首页 | 本学科首页   官方微博 | 高级检索  
     检索      

基于改进区域生长和小波变换的非结构化道路检测
引用本文:龙邱天,王靖岳,薛春伟,武旭东,郑珺文,王军年.基于改进区域生长和小波变换的非结构化道路检测[J].科学技术与工程,2023,23(33):14271-14277.
作者姓名:龙邱天  王靖岳  薛春伟  武旭东  郑珺文  王军年
作者单位:沈阳理工大学 汽车与交通学院;吉林大学汽车仿真与控制国家重点实验室
基金项目:辽宁省自然科学(2020-MS-216);汽车仿真与控制国家重点实验室开放基金资助(20191203)
摘    要:针对在复杂场景的非结构化道路中,由于众多的环境干扰因素从而不能准确检测车道线的问题,提出了一种基于改进区域生长法和小波变换相结合的非结构化道路检测算法。根据大多数情况下道路区域在车载摄像头的正下前方及道路区域与道路两旁背景灰度值的一定差异,来有效地选取区域生长的种子点及生长原则进行区域生长道路初分割。同时结合基于小波变换的边缘检测来修正由于初分割道路受复杂环境导致道路检测不准确的情况。实验结果表明,该算法能够较准确地检测出受光照等因素影响的道路区域,且具有较高的准确性。

关 键 词:汽车工程  非结构化道路  区域生长法  小波变换  道路分割
收稿时间:2022/12/31 0:00:00
修稿时间:2023/4/20 0:00:00

Unstructured Road Detection Based On Improved Region Growth And Wavelet Transform
Long Qiutian,Wang Jingyue,Xue Chunwei,Wu Xudong,Zheng Junwen,Wang Junnian.Unstructured Road Detection Based On Improved Region Growth And Wavelet Transform[J].Science Technology and Engineering,2023,23(33):14271-14277.
Authors:Long Qiutian  Wang Jingyue  Xue Chunwei  Wu Xudong  Zheng Junwen  Wang Junnian
Institution:Shenyang Ligong University
Abstract:Aiming at the problem that lane lines cannot be accurately detected due to many environmental interference factors in complex scenes of unstructured roads, this paper proposes an unstructured road detection algorithm based on the combination of improved region growing method and wavelet transform. In most cases, the road area is directly in front of the vehicle camera and the difference between the road area and the background gray value on both sides of the road is used to effectively select the seed points and growth principles of the area growth to perform the initial segmentation of the area growth road. At the same time, the edge detection based on wavelet transform is used to correct the inaccuracy of road detection due to the complex environment of the initially segmented road. The experimental results show that the algorithm can more accurately detect the road area affected by factors such as illumination, and has a high accuracy.
Keywords:automotive engineering  unstructured road  regional growth method  wavelet transform  road segmentation
点击此处可从《科学技术与工程》浏览原始摘要信息
点击此处可从《科学技术与工程》下载免费的PDF全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号