@article{ART003204575},
author={Minsoo Sun and Jeonghak Nam and Hyunseok Song and Eunseo Jang and Yoonji Jung and Sejong Lee and Ho-Young Kwak},
title={A Design and Implementation of Real-time Automatic Traffic Violation Detection and Reporting System based on Edge Devices},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={5},
pages={1-8},
doi={10.9708/jksci.2025.30.05.001}
TY - JOUR
AU - Minsoo Sun
AU - Jeonghak Nam
AU - Hyunseok Song
AU - Eunseo Jang
AU - Yoonji Jung
AU - Sejong Lee
AU - Ho-Young Kwak
TI - A Design and Implementation of Real-time Automatic Traffic Violation Detection and Reporting System based on Edge Devices
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 5
PB - The Korean Society Of Computer And Information
SP - 1
EP - 8
SN - 1598-849X
AB - In this paper, we propose an edge device-based automated traffic law violation detection and easy reporting system. This system automatically detects traffic law violations such as signal violations, reckless driving, not wearing a motorcycle helmet, and vehicles driving with their tail lights off at night in a road traffic environment. It collects images in real time from edge devices and analyzes the images using a high-performance deep learning model (YOLOv8) and a lane detection model (UFLDv2) to detect various traffic law violations. In particular, to reduce false detection rates, vehicles driving without taillights are detected through multi-frame continuous detection, while helmet violations on two-wheeled vehicles are processed immediately in a single frame. Additionally, the system integrates vehicle license plate recognition and an automated reporting procedure, allowing for easy reporting of traffic law violations. The proposed system demonstrated an accuracy of 83.3% and a recall of 71.4% in detecting traffic violations. Future work will focus on validation in diverse environments and model optimization to enhance commercialization potential.
KW - Traffic Violation Detection;Real-Time Object Detection;Automated Reporting System;Edge Computing;Yolov8
DO - 10.9708/jksci.2025.30.05.001
ER -
Minsoo Sun, Jeonghak Nam, Hyunseok Song, Eunseo Jang, Yoonji Jung, Sejong Lee and Ho-Young Kwak. (2025). A Design and Implementation of Real-time Automatic Traffic Violation Detection and Reporting System based on Edge Devices. Journal of The Korea Society of Computer and Information, 30(5), 1-8.
Minsoo Sun, Jeonghak Nam, Hyunseok Song, Eunseo Jang, Yoonji Jung, Sejong Lee and Ho-Young Kwak. 2025, "A Design and Implementation of Real-time Automatic Traffic Violation Detection and Reporting System based on Edge Devices", Journal of The Korea Society of Computer and Information, vol.30, no.5 pp.1-8. Available from: doi:10.9708/jksci.2025.30.05.001
Minsoo Sun, Jeonghak Nam, Hyunseok Song, Eunseo Jang, Yoonji Jung, Sejong Lee, Ho-Young Kwak "A Design and Implementation of Real-time Automatic Traffic Violation Detection and Reporting System based on Edge Devices" Journal of The Korea Society of Computer and Information 30.5 pp.1-8 (2025) : 1.
Minsoo Sun, Jeonghak Nam, Hyunseok Song, Eunseo Jang, Yoonji Jung, Sejong Lee, Ho-Young Kwak. A Design and Implementation of Real-time Automatic Traffic Violation Detection and Reporting System based on Edge Devices. 2025; 30(5), 1-8. Available from: doi:10.9708/jksci.2025.30.05.001
Minsoo Sun, Jeonghak Nam, Hyunseok Song, Eunseo Jang, Yoonji Jung, Sejong Lee and Ho-Young Kwak. "A Design and Implementation of Real-time Automatic Traffic Violation Detection and Reporting System based on Edge Devices" Journal of The Korea Society of Computer and Information 30, no.5 (2025) : 1-8.doi: 10.9708/jksci.2025.30.05.001
Minsoo Sun; Jeonghak Nam; Hyunseok Song; Eunseo Jang; Yoonji Jung; Sejong Lee; Ho-Young Kwak. A Design and Implementation of Real-time Automatic Traffic Violation Detection and Reporting System based on Edge Devices. Journal of The Korea Society of Computer and Information, 30(5), 1-8. doi: 10.9708/jksci.2025.30.05.001
Minsoo Sun; Jeonghak Nam; Hyunseok Song; Eunseo Jang; Yoonji Jung; Sejong Lee; Ho-Young Kwak. A Design and Implementation of Real-time Automatic Traffic Violation Detection and Reporting System based on Edge Devices. Journal of The Korea Society of Computer and Information. 2025; 30(5) 1-8. doi: 10.9708/jksci.2025.30.05.001
Minsoo Sun, Jeonghak Nam, Hyunseok Song, Eunseo Jang, Yoonji Jung, Sejong Lee, Ho-Young Kwak. A Design and Implementation of Real-time Automatic Traffic Violation Detection and Reporting System based on Edge Devices. 2025; 30(5), 1-8. Available from: doi:10.9708/jksci.2025.30.05.001
Minsoo Sun, Jeonghak Nam, Hyunseok Song, Eunseo Jang, Yoonji Jung, Sejong Lee and Ho-Young Kwak. "A Design and Implementation of Real-time Automatic Traffic Violation Detection and Reporting System based on Edge Devices" Journal of The Korea Society of Computer and Information 30, no.5 (2025) : 1-8.doi: 10.9708/jksci.2025.30.05.001
