@article{ART003109516},
author={Ji-Woong Yang and Hyeon-Jin Jung and Han-Jin Lee and Tae-Wook Kim and Ellen J. Hong},
title={Predicting Traffic Accident Risk based on Driver Abnormal Behavior and Gaze},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2024},
volume={29},
number={8},
pages={1-9},
doi={10.9708/jksci.2024.29.08.001}
TY - JOUR
AU - Ji-Woong Yang
AU - Hyeon-Jin Jung
AU - Han-Jin Lee
AU - Tae-Wook Kim
AU - Ellen J. Hong
TI - Predicting Traffic Accident Risk based on Driver Abnormal Behavior and Gaze
JO - Journal of The Korea Society of Computer and Information
PY - 2024
VL - 29
IS - 8
PB - The Korean Society Of Computer And Information
SP - 1
EP - 9
SN - 1598-849X
AB - In this paper, we propose a new approach by analyzing driver behavior and gaze changes within the vehicle in real-time to assess and predict the risk of traffic accidents. Utilizing data analysis and machine learning algorithms, this research precisely measures drivers' abnormal behaviors and gaze movement patterns in real-time, and aggregates these into an overall Risk Score to evaluate the potential for traffic accidents. This research underscores the significance of internal factors, previously unexplored, providing a novel perspective in the field of traffic safety research. Such an innovative approach suggests the feasibility of developing real-time predictive models for traffic accident prevention and safety enhancement, expected to offer critical foundational data for future traffic accident prevention strategies and policy formulation.
KW - Traffic accident prediction;Driver Behavior Analysis;Gaze Processing;Real-time Prediction;Traffic Accident Prevention
DO - 10.9708/jksci.2024.29.08.001
ER -
Ji-Woong Yang, Hyeon-Jin Jung, Han-Jin Lee, Tae-Wook Kim and Ellen J. Hong. (2024). Predicting Traffic Accident Risk based on Driver Abnormal Behavior and Gaze. Journal of The Korea Society of Computer and Information, 29(8), 1-9.
Ji-Woong Yang, Hyeon-Jin Jung, Han-Jin Lee, Tae-Wook Kim and Ellen J. Hong. 2024, "Predicting Traffic Accident Risk based on Driver Abnormal Behavior and Gaze", Journal of The Korea Society of Computer and Information, vol.29, no.8 pp.1-9. Available from: doi:10.9708/jksci.2024.29.08.001
Ji-Woong Yang, Hyeon-Jin Jung, Han-Jin Lee, Tae-Wook Kim, Ellen J. Hong "Predicting Traffic Accident Risk based on Driver Abnormal Behavior and Gaze" Journal of The Korea Society of Computer and Information 29.8 pp.1-9 (2024) : 1.
Ji-Woong Yang, Hyeon-Jin Jung, Han-Jin Lee, Tae-Wook Kim, Ellen J. Hong. Predicting Traffic Accident Risk based on Driver Abnormal Behavior and Gaze. 2024; 29(8), 1-9. Available from: doi:10.9708/jksci.2024.29.08.001
Ji-Woong Yang, Hyeon-Jin Jung, Han-Jin Lee, Tae-Wook Kim and Ellen J. Hong. "Predicting Traffic Accident Risk based on Driver Abnormal Behavior and Gaze" Journal of The Korea Society of Computer and Information 29, no.8 (2024) : 1-9.doi: 10.9708/jksci.2024.29.08.001
Ji-Woong Yang; Hyeon-Jin Jung; Han-Jin Lee; Tae-Wook Kim; Ellen J. Hong. Predicting Traffic Accident Risk based on Driver Abnormal Behavior and Gaze. Journal of The Korea Society of Computer and Information, 29(8), 1-9. doi: 10.9708/jksci.2024.29.08.001
Ji-Woong Yang; Hyeon-Jin Jung; Han-Jin Lee; Tae-Wook Kim; Ellen J. Hong. Predicting Traffic Accident Risk based on Driver Abnormal Behavior and Gaze. Journal of The Korea Society of Computer and Information. 2024; 29(8) 1-9. doi: 10.9708/jksci.2024.29.08.001
Ji-Woong Yang, Hyeon-Jin Jung, Han-Jin Lee, Tae-Wook Kim, Ellen J. Hong. Predicting Traffic Accident Risk based on Driver Abnormal Behavior and Gaze. 2024; 29(8), 1-9. Available from: doi:10.9708/jksci.2024.29.08.001
Ji-Woong Yang, Hyeon-Jin Jung, Han-Jin Lee, Tae-Wook Kim and Ellen J. Hong. "Predicting Traffic Accident Risk based on Driver Abnormal Behavior and Gaze" Journal of The Korea Society of Computer and Information 29, no.8 (2024) : 1-9.doi: 10.9708/jksci.2024.29.08.001
