Sleep Stage Detection on SHHS

Metric: Cohen's Kappa (higher is better)

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#	Model↕	Cohen's Kappa▼	Extra Data	Paper	Date↕	Code
1	SynthSleepNet (EEG2+EOG2+EMG1)	0.86	No	Toward Foundational Model for Sleep Analysis Usi...	2025-02-18	Code
2	CoRe-Sleep (EEG-EOG)	0.853	No	CoRe-Sleep: A Multimodal Fusion Framework for Ti...	2023-03-27	-
3	SynthSleepNet (EEG1+EOG1+EMG1)	0.85	No	Toward Foundational Model for Sleep Analysis Usi...	2025-02-18	Code
4	XSleepNet2 (EEG, EOG, EMG)	0.847	No	-	-	-
5	MC2SleepNet 50% Masking (C4-A1 only)	0.841	No	MC2SleepNet: Multi-modal Cross-masking with Cont...	2025-02-13	Code
6	MC2SleepNet 15% Masking (C4-A1 only)	0.84	No	MC2SleepNet: Multi-modal Cross-masking with Cont...	2025-02-13	Code
7	SynthSleepNet (EEG1+EOG1)	0.84	No	Toward Foundational Model for Sleep Analysis Usi...	2025-02-18	Code
8	CoRe-Sleep (EEG)	0.834	No	-	-	-
9	SleePyCo (C4-A1 only)	0.83	No	SleePyCo: Automatic Sleep Scoring with Feature P...	2022-09-20	Code

#1SynthSleepNet (EEG2+EOG2+EMG1)SOTA
0.86
Cohen's Kappa· 2025-02-18
Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework Code
#2CoRe-Sleep (EEG-EOG)SOTA
0.853
Cohen's Kappa· 2023-03-27
CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities
#3SynthSleepNet (EEG1+EOG1+EMG1)
0.85
Cohen's Kappa· 2025-02-18
Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework Code
#4XSleepNet2 (EEG, EOG, EMG)
0.847
Cohen's Kappa
No paper
#5MC2SleepNet 50% Masking (C4-A1 only)
0.841
Cohen's Kappa· 2025-02-13
MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Code
#6MC2SleepNet 15% Masking (C4-A1 only)
0.84
Cohen's Kappa· 2025-02-13
MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Code
#7SynthSleepNet (EEG1+EOG1)
0.84
Cohen's Kappa· 2025-02-18
Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework Code
#8CoRe-Sleep (EEG)
0.834
Cohen's Kappa
No paper
#9SleePyCo (C4-A1 only)SOTA
0.83
Cohen's Kappa· 2022-09-20
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning Code