Sleep Stage Classification on Sleep-EDF SC 20
81.7Macro F1XSleepnet2
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| XSleepnet2Year=2021, Technique=RNN, LP=FT, Signals=EEG + EOG2022.07 | 81.7 | — | — | |
| Classical ML PipelineYear=2022, Technique=Catboost, LP=DT, Signals=EEG + EOG + EMG2022.07 | 81 | 86.6 | 0.816 | |
| Classical ML PipelineYear=2022, Technique=CNN & RNN, LP=LFS, Signals=EEG + EOG2022.07 | 80.9 | 86.4 | 0.813 | |
| Classical ML PipelineYear=2022, Technique=Logistic regr., LP=LFS, Signals=EEG + EOG + EMG2022.07 | 80.9 | 85.7 | 0.806 | |
| Classical ML PipelineYear=2022, Technique=Logistic regr., LP=DT, Signals=EEG + EOG + EMG2022.07 | 80.5 | 86.3 | 0.813 | |
| TinySleepNetYear=2020, Technique=CNN & RNN, LP=LFS, Signals=EEG2022.07 | 80.5 | 85.4 | 0.8 | |
| SimpleSleepNetYear=2020, Technique=RNN, LP=LFS, Signals=EEG + EOG2022.07 | 80.5 | — | — | |
| Classical ML PipelineYear=2022, Technique=Logistic regr., LP=LFS, Signals=EEG + EOG2022.07 | 80.3 | 85.3 | 0.8 | |
| Classical ML PipelineYear=2022, Technique=Catboost, LP=LFS, Signals=EEG + EOG + EMG2022.07 | 80.2 | 86.4 | 0.812 | |
| XSleepnet1Year=2020, Technique=CNN & RNN, LP=LFS, Signals=EEG + EOG2022.07 | 79.8 | 85.2 | 0.798 | |
| Classical ML PipelineYear=2022, Technique=Catboost, LP=LFS, Signals=EEG + EOG2022.07 | 79.7 | 86 | 0.807 | |
| SleepEEGNetYear=2019, Technique=CNN & RNN, LP=LFS, Signals=EEG2022.07 | 79.7 | 84.3 | 0.79 | |
| SeqSleepNet+Year=2020, Technique=RNN, LP=FT, Signals=EEG2022.07 | 79.6 | 85.2 | 0.789 | |
| RobustSleepNetYear=2021, Technique=RNN, LP=LFS, Signals=EEG + EOG2022.07 | 79.1 | — | — | |
| RobustSleepNetYear=2021, Technique=RNN, LP=DT, Signals=EEG + EOG2022.07 | 79.1 | — | — | |
| DeepSleepNet+Year=2020, Technique=CNN, LP=FT, Signals=EEG + EOG2022.07 | 79 | 84.6 | 0.782 | |
| DeepSleepNet-LiteYear=2021, Technique=CNN, LP=LFS, Signals=EEG2022.07 | 78 | 84 | 0.78 | |
| IITNetYear=2019, Technique=CNN & RNN, LP=LFS, Signals=EEG2022.07 | 77.6 | 83.9 | 0.78 | |
| DeepSleepNetYear=2017, Technique=CNN & RNN, LP=FT, Signals=EEG2022.07 | 76.9 | 82 | 0.76 |