Automatic Sleep Stage Classification on Sleep-EDF

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	multi-head attention	84.4	No	-	-	Code
2	Sequence Cross-Modal Transformer-15	84.3	No	Toward Interpretable Sleep Stage Classification ...	2022-08-15	Code
3	TS-TCC	83	No	Time-Series Representation Learning via Temporal...	2021-06-26	Code
4	Epoch Cross-Modal Transformer	80.8	No	Toward Interpretable Sleep Stage Classification ...	2022-08-15	Code

#1multi-head attention
84.4
Accuracy
No paperCode
#2Sequence Cross-Modal Transformer-15SOTA
84.3
Accuracy· 2022-08-15
Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers Code
#3TS-TCCSOTA
83
Accuracy· 2021-06-26
Time-Series Representation Learning via Temporal and Contextual Contrasting Code
#4Epoch Cross-Modal Transformer
80.8
Accuracy· 2022-08-15
Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers Code