Sleep Stage Detection on SHHS (single-channel)

Metric: Macro-F1 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Macro-F1▼	Extra Data	Paper	Date↕	Code
1	MC2SleepNet 15% Masking (C4-A1 only)	0.823	No	MC2SleepNet: Multi-modal Cross-masking with Cont...	2025-02-13	Code
2	MC2SleepNet 50% Masking (C4-A1 only)	0.821	No	MC2SleepNet: Multi-modal Cross-masking with Cont...	2025-02-13	Code
3	NeuroNet (C4-A1 only)	0.812	No	NeuroNet: A Novel Hybrid Self-Supervised Learnin...	2024-04-10	Code
4	SleePyCo (C4-A1 only)	0.807	No	SleePyCo: Automatic Sleep Scoring with Feature P...	2022-09-20	Code
5	XSleepNet (C4-A1 only)	0.801	No	XSleepNet: Multi-View Sequential Model for Autom...	2020-07-08	Code

#1MC2SleepNet 15% Masking (C4-A1 only)SOTA
0.823
Macro-F1· 2025-02-13
MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Code
#2MC2SleepNet 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
#3NeuroNet (C4-A1 only)SOTA
0.812
Macro-F1· 2024-04-10
NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG Code
#4SleePyCo (C4-A1 only)SOTA
0.807
Macro-F1· 2022-09-20
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning Code
#5XSleepNet (C4-A1 only)SOTA
0.801
Macro-F1· 2020-07-08
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging Code