CoRe-Sleep (EEG-EOG)

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 QualityonSHHS
Cohen's Kappa· 2023-03-27
0.853
best: 0.86 (SynthSleepNet (EEG2+EOG2+EMG1))
SOTA
CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities arXiv:2304.06485
Sleep QualityonSHHS
Macro-F1· 2023-03-27
0.823
best: 0.845 (SynthSleepNet (EEG2+EOG2+EMG1))
SOTA
CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities arXiv:2304.06485
Sleep Stage DetectiononSHHS
Cohen's Kappa· 2023-03-27
0.853
best: 0.86 (SynthSleepNet (EEG2+EOG2+EMG1))
SOTA
CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities arXiv:2304.06485
Sleep Stage DetectiononSHHS
Macro-F1· 2023-03-27
0.823
best: 0.845 (SynthSleepNet (EEG2+EOG2+EMG1))
SOTA
CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities arXiv:2304.06485