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ResearchFormerly WizWand

Sleep Stage Classification on Sleep-EDF SC 20

81.7Macro F1XSleepnet2
76.70878.00479.380.596Jul 15, 2022
Updated 8mo ago

Evaluation results

MethodLinks
XSleepnet2Year=2021, Technique=RNN, LP=FT, Signals=EEG + EOG2022.0781.7——
Classical ML PipelineYear=2022, Technique=Catboost, LP=DT, Signals=EEG + EOG + EMG2022.078186.60.816
Classical ML PipelineYear=2022, Technique=CNN & RNN, LP=LFS, Signals=EEG + EOG2022.0780.986.40.813
Classical ML PipelineYear=2022, Technique=Logistic regr., LP=LFS, Signals=EEG + EOG + EMG2022.0780.985.70.806
Classical ML PipelineYear=2022, Technique=Logistic regr., LP=DT, Signals=EEG + EOG + EMG2022.0780.586.30.813
TinySleepNetYear=2020, Technique=CNN & RNN, LP=LFS, Signals=EEG2022.0780.585.40.8
SimpleSleepNetYear=2020, Technique=RNN, LP=LFS, Signals=EEG + EOG2022.0780.5——
Classical ML PipelineYear=2022, Technique=Logistic regr., LP=LFS, Signals=EEG + EOG2022.0780.385.30.8
Classical ML PipelineYear=2022, Technique=Catboost, LP=LFS, Signals=EEG + EOG + EMG2022.0780.286.40.812
XSleepnet1Year=2020, Technique=CNN & RNN, LP=LFS, Signals=EEG + EOG2022.0779.885.20.798
Classical ML PipelineYear=2022, Technique=Catboost, LP=LFS, Signals=EEG + EOG2022.0779.7860.807
SleepEEGNetYear=2019, Technique=CNN & RNN, LP=LFS, Signals=EEG2022.0779.784.30.79
SeqSleepNet+Year=2020, Technique=RNN, LP=FT, Signals=EEG2022.0779.685.20.789
RobustSleepNetYear=2021, Technique=RNN, LP=LFS, Signals=EEG + EOG2022.0779.1——
RobustSleepNetYear=2021, Technique=RNN, LP=DT, Signals=EEG + EOG2022.0779.1——
DeepSleepNet+Year=2020, Technique=CNN, LP=FT, Signals=EEG + EOG2022.077984.60.782
DeepSleepNet-LiteYear=2021, Technique=CNN, LP=LFS, Signals=EEG2022.0778840.78
IITNetYear=2019, Technique=CNN & RNN, LP=LFS, Signals=EEG2022.0777.683.90.78
DeepSleepNetYear=2017, Technique=CNN & RNN, LP=FT, Signals=EEG2022.0776.9820.76