Relative planar motion for vehicle-mounted cameras from a single affine correspondence

被引:0
|
作者
Hajder, Levente [1 ]
Barath, Daniel [2 ,3 ]
机构
[1] Eotvos Lorand Univ, Dept Algorithms & Applicat, Budapest, Hungary
[2] Czech Tech Univ, Dept Cybernet, Visual Recognit Grp, Prague, Czech Republic
[3] MTA SZTAKI, Machine Percept Res Lab, Budapest, Hungary
来源
2020 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA) | 2020年
基金
匈牙利科学研究基金会;
关键词
D O I
10.1109/icra40945.2020.9197438
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Two solvers are proposed for estimating the extrinsic camera parameters from a single affine correspondence assuming general planar motion. In this case, the camera movement is constrained to a plane and the image plane is orthogonal to the ground. The algorithms do not assume other constraints, e.g. the non-holonomic one, to hold. A new minimal solver is proposed for the semi-calibrated case, i.e. the camera parameters are known except a common focal length. Another method is proposed for the fully calibrated case. Due to requiring a single correspondence, robust estimation, e.g. histogram voting, leads to a fast and accurate procedure. The proposed methods are tested in our synthetic environment and on publicly available real datasets consisting of videos through tens of kilometers. They are superior to the state-of-the-art both in terms of accuracy and processing time.
引用
收藏
页码:8651 / 8657
页数:7
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