TABLE 1.
ECG reconstruction results of multiple methods on different datasets.
| Method | Dataset | RMSE | PRD |
|---|---|---|---|
| BiLSTM-CNN GAN * | MIT-BIH | 0.22 | 51.80 |
| BiLSTM-GRU * | MIT-BIH | 0.31 | 74.05 |
| BiLSTM-LSTM * | MIT-BIH | 0.35 | 84.80 |
| BiLSTM-MLP * | MIT-BIH | 0.61 | 147.73 |
| ECG VAE | United Kingdom Biobank | 0.16 | 26.51 |
| Multi-Domain VAE (Proposed) | United Kingdom Biobank | 0.17 | 27.45 |
*Values obtained directly from Zhu et al. (2019)