Globally Optimal Hand-Eye Calibration Using Branch-and-Bound

被引:72
|
作者
Heller, Jan [1 ]
Havlena, Michal [2 ]
Pajdla, Tomas [1 ]
机构
[1] Czech Tech Univ, Dept Cybernet, CR-16635 Prague, Czech Republic
[2] Swiss Fed Inst Technol, Inst Geodesy & Photogrammetry, Zurich, Switzerland
关键词
Hand-eye calibration; branch-and-bound algorithm; global optimization; SENSOR;
D O I
10.1109/TPAMI.2015.2469299
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper introduces a novel solution to the hand-eye calibration problem. It uses camera measurements directly and, at the same time, requires neither prior knowledge of the external camera calibrations nor a known calibration target. Our algorithm uses branch-and-bound approach to minimize an objective function based on the epipolar constraint. Further, it employs Linear Programming to decide the bounding step of the algorithm. Our technique is able to recover both the unknown rotation and translation simultaneously and the solution is guaranteed to be globally optimal with respect to the L-infinity-norm.
引用
收藏
页码:1027 / 1033
页数:7
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