Sleep Stage Detection on Sleep-EDF

Metric: Cohen's kappa (higher is better)

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#	Model↕	Cohen's kappa▼	Extra Data	Paper	Date↕	Code
1	SleePyCo (Fpz-Cz only)	0.82	No	SleePyCo: Automatic Sleep Scoring with Feature P...	2022-09-20	Code
2	CatBoost	0.816	Yes	Do Not Sleep on Traditional Machine Learning: Si...	2022-07-15	Code
3	XSleepNet (EEG, EOG)	0.813	No	XSleepNet: Multi-View Sequential Model for Autom...	2020-07-08	Code
4	Linear model	0.813	Yes	Do Not Sleep on Traditional Machine Learning: Si...	2022-07-15	Code
5	DeepSleepNet	0.76	Yes	DeepSleepNet: a Model for Automatic Sleep Stage ...	2017-03-12	Code

#1SleePyCo (Fpz-Cz only)SOTA
0.82
Cohen's kappa· 2022-09-20
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning Code
#2CatBoostSOTA
0.816
Cohen's kappa· Extra Data· 2022-07-15
Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring Code
#3XSleepNet (EEG, EOG)SOTA
0.813
Cohen's kappa· 2020-07-08
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging Code
#4Linear model
0.813
Cohen's kappa· Extra Data· 2022-07-15
Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring Code
#5DeepSleepNetSOTA
0.76
Cohen's kappa· Extra Data· 2017-03-12
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG Code