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Models/XSleepNet (EEG, EOG)

XSleepNet (EEG, EOG)

Reported on 8 benchmarks across 2 tasks · 1 paper · 8 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical8 results

  • Sleep QualityonSleep-EDF
    Cohen's kappa· 2020-07-08
    0.813
    best: 0.82 (SleePyCo (Fpz-Cz only))
    SOTA
    XSleepNet: Multi-View Sequential Model for Automatic Sleep StagingarXiv:2007.05492
  • Sleep QualityonSleep-EDF
    Macro-F1· 2020-07-08
    0.809
    best: 0.812 (SleePyCo (Fpz-Cz only))
    SOTA
    XSleepNet: Multi-View Sequential Model for Automatic Sleep StagingarXiv:2007.05492
  • Sleep QualityonSleep-EDFx
    Cohen's Kappa· 2020-07-08
    0.778
    best: 0.787 (SleePyCo (Fpz-Cz only))
    SOTA
    XSleepNet: Multi-View Sequential Model for Automatic Sleep StagingarXiv:2007.05492
  • Sleep QualityonSleep-EDFx
    Macro-F1· 2020-07-08
    0.787
    best: 0.798 (NeuroNet (Fpz-Cz only))
    SOTA
    XSleepNet: Multi-View Sequential Model for Automatic Sleep StagingarXiv:2007.05492
  • Sleep Stage DetectiononSleep-EDF
    Cohen's kappa· 2020-07-08
    0.813
    best: 0.82 (SleePyCo (Fpz-Cz only))
    SOTA
    XSleepNet: Multi-View Sequential Model for Automatic Sleep StagingarXiv:2007.05492
  • Sleep Stage DetectiononSleep-EDF
    Macro-F1· 2020-07-08
    0.809
    best: 0.812 (SleePyCo (Fpz-Cz only))
    SOTA
    XSleepNet: Multi-View Sequential Model for Automatic Sleep StagingarXiv:2007.05492
  • Sleep Stage DetectiononSleep-EDFx
    Cohen's Kappa· 2020-07-08
    0.778
    best: 0.787 (SleePyCo (Fpz-Cz only))
    SOTA
    XSleepNet: Multi-View Sequential Model for Automatic Sleep StagingarXiv:2007.05492
  • Sleep Stage DetectiononSleep-EDFx
    Macro-F1· 2020-07-08
    0.787
    best: 0.798 (NeuroNet (Fpz-Cz only))
    SOTA
    XSleepNet: Multi-View Sequential Model for Automatic Sleep StagingarXiv:2007.05492