个人信息Personal Information
教授
博士生导师
硕士生导师
主要任职:Vice Dean of School of Control Science and Engineering
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:控制科学与工程学院
学科:模式识别与智能系统. 控制理论与控制工程. 导航、制导与控制. 人工智能
办公地点:大连理工大学 创新园大厦 A611室
联系方式:办公电话:0411-84707581
电子邮箱:zhuang@dlut.edu.cn
Large-scale Hybrid 3D Map and Line Detection with Uncertainty for Vision-based Self-localization
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论文类型:会议论文
发表时间:2008-06-25
收录刊物:EI、CPCI-S、Scopus
页面范围:6565-6570
关键字:human-robot interaction; mobile robot; map organization; uncertainty propagation
摘要:Towards large-scale environment, a novel metric-topological 3D map is proposed in our vision-based self-localization system. Based on probabilistic line elements with directional information, the local metric map is developed using different feature levels. Then, the adjacent local metric maps are connected by topological structures. We design a nonlinear camera model which propagates directional map elements into the image with uncertainty manipulation. In addition, the associated edge pixels are fitted by solving generalized eigenvalue problem with covariance propagation. A human machine interface is developed for self-localization system. Experimental results reveal that the system can realize map-based line detection with partial occlusion.