Papers with Code · CC BY-SA 4.0

Sleep Arousal Detection

Sleep Quality › Sleep Arousal Detection 5 평가 기록 2 datasets

Sleep arousal is a kind of EEG events happened during octurnal sleep. Too many arousals will contribute to many health problem, like daytime sleepiness, memory loss, diabetes, etc. Some research take it as a kind of sleep deprivation.

논문

DOSED: a deep learning approach to detect multiple sleep micro-events in EEG signal

1812.04079 2018-12-07 이 페이지의 평가 2건

F1-score (@IoU = 0.3): 0.71

DeepSleep 2.0: Automated Sleep Arousal Segmentation via Deep Learning

2022-03-01 이 페이지의 평가 1건

AUROC: 0.901215AUPRC: 0.450434

Deepsleep: Fast and Accurate Delineation of Sleep Arousals at Millisecond Resolution by Deep Learning

2019-09-07 이 페이지의 평가 1건

AUROC: 0.927AUPRC: 0.550

State-of-the-art sleep arousal detection evaluated on a comprehensive clinical dataset

2024-07-14 이 페이지의 평가 1건

event-based F1 score: 0.81