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

Lancet 2019 Hongyang LiYuanfang Guan

Background: Sleep arousals are transient periods of wakefulness punctuated into sleep. Excessive sleep arousals are associated with many negative effects including daytime sleepiness and sleep disorders... (read more)

PDF Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK BENCHMARK
Sleep Arousal Detection You Snooze You Win - The PhysioNet Computing in Cardiology Challenge 2018 DeepSleep AUROC 0.927 # 1
AUPRC 0.550 # 1

Methods used in the Paper


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