Traitement du signal · 2022 · 11 citations · 18 references
ComputingAutomotive EngineeringComputer ScienceAssistive TechnologyComputer VisionMachine VisionAlerting SystemsFeature DetectionObject DetectionObject RecognitionVisual Assistive DevicesAdvanced Driver Assistance SystemsDriver Assistance SystemsDriver Behavior MonitoringDriver Drowsiness DetectionDriver Monitoring SystemsFatigue DetectionObject Recognition SystemsVisual Alerts
Fatigue driving is an invisible killer in car accidents and one of the main causes of traffic accidents. In order to reduce traffic accidents caused by driving fatigue, this research has developed a safety assist device to prevent such traffic accidents. In this research, a non-contact driver drowsiness detection and alert system is established in the vehicle cabin. The real-time facial image of the driver is obtained through the camera installed in front of the driver, and then the image is input to the NVIDIA Jetson TX2 embedded module. YOLO (You Only Look Once) object detection algorithm is used to detect the opening and closing of the driver's eyes, and by processing the eye area, to determine whether the driver is currently awake or fatigued while driving. The driver drowsiness detection and alert system established in this research can be applied to the vehicle interior environment to monitor the driving status. When the driver is fatigued, the system will simultaneously emit sound and light signals to promptly warn such dangerous driving behaviors. It can prevent the driver from continuing to drive when fatigued, and ensure driving safety.
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<i>Global status report on road safety</i>
Tamitza Toroyan · Injury Prevention · 2009 · 1.1K citations
Blinks and saccades as indicators of fatigue in sleepiness warnings: looking tired?
Robert Schleicher, Niels Galley, Susanne Briest et al. · Ergonomics · 2008 · 468 citations
Medicine, Psychology, Vision Science +14
Development of an algorithm for an EEG-based driver fatigue countermeasure
Ashley Craig, Peter Boord, Les Kirkup et al. · Journal of Safety Research · 2003 · 354 citations
Real-Time Driver-Drowsiness Detection System Using Facial Features
Wanghua Deng, Ruoxue Wu · IEEE Access · 2019 · 270 citations · Full text