A survey on vision-based driver distraction analysis

W Li, J Huang, G Xie, F Karray, R Li - Journal of Systems Architecture, 2021 - Elsevier
Motor vehicle crashes are great threats to our life, which may result in numerous fatalities, as
well as tremendous economic and societal costs. Driver inattention, either distraction or …

A novel approach for driver fatigue detection based on visual characteristics analysis

B Akrout, W Mahdi - Journal of Ambient Intelligence and Humanized …, 2023 - Springer
Driver drowsiness is the major cause of many traffic accidents. A study by the National
Institute of Sleep and Vigilance showed that the majority of the accidents took place on fast …

Real-time head pose estimation using multi-task deep neural network

B Ahn, DG Choi, J Park, IS Kweon - Robotics and Autonomous Systems, 2018 - Elsevier
Driver inattention is one of the main causes of traffic accidents. To avoid such accidents,
advanced driver assistance system that passively monitors the driver's activities is needed …

Pose estimation of driver's head panning based on interpolation and motion vectors under a boosting framework

SF Ali, AS Aslam, MJ Awan, A Yasin, R Damaševičius - Applied Sciences, 2021 - mdpi.com
Over the last decade, a driver's distraction has gained popularity due to its increased
significance and high impact on road accidents. Various factors, such as mood disorder …

Head pose estimation using facial-landmarks classification for children rehabilitation games

S Malek, S Rossi - Pattern Recognition Letters, 2021 - Elsevier
During the last decade, there has been an increasing interest in developing Head-Pose
Estimation (HPE) methods for different applications. Among these, there is the possibility to …

Head pose estimation in the wild assisted by facial landmarks based on convolutional neural networks

J Xia, L Cao, G Zhang, J Liao - Ieee Access, 2019 - ieeexplore.ieee.org
Convolutional neural networks (CNNs) exhibit excellent performance on the head pose
estimation problem under controllable conditions, but their generalization ability in the wild …

Single image-based head pose estimation with spherical parametrization and 3D morphing

H Yuan, M Li, J Hou, J Xiao - Pattern Recognition, 2020 - Elsevier
Head pose estimation plays a vital role in various applications, eg, driver-assistance
systems, human-computer interaction, virtual reality technology, and so on. We propose a …

Real-time multistep time-series prediction of driver's head pose during IVIS secondary tasks for Human–Machine codriving and distraction warning systems

X Zhao, Z Li, C Zhao, C Wang - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
An accurate prediction of a driver's head pose in the in-vehicle information system (IVIS)
tasks is essential for both distraction warning and vehicle takeover rule-making in human …

Shape augmented regression for 3D face alignment

C Gou, Y Wu, FY Wang, Q Ji - … Amsterdam, The Netherlands, October 8-10 …, 2016 - Springer
Abstract 2D face alignment has been an active topic and is becoming mature for real
applications. However, when large head pose exists, 2D annotated points lose geometric …

Multi-objective genetic algorithm for optimizing an ELM-based driver distraction detection system

J Echanobe, K Basterretxea… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Driver Assistance Systems (DAS) have been progressively incorporated into commercial
vehicles in recent years. All these systems are paving the way for the forthcoming …