Sleep stage scoring on Sleep-EDF Independent Training and Test Sets (subject-wise)
80.5MF1SimpleSleepNet
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SimpleSleepNetImplementation Source=Ours2019.10 | 80.5 | — | — | — | — | — | — | — | |
| DeepSleepNetImplementation Source=Ours2019.10 | 80.4 | — | — | — | — | — | — | — | |
| SeqSleepNetImplementation Source=Ours2019.10 | 80 | — | — | — | — | — | — | — | |
| U-TimeImplementation Source=Original paper reported2019.10 | 79 | — | — | — | — | — | — | — | |
| DeepSleepNetEEG Channel=Fpz-Cz, Test Epochs=419502017.03 | 76.9 | 82 | 0.76 | 84.7 | 46.6 | 85.9 | 84.8 | 82.4 | |
| DeepSleepNetImplementation Source=Original paper reported2019.10 | 76.9 | — | — | — | — | — | — | — | |
| Chambon et Al.Implementation Source=Ours2019.10 | 75.9 | — | — | — | — | — | — | — | |
| Mixed Neural NetworkImplementation Source=Ours, Input Signals=Fpz-Cz2019.10 | 75.8 | — | — | — | — | — | — | — | |
| Ref. [7]EEG Channel=Fpz-Cz, Test Epochs=370222017.03 | 73.7 | 78.9 | — | 71.6 | 47 | 84.6 | 84 | 81.4 | |
| DeepSleepNetEEG Channel=Pz-Oz, Test Epochs=419502017.03 | 73.1 | 79.8 | 0.72 | 88.1 | 37 | 82.7 | 77.3 | 80.3 | |
| Tsinalis et Al.Implementation Source=Ours2019.10 | 72.2 | — | — | — | — | — | — | — | |
| Ref. [11]EEG Channel=Fpz-Cz, Test Epochs=370222017.03 | 69.8 | 74.8 | — | 65.4 | 43.7 | 80.6 | 84.9 | 74.5 | |
| Tsinalis et Al.Implementation Source=Original paper reported2019.10 | 69.8 | — | — | — | — | — | — | — |