个人信息Personal Information
副教授
博士生导师
硕士生导师
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:控制理论与控制工程
电子邮箱:fyan@dlut.edu.cn
Automated Indoor Scene Reconstruction with Mobile Robots Based on 3D Laser Data and Monocular Visual Odometry
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论文类型:会议论文
发表时间:2015-06-09
收录刊物:EI、CPCI-S、Scopus
页面范围:330-335
关键字:mobile robots; monocular visual odometry; ceiling vision; fast voxelization; 3D scene reconstruction
摘要:This paper presents a method applied for automated 3D scene reconstruction for mobile robots. A monocular visual odometry based on ceiling vision collected from a digital camera is implemented to estimate the robot's trajectory. To improve the capability of managing the large amount of data supplied by a 3D scanner, we adopt a fast scene voxelization algorithm where the 3D range data are stored in occupied voxel list. Moreover, local shape descriptors are calculated in a further step in voxel scale. For the purpose of fast and efficient convergence, a variant of ICP (Iterative Closest Point) algorithm is therefore proposed to accomplish multi-scenes registration by taking shape descriptors into account in correspondence phase. A series of experimental results demonstrate the performance of the proposed 3D indoor scene reconstruction method in an actual environment.