Table 3 Five-class sleep stage classification on iSLEEPS using single-channel EEG/EOG.
From: Polysomnography Dataset for Sleep Analysis in Ischemic Stroke Patients
Model | Modality | Overall | Class-wise F1 | ||||||
|---|---|---|---|---|---|---|---|---|---|
ACC | MF1 | κ | W | N1 | N2 | N3 | REM | ||
CNN-based | EEG | 61.65 | 54.44 | 0.48 | 68.15 | 17.43 | 68.82 | 67.65 | 50.12 |
LSTM-based | EEG | 74.70 | 67.68 | 0.64 | 79.87 | 32.99 | 80.91 | 74.25 | 70.04 |
EOG | 62.33 | 52.61 | 0.46 | 64.55 | 15.81 | 70.95 | 64.49 | 47.25 | |
Transformer-based | EEG | 67.44 | 59.35 | 0.54 | 77.53 | 25.91 | 76.07 | 69.18 | 47.03 |
EOG | 66.29 | 58.88 | 0.52 | 72.29 | 23.43 | 77.06 | 68.25 | 52.83 | |
