Table 4.
SBP and DBP prediction errors (mmHg) on Polito database using the best neural network (ResNet + LSTM) trained on MIMIC dataset (built using PPG and ECG lead I)
Tested set | MAE SBP | MAE DBP | RMSE SBP | RMSE DBP |
---|---|---|---|---|
PPG | ||||
Validation set | 7.409 | 3.706 | 9.875 | 4.883 |
Leave-One-Out | 15.706 | 7.251 | 17.792 | 8.171 |
Polito dataset | 9.916 | 5.905 | 11.879 | 7.273 |
PPG + ECG | ||||
Validation set | 4.546 | 2.515 | 5.766 | 2.982 |
Leave-One-Out | 16.128 | 6.743 | 17.875 | 7.902 |
Polito dataset | 12.435 | 8.567 | 14.082 | 10.211 |