@article{ART003048090},
author={Na Young Lee and Geon Lee and Min Seop Lee and Yun Jung Hong and In-Beom Yang and Jiyoung Woo},
title={Designing a smart safe transportation system within a university using object detection algorithm},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2024},
volume={29},
number={1},
pages={51-59},
doi={10.9708/jksci.2024.29.01.051}
TY - JOUR
AU - Na Young Lee
AU - Geon Lee
AU - Min Seop Lee
AU - Yun Jung Hong
AU - In-Beom Yang
AU - Jiyoung Woo
TI - Designing a smart safe transportation system within a university using object detection algorithm
JO - Journal of The Korea Society of Computer and Information
PY - 2024
VL - 29
IS - 1
PB - The Korean Society Of Computer And Information
SP - 51
EP - 59
SN - 1598-849X
AB - In this paper, we propose a novel traffic safety system designed to reduce pedestrian traffic accidents and enhance safety on university campuses. The system involves real-time detection of vehicle speeds in designated areas and the interaction between vehicles and pedestrians at crosswalks. Utilizing the YOLOv5s model and Deep SORT method, the system performs speed measurement and object tracking within specified zones.
Second, a condition-based output system is developed for crosswalk areas using the YOLOv5s object detection model to differentiate between pedestrians and vehicles. The functionality of the system was validated in real-time operation. Our system is cost-effective, allowing installation using ordinary smartphones or surveillance cameras. It is anticipated that the system, applicable not only on university campuses but also in similar problem areas, will serve as a solution to enhance safety for both vehicles and pedestrians.
KW - Object detection;Object tracking;Smart traffic safety sign;Pedestrian;Driver
DO - 10.9708/jksci.2024.29.01.051
ER -
Na Young Lee, Geon Lee, Min Seop Lee, Yun Jung Hong, In-Beom Yang and Jiyoung Woo. (2024). Designing a smart safe transportation system within a university using object detection algorithm. Journal of The Korea Society of Computer and Information, 29(1), 51-59.
Na Young Lee, Geon Lee, Min Seop Lee, Yun Jung Hong, In-Beom Yang and Jiyoung Woo. 2024, "Designing a smart safe transportation system within a university using object detection algorithm", Journal of The Korea Society of Computer and Information, vol.29, no.1 pp.51-59. Available from: doi:10.9708/jksci.2024.29.01.051
Na Young Lee, Geon Lee, Min Seop Lee, Yun Jung Hong, In-Beom Yang, Jiyoung Woo "Designing a smart safe transportation system within a university using object detection algorithm" Journal of The Korea Society of Computer and Information 29.1 pp.51-59 (2024) : 51.
Na Young Lee, Geon Lee, Min Seop Lee, Yun Jung Hong, In-Beom Yang, Jiyoung Woo. Designing a smart safe transportation system within a university using object detection algorithm. 2024; 29(1), 51-59. Available from: doi:10.9708/jksci.2024.29.01.051
Na Young Lee, Geon Lee, Min Seop Lee, Yun Jung Hong, In-Beom Yang and Jiyoung Woo. "Designing a smart safe transportation system within a university using object detection algorithm" Journal of The Korea Society of Computer and Information 29, no.1 (2024) : 51-59.doi: 10.9708/jksci.2024.29.01.051
Na Young Lee; Geon Lee; Min Seop Lee; Yun Jung Hong; In-Beom Yang; Jiyoung Woo. Designing a smart safe transportation system within a university using object detection algorithm. Journal of The Korea Society of Computer and Information, 29(1), 51-59. doi: 10.9708/jksci.2024.29.01.051
Na Young Lee; Geon Lee; Min Seop Lee; Yun Jung Hong; In-Beom Yang; Jiyoung Woo. Designing a smart safe transportation system within a university using object detection algorithm. Journal of The Korea Society of Computer and Information. 2024; 29(1) 51-59. doi: 10.9708/jksci.2024.29.01.051
Na Young Lee, Geon Lee, Min Seop Lee, Yun Jung Hong, In-Beom Yang, Jiyoung Woo. Designing a smart safe transportation system within a university using object detection algorithm. 2024; 29(1), 51-59. Available from: doi:10.9708/jksci.2024.29.01.051
Na Young Lee, Geon Lee, Min Seop Lee, Yun Jung Hong, In-Beom Yang and Jiyoung Woo. "Designing a smart safe transportation system within a university using object detection algorithm" Journal of The Korea Society of Computer and Information 29, no.1 (2024) : 51-59.doi: 10.9708/jksci.2024.29.01.051
