Per-second Sleep Apnea Detection on Stroke Unit 1.0 (Without val patients)
65.5SensitivityCNN + LSTM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CNN + LSTMModel=CNN + LSTM, Signal=ECG + SpO2, Evaluation protocol=Leave-one-patient-out CV2023.02 | 65.5 | 84.9 | 81.6 | 54.7 | 0.826 | |
| CNN + LSTMModel=CNN + LSTM, Signal=ECG, Evaluation protocol=Leave-one-patient-out CV2023.02 | 64.3 | 77.4 | 75.2 | 46.8 | 0.76 | |
| LSTMModel=LSTM, Signal=SpO2, Evaluation protocol=Leave-one-patient-out CV2023.02 | 62.4 | 69.8 | 68.5 | 40.2 | 0.704 | |
| ResNetModel=ResNet, Signal=ECG, Evaluation protocol=Leave-one-patient-out CV2023.02 | 10.7 | 86.5 | 73.7 | 12.1 | 0.525 |