闫飞

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

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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.