Sleep Stage Detection on MASS SS3

Metric: Macro-F1 (higher is better)

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#	Model↕	Macro-F1▼	Extra Data	Paper	Date↕	Code
1	CatBoost	0.817	No	Do Not Sleep on Traditional Machine Learning: Si...	2022-07-15	Code
2	DeepSleepNet	0.817	No	DeepSleepNet: a Model for Automatic Sleep Stage ...	2017-03-12	Code
3	SPDTransNet	0.8124	No	Structure-Preserving Transformers for Sequences ...	2023-09-14	Code
4	Linear model	0.807	No	-	-	-

#1CatBoost
0.817
Macro-F1· 2022-07-15
Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring Code
#2DeepSleepNetSOTA
0.817
Macro-F1· 2017-03-12
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG Code
#3SPDTransNet
0.8124
Macro-F1· 2023-09-14
Structure-Preserving Transformers for Sequences of SPD Matrices Code
#4Linear model
0.807
Macro-F1
No paper