Sleep Stage Detection on SHHS (single-channel)

Metric: Cohen's Kappa (higher is better)

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#	Model↕	Cohen's Kappa▼	Extra Data	Paper	Date↕	Code
1	MC2SleepNet 50% Masking (C4-A1 only)	0.841	No	MC2SleepNet: Multi-modal Cross-masking with Cont...	2025-02-13	Code
2	MC2SleepNet 15% Masking (C4-A1 only)	0.84	No	MC2SleepNet: Multi-modal Cross-masking with Cont...	2025-02-13	Code
3	SleePyCo (C4-A1 only)	0.83	No	SleePyCo: Automatic Sleep Scoring with Feature P...	2022-09-20	Code
4	XSleepNet (C4-A1 only)	0.828	No	XSleepNet: Multi-View Sequential Model for Autom...	2020-07-08	Code

#1MC2SleepNet 50% Masking (C4-A1 only)SOTA
0.841
Cohen's Kappa· 2025-02-13
MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification Code
#2MC2SleepNet 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
#3SleePyCo (C4-A1 only)SOTA
0.83
Cohen's Kappa· 2022-09-20
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning Code
#4XSleepNet (C4-A1 only)SOTA
0.828
Cohen's Kappa· 2020-07-08
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging Code