Sleep Stage Detection on SHHS

Metric: Macro-F1 (higher is better)

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#	Model↕	Macro-F1▼	Extra Data	Paper	Date↕	Code
1	SynthSleepNet (EEG2+EOG2+EMG1)	0.845	No	Toward Foundational Model for Sleep Analysis Usi...	2025-02-18	Code
2	SynthSleepNet (EEG1+EOG1+EMG1)	0.835	No	Toward Foundational Model for Sleep Analysis Usi...	2025-02-18	Code
3	CoRe-Sleep (EEG-EOG)	0.823	No	CoRe-Sleep: A Multimodal Fusion Framework for Ti...	2023-03-27	-
4	XSleepNet2 (EEG, EOG, EMG)	0.823	No	-	-	-
5	MC2SleepNet 15% Masking (C4-A1 only)	0.823	No	MC2SleepNet: Multi-modal Cross-masking with Cont...	2025-02-13	Code
6	MC2SleepNet 50% Masking (C4-A1 only)	0.821	No	MC2SleepNet: Multi-modal Cross-masking with Cont...	2025-02-13	Code
7	SynthSleepNet (EEG1+EOG1)	0.82	No	Toward Foundational Model for Sleep Analysis Usi...	2025-02-18	Code
8	NeuroNet (C4-A1 only)	0.812	No	NeuroNet: A Novel Hybrid Self-Supervised Learnin...	2024-04-10	Code
9	CoRe-Sleep (EEG)	0.808	No	-	-	-
10	SleePyCo (C4-A1 only)	0.807	No	SleePyCo: Automatic Sleep Scoring with Feature P...	2022-09-20	Code

#1SynthSleepNet (EEG2+EOG2+EMG1)SOTA
0.845
Macro-F1· 2025-02-18
Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework Code
#2SynthSleepNet (EEG1+EOG1+EMG1)
0.835
Macro-F1· 2025-02-18
Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework Code
#3CoRe-Sleep (EEG-EOG)SOTA
0.823
Macro-F1· 2023-03-27
CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities
#4XSleepNet2 (EEG, EOG, EMG)
0.823
Macro-F1
No paper
#5MC2SleepNet 15% Masking (C4-A1 only)
0.823
Macro-F1· 2025-02-13
MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Code
#6MC2SleepNet 50% Masking (C4-A1 only)
0.821
Macro-F1· 2025-02-13
MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Code
#7SynthSleepNet (EEG1+EOG1)
0.82
Macro-F1· 2025-02-18
Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework Code
#8NeuroNet (C4-A1 only)
0.812
Macro-F1· 2024-04-10
NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG Code
#9CoRe-Sleep (EEG)
0.808
Macro-F1
No paper
#10SleePyCo (C4-A1 only)SOTA
0.807
Macro-F1· 2022-09-20
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning Code