Per-second Sleep Apnea Detection on Stroke Unit 1.0 (All patients)
67.2SensitivityCNN + LSTM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CNN + LSTMModel=CNN + LSTM, Signal=ECG + SpO2, Evaluation protocol=Leave-one-patient-out CV2023.02 | 67.2 | 84.3 | 81.5 | 54.3 | 82.5 | |
| LSTMModel=LSTM, Signal=SpO2, Evaluation protocol=Leave-one-patient-out CV2023.02 | 65.6 | 68 | 67.6 | 39.9 | 70.4 | |
| CNN + LSTMModel=CNN + LSTM, Signal=ECG, Evaluation protocol=Leave-one-patient-out CV2023.02 | 62.8 | 79.6 | 76.9 | 47.1 | 75 | |
| ResNetModel=ResNet, Signal=ECG, Evaluation protocol=Leave-one-patient-out CV2023.02 | 16.8 | 82.4 | 71.6 | 16.2 | 52.3 |