EEG 1-ch

Reported on 3 benchmarks across 3 tasks · 1 paper · 3 SOTA

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

Medical4 results

Sleep QualityonMontreal Archive of Sleep Studies
Weighted F1· 2021-12-14
0.9
SOTA
A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging arXiv:2112.07252
Sleep Stage DetectiononMontreal Archive of Sleep Studies
Weighted F1· 2021-12-14
0.9
SOTA
A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging arXiv:2112.07252
Sleep QualityonMontreal Archive of Sleep Studies
Weighted F1· 2021-12-14
0.85
best: 0.9
A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging arXiv:2112.07252
Sleep Stage DetectiononMontreal Archive of Sleep Studies
Weighted F1· 2021-12-14
0.85
best: 0.9
A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging arXiv:2112.07252

Time Series2 results

Sleep StagingonMontreal Archive of Sleep Studies
Weighted F1· 2021-12-14
0.9
SOTA
A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging arXiv:2112.07252
Sleep StagingonMontreal Archive of Sleep Studies
Weighted F1· 2021-12-14
0.85
best: 0.9
A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging arXiv:2112.07252