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Models/SleePyCo (C4-A1 only)

SleePyCo (C4-A1 only)

Reported on 16 benchmarks across 2 tasks · 1 paper · 16 SOTA

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

Medical16 results

Sleep QualityonSHHS
Cohen's Kappa· 2022-09-20
0.83
best: 0.86 (SynthSleepNet (EEG2+EOG2+EMG1))
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonSHHS
Macro-F1· 2022-09-20
0.807
best: 0.845 (SynthSleepNet (EEG2+EOG2+EMG1))
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonSHHS (single-channel)
Cohen's Kappa· 2022-09-20
0.83
best: 0.841 (MC2SleepNet 50% Masking (C4-A1 only))
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonSHHS (single-channel)
Macro-F1· 2022-09-20
0.807
best: 0.823 (MC2SleepNet 15% Masking (C4-A1 only))
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonMontreal Archive of Sleep Studies
Cohen's kappa· 2022-09-20
0.811
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonMontreal Archive of Sleep Studies
Macro-F1· 2022-09-20
0.825
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonMASS (single-channel)
Cohen's Kappa· 2022-09-20
0.811
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep QualityonMASS (single-channel)
Macro-F1· 2022-09-20
0.825
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononSHHS
Cohen's Kappa· 2022-09-20
0.83
best: 0.86 (SynthSleepNet (EEG2+EOG2+EMG1))
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononSHHS
Macro-F1· 2022-09-20
0.807
best: 0.845 (SynthSleepNet (EEG2+EOG2+EMG1))
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononSHHS (single-channel)
Cohen's Kappa· 2022-09-20
0.83
best: 0.841 (MC2SleepNet 50% Masking (C4-A1 only))
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononSHHS (single-channel)
Macro-F1· 2022-09-20
0.807
best: 0.823 (MC2SleepNet 15% Masking (C4-A1 only))
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononMontreal Archive of Sleep Studies
Cohen's kappa· 2022-09-20
0.811
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononMontreal Archive of Sleep Studies
Macro-F1· 2022-09-20
0.825
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononMASS (single-channel)
Cohen's Kappa· 2022-09-20
0.811
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452
Sleep Stage DetectiononMASS (single-channel)
Macro-F1· 2022-09-20
0.825
SOTA
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning arXiv:2209.09452