Line-Based Stereo SLAM by Junction Matching and Vanishing Point Alignment
Ma, Jiayi3,4; Wang, Xinya4; He, Yijia1; Mei, Xiaoguang4; Zhao, Ji2
刊名IEEE ACCESS
2019
卷号7页码:181800-181811
关键词Simultaneous localization and mapping (SLAM) line detection vanishing point visual odometry loop closure
ISSN号2169-3536
DOI10.1109/ACCESS.2019.2960282
通讯作者Zhao, Ji(zhaoji84@gmail.com)
英文摘要In this paper, we propose a stereo simultaneous localization and mapping (SLAM) method based on line segments. For the front-end module of SLAM, we designed a novel method based on the coplanar junction detection, description, and matching. Then the junctions along with their multi-scale rotated BRIEF descriptors are used in other SLAM modules, including line tracking, mapping, and loop closure. The line extraction and matching thread runs at 20 similar to 40Hz for stereo image sequences on a laptop, making it a practical front-end for line-based SLAM system. For the back-end module, a cost function is designed to minimize both of the reprojection error of line segments and alignment error of the vanishing points. The experimental results demonstrate that the proposed method exhibits more accurate localization and reconstruction than state-of-the-art line-based SLAM systems in line-rich environments.
资助项目National Natural Science Foundation of China[61773295] ; National Natural Science Foundation of China[61903279] ; 111 Project[B17040]
WOS关键词SEGMENT DETECTOR ; LANDMARKS
WOS研究方向Computer Science ; Engineering ; Telecommunications
语种英语
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号WOS:000509486900030
资助机构National Natural Science Foundation of China ; 111 Project
内容类型期刊论文
源URL[http://ir.ia.ac.cn/handle/173211/29489]  
专题自动化研究所_智能制造技术与系统研究中心_智能机器人团队
通讯作者Zhao, Ji
作者单位1.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
2.ReadSense Ltd, Shanghai 200000, Peoples R China
3.Hubei Key Lab Adv Control & Intelligent Automat C, Wuhan 430074, Peoples R China
4.Wuhan Univ, Elect Informat Sch, Wuhan 430072, Peoples R China
推荐引用方式
GB/T 7714
Ma, Jiayi,Wang, Xinya,He, Yijia,et al. Line-Based Stereo SLAM by Junction Matching and Vanishing Point Alignment[J]. IEEE ACCESS,2019,7:181800-181811.
APA Ma, Jiayi,Wang, Xinya,He, Yijia,Mei, Xiaoguang,&Zhao, Ji.(2019).Line-Based Stereo SLAM by Junction Matching and Vanishing Point Alignment.IEEE ACCESS,7,181800-181811.
MLA Ma, Jiayi,et al."Line-Based Stereo SLAM by Junction Matching and Vanishing Point Alignment".IEEE ACCESS 7(2019):181800-181811.
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