Per-segment sleep apnea detection on Apnea-ECG
95.1SensitivityCNN - LSTM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CNN - LSTMEvaluation Protocol=10-fold CV on training2023.02 | 95.1 | 93.7 | 94.3 | 92.7 | 98.7 | |
| CNN - denseEvaluation Protocol=10-fold CV on training2023.02 | 92.5 | 92.7 | 92.6 | 90.5 | 97.7 | |
| CNN - LSTMEvaluation Protocol=training and test2023.02 | 91.2 | 95.1 | 93.6 | 91.6 | 98.1 | |
| CNN - denseEvaluation Protocol=training and test2023.02 | 90.7 | 93.7 | 92.5 | 90.2 | 97.6 | |
| [29]Evaluation Protocol=training and test2023.02 | 90 | 83.8 | 86.2 | — | 88.1 | |
| [31]Evaluation Protocol=10-fold CV on training2023.02 | 89.9 | 87.9 | 89.1 | 91.4 | — | |
| [35]Evaluation Protocol=training and test2023.02 | 89.8 | 89.1 | 89.4 | 86.6 | 94.6 | |
| [41]Evaluation Protocol=10-fold CV on training2023.02 | 89.7 | 94.7 | 92.6 | 90.5 | 97 | |
| [28]Evaluation Protocol=training and test2023.02 | 88.9 | 82.1 | 84.7 | — | 86.9 | |
| [34]Evaluation Protocol=training and test2023.02 | 86.2 | 84.4 | 85.1 | 81.4 | — | |
| [32]Evaluation Protocol=training and test2023.02 | 84.9 | 88.2 | 87.5 | — | 93 | |
| [40]Evaluation Protocol=training and test2023.02 | 83.1 | 90.3 | 87.6 | — | 95 | |
| [25]Evaluation Protocol=training and test2023.02 | 82.6 | 88.4 | 86.2 | — | 94 | |
| [39]Evaluation Protocol=training and test2023.02 | 81.4 | 86.8 | 84.8 | — | 92 | |
| [23]Evaluation Protocol=training and test2023.02 | 81.3 | 91.7 | 87.7 | — | — | |
| [30]Evaluation Protocol=training and test2023.02 | 81.1 | 92 | 87.9 | 86.5 | 93.5 | |
| [24]Evaluation Protocol=training and test2023.02 | 79.5 | 88.4 | 83.8 | — | 83.4 |