Per-patient OSA Classification (AHI >= 5) on Stroke Unit 1.0 (All patients)
100SensitivityCNN + LSTM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CNN + LSTMModel=CNN + LSTM, Signal=ECG + SpO2, Evaluation protocol=Leave-one-patient-out CV2023.02 | 100 | 71.4 | 93.3 | 95.8 | |
| CNN + LSTMModel=CNN + LSTM, Signal=ECG, Evaluation protocol=Leave-one-patient-out CV2023.02 | 87 | 28.6 | 73.3 | 83.3 | |
| LSTMModel=LSTM, Signal=SpO2, Evaluation protocol=Leave-one-patient-out CV2023.02 | 82.6 | 0 | 63.3 | 77.6 | |
| ResNetModel=ResNet, Signal=ECG, Evaluation protocol=Leave-one-patient-out CV2023.02 | 8.7 | 85.7 | 26.7 | 15.4 |