EEG aided boosting of single-lead ECG based sleep staging with Deep Knowledge Distillation. (arXiv:2211.13125v1 [eess.SP])

An electroencephalogram (EEG) signal is currently accepted as a standard for
automatic sleep staging. Lately, Near-human accuracy in automated sleep staging
has been achievable by Deep Learning (DL) based approaches, enabling multi-fold
progress in this area. However, An extensive and expensive clinical setup is
required for EEG based sleep staging. Additionally, the EEG setup being
obtrusive in nature and requiring an expert for setup adds to the inconvenience
of the subject under study, making it adverse in the point of …

arxiv boosting deep knowledge distillation eeg knowledge sleep staging