ECG based Sleep Staging

2 papers with code • 0 benchmarks • 0 datasets

Sleep Staging from only ECG signal


Use these libraries to find ECG based Sleep Staging models and implementations

Most implemented papers

A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging

acrophase/sleep_staging_kd 14 Dec 2021

This demonstrates the viability of KD for performance improvement of single-channel ECG based sleep staging in 4-class(W-L-D-R) and 3-class(W-N-R) classification.

EEG aided boosting of single-lead ECG based sleep staging with Deep Knowledge Distillation

acrophase/sleep_staging_kd IEEE 2022

In order to take advantage of both the modalities, transferring knowledge from EEG to ECG is a reasonable approach, ultimately boosting the performance of ECG based sleep staging.