arrow
返回

Driver Posture Recognition: A Review

delete2024-01-01
delete0
delete
OA
AI
A
Abdul S. Mahomed
A
Akshay Kumar Saha *
DOI:10.1109/ACCESS.2024.3496578delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
Driver Posture Recognition Systems (DPRS) are indispensable for advancement in vehicle safety by tracking driver posture using sensors and cameras. These systems monitor the driver's position, movements, and posture to promote safe driving behaviour and take action if needed using a variety of approaches to driver posture analysis. Sensor based approaches involved the utilisation of sensors such pressure sensors, accelerometers, and gyroscopes, to collect information on the driver's posture when seated in vehicle. Vision based approaches consisted mainly of cameras to monitor and assess the driver's position using advanced computer vision methods associated with facial landmark detection and body posture analysis. Hybrid approaches is the merging of both sensor-based and vision-based approaches to provide improved precision through the integration of various data sources using fusion tactics, feature extraction methods, and machine learning algorithms. The implementation of DPRS in vehicles is centred on monitoring driver posture in real-time without intrusion, providing prompt alerts to reduce risks related to incorrect seating or positioning. This article provides a general review of most aspects related to DPRS design, emphasizing the significance of accurate posture recognition that give priority to driver health and safety.
Keyword:
Vehicles
Sleep
Fatigue
Sensors
Monitoring
Feature extraction
Accuracy
Visualization
Sensor systems
Face recognition
Autonomous vehicles
Decision trees
Support vector machines
Accelerometers
intelligent vehicles
accelerometers
autonomous vehicles
decision trees
machine learning
monitoring
support vector machines
safety

期刊

IEEE Access 封面图
IEEE Access
IF:
3.6
论文数:
9.8W
被引数:
29.4W

机构

U
university of kwazulu natal
学者数:
1.0W
论文数: 9.0K
被引数: 11
引用论文

引用论文

Survivin Polymorphism is Associated with Disease Activity in Rheumatoid Arthritis Patients
err2015-12-14
err0
PREAI
errBarbara Jenko; Sonja Praprotnik; Saša Čučnik; Žiga Rotar; Matija Tomšič; Vita Dolžan
err分享
err收藏
Systemic Sclerosis and Malignancy: A Review of Current Data
err2016-01-01
err0
errOAAI
errNabil Zeineddine; Lara El Khoury; Joseph Mosak
err分享
err收藏
On-site Seizure Clinic
err1982-01-01
err0
PREAI
errIan A. Wilkinson
err分享
err收藏
Complex hierarchical arrangements of stacked nanoplates in Al‐doped ZnO
err2012-05-16
err0
PREAI
errY. Ortega; D. Häussler; J. Piqueras; P. Fernández; W. Jäger
err分享
err收藏
Gracilibacillus oryzae sp. nov., isolated from rice seedsGracilibacillus oryzae sp. nov.,分离自水稻种子
err2020-10-01
err0
errOAAI
errShan-Wen He; Xing Wang; He-Bao Guo; Ji-Gang Han; Kyu Kyu Thin; Ju-sheng Gao; Li-An Ma; Xiao-Xia Zhang
err分享
err收藏
err1999-01-01
err0
PREAI
errTaha Guerfel; Mohamed Bdiri; Amor Jouini
err分享
err收藏
学者 查看更多内容