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Models/SleePyCo (Fpz-Cz only)

SleePyCo (Fpz-Cz only)

Reported on 12 benchmarks across 2 tasks · 1 paper · 12 SOTA

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

Medical12 results

Sleep QualityonSleep-EDF
Cohen's kappa· 2022-09-20
0.82
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonSleep-EDF
Macro-F1· 2022-09-20
0.812
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonSleep-EDFx (single-channel)
Cohen's Kappa· 2022-09-20
0.787
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonSleep-EDFx (single-channel)
Macro-F1· 2022-09-20
0.79
best: 0.798 (NeuroNet (Fpz-Cz only))
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonSleep-EDFx
Cohen's Kappa· 2022-09-20
0.787
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonSleep-EDFx
Macro-F1· 2022-09-20
0.79
best: 0.798 (NeuroNet (Fpz-Cz only))
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononSleep-EDF
Cohen's kappa· 2022-09-20
0.82
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononSleep-EDF
Macro-F1· 2022-09-20
0.812
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononSleep-EDFx (single-channel)
Cohen's Kappa· 2022-09-20
0.787
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononSleep-EDFx (single-channel)
Macro-F1· 2022-09-20
0.79
best: 0.798 (NeuroNet (Fpz-Cz only))
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononSleep-EDFx
Cohen's Kappa· 2022-09-20
0.787
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononSleep-EDFx
Macro-F1· 2022-09-20
0.79
best: 0.798 (NeuroNet (Fpz-Cz only))
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452