TABLE III:
Model | Segment classification (in %) | |
---|---|---|
SimECG | 12-lead clinical ECG | |
| ||
CNN (Baseline) | 61.81 | 50.23 |
VAE (conditional) | 65.82 | 49.25 |
VAE (fine-tuning) | 59.06 | 52.33 |
VAE (conditional) (β = 5) | 65.97 | 47.33 |
VAE (fine-tuning) (β = 5) | 65.81 | 51.96 |
IBP-VAE (conditional) | 63.98 | 47.10 |
IBP-VAE (fine-tuning) | 70.63 | 53.02 |
IBP-VAE (conditional) (β = 5) | 68.07 | 46.82 |
IBP-VAE (fine-tuning) (β = 5) | 73.27 | 53.83 |