XSleepNet (Fpz-Cz only)

Reported on 4 benchmarks across 2 tasks · 1 paper · 4 SOTA

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

Medical4 results

Sleep QualityonSleep-EDFx (single-channel)
Cohen's Kappa· 2020-07-08
0.778
best: 0.787 (SleePyCo (Fpz-Cz only))
SOTA
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging arXiv:2007.05492
Sleep QualityonSleep-EDFx (single-channel)
Macro-F1· 2020-07-08
0.779
best: 0.798 (NeuroNet (Fpz-Cz only))
SOTA
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging arXiv:2007.05492
Sleep Stage DetectiononSleep-EDFx (single-channel)
Cohen's Kappa· 2020-07-08
0.778
best: 0.787 (SleePyCo (Fpz-Cz only))
SOTA
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging arXiv:2007.05492
Sleep Stage DetectiononSleep-EDFx (single-channel)
Macro-F1· 2020-07-08
0.779
best: 0.798 (NeuroNet (Fpz-Cz only))
SOTA
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging arXiv:2007.05492