@article{ART003148621},
author={Lee Bong Kyu},
title={An Automated Road Surface Defect Detection System based on Machine Learning},
journal={Journal of Software Assessment and Valuation},
issn={2092-8114},
year={2024},
volume={20},
number={4},
pages={117-123}
TY - JOUR
AU - Lee Bong Kyu
TI - An Automated Road Surface Defect Detection System based on Machine Learning
JO - Journal of Software Assessment and Valuation
PY - 2024
VL - 20
IS - 4
PB - Korea Software Assessment and Valuation Society
SP - 117
EP - 123
SN - 2092-8114
AB - Due to recent climate changes, natural disasters such as localized heavy rain in the summer and heavy snow in the winter have become more frequent, leading to increased road damage. This significantly impacts the malfunction and safety of vehicles, thereby increasing the risk of major accidents. Current road management systems primarily rely on visual inspections and manual labor to collect and analyze data, making it difficult to effectively monitor rapidly changing road conditions in real-time. Therefore, there is a need for new technology that utilizes artificial intelligence to detect and monitor road defects in real-time. This paper proposes an AI-based pavement defect detection system that automatically identifies various defects that can occur on road surfaces. The proposed system has been validated using real-world data to detect and recognize 18 types of road surface defects in real-time.
KW - Climate Change;Driving vehicle;Road Surface Defects;Artificial Intelligence;Detection
DO -
UR -
ER -
Lee Bong Kyu. (2024). An Automated Road Surface Defect Detection System based on Machine Learning. Journal of Software Assessment and Valuation, 20(4), 117-123.
Lee Bong Kyu. 2024, "An Automated Road Surface Defect Detection System based on Machine Learning", Journal of Software Assessment and Valuation, vol.20, no.4 pp.117-123.
Lee Bong Kyu "An Automated Road Surface Defect Detection System based on Machine Learning" Journal of Software Assessment and Valuation 20.4 pp.117-123 (2024) : 117.
Lee Bong Kyu. An Automated Road Surface Defect Detection System based on Machine Learning. 2024; 20(4), 117-123.
Lee Bong Kyu. "An Automated Road Surface Defect Detection System based on Machine Learning" Journal of Software Assessment and Valuation 20, no.4 (2024) : 117-123.
Lee Bong Kyu. An Automated Road Surface Defect Detection System based on Machine Learning. Journal of Software Assessment and Valuation, 20(4), 117-123.
Lee Bong Kyu. An Automated Road Surface Defect Detection System based on Machine Learning. Journal of Software Assessment and Valuation. 2024; 20(4) 117-123.
Lee Bong Kyu. An Automated Road Surface Defect Detection System based on Machine Learning. 2024; 20(4), 117-123.
Lee Bong Kyu. "An Automated Road Surface Defect Detection System based on Machine Learning" Journal of Software Assessment and Valuation 20, no.4 (2024) : 117-123.
