Robust analysis of P3P pose estimation
Yingming Hao, Feng Zhu, Jinjun Ou, Qingxiao Wu, Jing Zhou, Shuangfei Fu · 2007
In this paper, the robustness of pose estimation, which is relative to the input error, is investigated from the view of actual projects, with the P3P problem having unique solution. Firstly the relation between pose error and input error is deduced theoretically. Then we principally analyze the relation between the robustness of pose estimation which relates to measuring error of image coordinates, and intrinsic parameters of pose estimation system. Through theoretical deduction under simple condition and simulation experiments under common condition, we obtain several useful conclusions, i.e. the pose error caused by the measuring error of image coordinates is inversely proportional to camera’s focus ratio; the pose error is independent of image center coordinate; however, it decreases when the interval between the control points of the target model increases, a contrary instance happens on the measuring distance. The conclusion above may provide guidance for designing a pose estimation system.