For real-world driver drowsiness detection from videos, the variation of head pose is so large that the existing methods on global face is not capable of extracting effective features, such as looking aside and lowering head. Temporal dependencies with variable length are also rarely considered by the previous approaches, e.g., yawning and speaking. In this paper, we propose a Longterm Multi-gr...

— Sleepiness is one of the first causal factors of accidents. An estimated 10-30% of road deaths are related to fatigue driving. A large number of research studies have been conducted to reduce the risk of accidents while driving. Many of these studies are based on the detection of biological signals by drowsiness/sleepiness. The activity of the autonomic nervous system (ANS) presented alterati...

Abstract Introduction Insufficient sleep is associated with impaired performance in cognitive tasks and executive functioning. Adolescence a time of increasing autonomy lifestyle changes, where social, educational, work demands often impact on opportunity. The habitual short opportunity functioning poorly understood. We examined the difference EEG-based alertness during low high load restricted...