |
Pascal (A+B) | 89.2 | 88.1 | 0.91 | 84.6 | 81.9 | 0.87 | 86.8 | 85.2 | 0.89 |
GitHub Valvular | 92.5 | 91.8 | 0.93 | 88.6 | 86.7 | 0.90 | 91.2 | 90.3 | 0.91 |
Shenzhen (HSS) | 91.9 | 90.7 | 0.92 | 87.4 | 85.5 | 0.88 | 89.7 | 88.2 | 0.90 |
