Multimodal Sleep Stage Detection On Sleep Edf 1

Macro-F1

Accuracy

Cohen's kappa

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	Macro-F1	Accuracy	Cohen's kappa	Paper Title
CatBoost	0.795	83.6%	0.765	Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring
Linear model	0.792	82.9%	0.759	Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring
Scratch SeqSleepNet+ (EEG+EOG)	-	79.6%	-	Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning

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