Per-patient OSA Classification (AHI >= 5) on Stroke Unit 1.0 (Without validation patients)
100SensitivityCNN + LSTM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CNN + LSTMModel=CNN + LSTM, Signal=ECG + SpO2, Evaluation protocol=Leave-one-patient-out CV2023.02 | 100 | 60 | 91.3 | 94.7 | |
| CNN + LSTMModel=CNN + LSTM, Signal=ECG, Evaluation protocol=Leave-one-patient-out CV2023.02 | 88.9 | 20 | 73.9 | 84.2 | |
| LSTMModel=LSTM, Signal=SpO2, Evaluation protocol=Leave-one-patient-out CV2023.02 | 83.3 | 0 | 65.2 | 78.9 | |
| ResNetModel=ResNet, Signal=ECG, Evaluation protocol=Leave-one-patient-out CV2023.02 | 11.1 | 80 | 26.1 | 19 |