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SotA/Medical/Sleep Stage Detection/SHHS (single-channel)

Sleep Stage Detection on SHHS (single-channel)

Metric: Cohen's Kappa (higher is better)

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#Model↕Cohen's Kappa▼Extra DataPaperDate↕Code
1MC2SleepNet 50% Masking (C4-A1 only)0.841NoMC2SleepNet: Multi-modal Cross-masking with Cont...2025-02-13Code
2MC2SleepNet 15% Masking (C4-A1 only)0.84NoMC2SleepNet: Multi-modal Cross-masking with Cont...2025-02-13Code
3SleePyCo (C4-A1 only)0.83NoSleePyCo: Automatic Sleep Scoring with Feature P...2022-09-20Code
4XSleepNet (C4-A1 only)0.828NoXSleepNet: Multi-View Sequential Model for Autom...2020-07-08Code