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Models/SleePyCo (C3-A2 only)

SleePyCo (C3-A2 only)

Reported on 8 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.

Medical8 results

Sleep QualityonPhysioNet Challenge 2018 (single-channel)
Cohen's Kappa· 2022-09-20
0.737
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonPhysioNet Challenge 2018 (single-channel)
Macro-F1· 2022-09-20
0.789
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononPhysioNet Challenge 2018 (single-channel)
Cohen's Kappa· 2022-09-20
0.737
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononPhysioNet Challenge 2018 (single-channel)
Macro-F1· 2022-09-20
0.789
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonPhysioNet Challenge 2018
Cohen's Kappa· 2022-09-20
0.737
best: 0.742 (XSleepNet (EEG, EOG, EMG))
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonPhysioNet Challenge 2018
Macro-F1· 2022-09-20
0.789
best: 0.794 (XSleepNet (EEG, EOG, EMG))
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononPhysioNet Challenge 2018
Cohen's Kappa· 2022-09-20
0.737
best: 0.742 (XSleepNet (EEG, EOG, EMG))
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononPhysioNet Challenge 2018
Macro-F1· 2022-09-20
0.789
best: 0.794 (XSleepNet (EEG, EOG, EMG))
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452