Cargando…
VIDAR-Based Road-Surface-Pothole-Detection Method
This paper presents a VIDAR (a Vision-IMU based detection and ranging method)-based approach to road-surface pothole detection. Most potholes on the road surface are caused by the further erosion of cracks in the road surface, and tires, wheels and bearings of vehicles are damaged to some extent as...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10490654/ https://www.ncbi.nlm.nih.gov/pubmed/37687924 http://dx.doi.org/10.3390/s23177468 |
_version_ | 1785103890329370624 |
---|---|
author | Xu, Yi Sun, Teng Ding, Shaohong Yu, Jinxin Kong, Xiangcun Ni, Juan Shi, Shuyue |
author_facet | Xu, Yi Sun, Teng Ding, Shaohong Yu, Jinxin Kong, Xiangcun Ni, Juan Shi, Shuyue |
author_sort | Xu, Yi |
collection | PubMed |
description | This paper presents a VIDAR (a Vision-IMU based detection and ranging method)-based approach to road-surface pothole detection. Most potholes on the road surface are caused by the further erosion of cracks in the road surface, and tires, wheels and bearings of vehicles are damaged to some extent as they pass through the potholes. To ensure the safety and stability of vehicle driving, we propose a VIDAR-based pothole-detection method. The method combines vision with IMU to filter, mark and frame potholes on flat pavements using MSER to calculate the width, length and depth of potholes. By comparing it with the classical method and using the confusion matrix to judge the correctness, recall and accuracy of the method proposed in this paper, it is verified that the method proposed in this paper can improve the accuracy of monocular vision in detecting potholes in road surfaces. |
format | Online Article Text |
id | pubmed-10490654 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-104906542023-09-09 VIDAR-Based Road-Surface-Pothole-Detection Method Xu, Yi Sun, Teng Ding, Shaohong Yu, Jinxin Kong, Xiangcun Ni, Juan Shi, Shuyue Sensors (Basel) Article This paper presents a VIDAR (a Vision-IMU based detection and ranging method)-based approach to road-surface pothole detection. Most potholes on the road surface are caused by the further erosion of cracks in the road surface, and tires, wheels and bearings of vehicles are damaged to some extent as they pass through the potholes. To ensure the safety and stability of vehicle driving, we propose a VIDAR-based pothole-detection method. The method combines vision with IMU to filter, mark and frame potholes on flat pavements using MSER to calculate the width, length and depth of potholes. By comparing it with the classical method and using the confusion matrix to judge the correctness, recall and accuracy of the method proposed in this paper, it is verified that the method proposed in this paper can improve the accuracy of monocular vision in detecting potholes in road surfaces. MDPI 2023-08-28 /pmc/articles/PMC10490654/ /pubmed/37687924 http://dx.doi.org/10.3390/s23177468 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Xu, Yi Sun, Teng Ding, Shaohong Yu, Jinxin Kong, Xiangcun Ni, Juan Shi, Shuyue VIDAR-Based Road-Surface-Pothole-Detection Method |
title | VIDAR-Based Road-Surface-Pothole-Detection Method |
title_full | VIDAR-Based Road-Surface-Pothole-Detection Method |
title_fullStr | VIDAR-Based Road-Surface-Pothole-Detection Method |
title_full_unstemmed | VIDAR-Based Road-Surface-Pothole-Detection Method |
title_short | VIDAR-Based Road-Surface-Pothole-Detection Method |
title_sort | vidar-based road-surface-pothole-detection method |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10490654/ https://www.ncbi.nlm.nih.gov/pubmed/37687924 http://dx.doi.org/10.3390/s23177468 |
work_keys_str_mv | AT xuyi vidarbasedroadsurfacepotholedetectionmethod AT sunteng vidarbasedroadsurfacepotholedetectionmethod AT dingshaohong vidarbasedroadsurfacepotholedetectionmethod AT yujinxin vidarbasedroadsurfacepotholedetectionmethod AT kongxiangcun vidarbasedroadsurfacepotholedetectionmethod AT nijuan vidarbasedroadsurfacepotholedetectionmethod AT shishuyue vidarbasedroadsurfacepotholedetectionmethod |