Research Article
Deep Convolutional Generative Adversarial Network with LSTM for ECG Denoising
Table 3
The results of removing different kinds of noise by Bi-LSTM and LSTM-DCGAN.
| Indicators | Methods | Noise type | MA | BW | EM |
| SNRimp | Bi-LSTM | 20.807 | 18.896 | 15.063 | LSTM-DCAGN | 18.334 | 19.873 | 17.941 |
| RMSE | Bi-LSTM | 0.029 | 0.036 | 0.057 | LSTM-DCAGN | 0.039 | 0.033 | 0.041 |
| PRD | Bi-LSTM | 10.904 | 13.525 | 20.724 | LSTM-DCAGN | 14.140 | 12.117 | 15.140 |
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