OpenCodePapers

sleep-stage-detection-on-sleep-edf

Sleep Stage Detection

Results over time

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Leaderboard

Paper	Code	Accuracy	Cohen's kappa	Macro-F1	ModelName	ReleaseDate
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning	✓ Link	86.8%	0.820	0.812	SleePyCo (Fpz-Cz only)	2022-09-20
Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring	✓ Link	86.6%	0.816	0.810	CatBoost	2022-07-15
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging	✓ Link	86.4%	0.813	0.809	XSleepNet (EEG, EOG)	2020-07-08
Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring	✓ Link	86.3%	0.813	0.805	Linear model	2022-07-15
Intra- and Inter-epoch Temporal Context Network (IITNet) Using Sub-epoch Features for Automatic Sleep Scoring on Raw Single-channel EEG	✓ Link	84.0%			IITNet CRNN (Fpz-Cz only)	2019-02-18
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG	✓ Link	82%	0.76	0.769	DeepSleepNet	2017-03-12
Joint Classification and Prediction CNN Framework for Automatic Sleep Stage Classification	✓ Link	81.9%			Multitask 1-max CNN	2018-05-16
Deep Convolutional Neural Networks for Interpretable Analysis of EEG Sleep Stage Scoring		81.3%			Deep CNN with transfer-learning	2017-10-02