Automatic Sleep Stage Classification On Sleep 1

Accuracy

Cohen’s Kappa score

Number of parameters (M)

评测结果

各个模型在此基准测试上的表现结果

模型名称	Accuracy	Cohen’s Kappa score	Number of parameters (M)	Paper Title
Epoch Cross-Modal Transformer	80.8	0.736	0.32	Towards Interpretable Sleep Stage Classification Using Cross-Modal Transformers
multi-head attention	84.4	-	-	An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG
TS-TCC	83.0	-	-	Time-Series Representation Learning via Temporal and Contextual Contrasting
Sequence Cross-Modal Transformer-15	84.3	0.785	4.05	Towards Interpretable Sleep Stage Classification Using Cross-Modal Transformers

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