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个人信息Personal Information
副教授
硕士生导师
性别:男
毕业院校:吉林大学
学位:博士
所在单位:机械工程学院
学科:车辆工程. 载运工具运用工程
办公地点:大连理工大学综合实验2号楼419B
联系方式:大连市甘井子区凌工路2号大连理工大学汽车工程学院 手机:15542361218
电子邮箱:zhangmh@dlut.edu.cn
Automatic road marking recognition for intelligent vehicle systems application
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论文类型:期刊论文
发表时间:2017-05-06
发表刊物:ADVANCES IN MECHANICAL ENGINEERING
收录刊物:SCIE
卷号:9
期号:5
ISSN号:1687-8140
关键字:Intelligent vehicle; advanced driver assistance system; scene reconstruction; support vector machine; recognition
摘要:Automatic road markings recognition is important for the research of intelligent vehicle which is used for both automotive navigation and advanced driver assistance system. In most previous researches, the markings such as lane have been used for localizing and serving the vehicle along the road. However, in fact, the markings such as guide arrows and warnings are necessary for automotive navigation. Therefore, this article presents an automatic road markings recognition method based on support vector machine to reduce the impact of external environment such as viewpoint, brightness, and background. In which, the input vector comprises four improved Hu moments and two affine invariant moments obtained from reconstructed image. The presented method has been tested with experiment images, and the results show that the accuracy of recognition can be reached over 97% and time consumption per frame is 0.26 s. It is clear that the proposed method has strong potential effectiveness to be applied for intelligent vehicle systems application.