Reliable frame-to-frame motion estimation for vehicle-mounted surround-view camera systems
2020
会议录名称2020 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA)
ISSN1050-4729
页码1660-1666
发表状态已发表
DOI10.1109/ICRA40945.2020.9197176
摘要

Modern vehicles are often equipped with a surround-view multi-camera system. The current interest in autonomous driving invites the investigation of how to use such systems for a reliable estimation of relative vehicle displacement. Existing camera pose algorithms either work for a single camera, make overly simplified assumptions, are computationally expensive, or simply become degenerate under non-holonomic vehicle motion. In this paper, we introduce a new, reliable solution able to handle all kinds of relative displacements in the plane despite the possibly non-holonomic characteristics. We furthermore introduce a novel two-view optimization scheme which minimizes a geometrically relevant error without relying on 3D point related optimization variables. Our method leads to highly reliable and accurate frame-to-frame visual odometry with a full-size, vehicle-mounted surround-view camera system.

会议录编者/会议主办者IEEE
会议名称IEEE International Conference on Robotics and Automation (ICRA)
出版地345 E 47TH ST, NEW YORK, NY 10017 USA
会议地点ELECTR NETWORK
会议日期MAY 31-JUN 15, 2020
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收录类别CPCI-S ; CPCI ; EI
语种英语
资助项目Natural Science Foundation of Shanghai[19ZR1434000] ; Natural Science Foundation of China[61950410612]
WOS研究方向Automation & Control Systems ; Engineering ; Robotics
WOS类目Automation & Control Systems ; Engineering, Electrical & Electronic ; Robotics
WOS记录号WOS:000712319501040
出版者IEEE
EISSN2577-087X
原始文献类型Proceedings Paper
来源库IEEE
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文献类型会议论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/134183
专题信息科学与技术学院_博士生
信息科学与技术学院_PI研究组_Laurent Kneip组
通讯作者Wang, Yifu
作者单位
1.Australian Natl Univ, Canberra, ACT, Australia
2.ShanghaiTech Univ, Shanghai, Peoples R China
推荐引用方式
GB/T 7714
Wang, Yifu,Huang, Kun,Peng, Xin,et al. Reliable frame-to-frame motion estimation for vehicle-mounted surround-view camera systems[C]//IEEE. 345 E 47TH ST, NEW YORK, NY 10017 USA:IEEE,2020:1660-1666.
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