首页|最小配置下相机位姿、焦距及径向畸变鲁棒高效解析方法

最小配置下相机位姿、焦距及径向畸变鲁棒高效解析方法

Robust and Efficient Analysis Method for Camera Pose,Focal Length,and Radial Distortion Estimation under a Minimal Configuration

扫码查看
基于 3D/2D点对应的相机参数估计方法在众多视觉应用中占据着举足轻重的地位.perspective-n-points-focal-radial(Pn Pfr)方法根据3D/2D点对应,估计相机的位姿、焦距,以及径向畸变参数.针对其最小点数配置,即4点配置,也即P4Pfr问题,提出一种鲁棒高效的解法.首先,基于针孔相机模型和径向畸变模型定义伪深度因子;然后,对3D点去中心化,消去平移向量,构建鲁棒的P4Pfr模型;最后,基于该模型参数化旋转矩阵,结合旋转矩阵约束求解.根据上述求解框架,分别针对普通配置和平面配置设计解法,前者通过Gröebner基多项式求解,后者采用一元六次方程求解.通过模拟仿真和数据集测试验证所提方法精度、鲁棒性,以及效率.实验结果表明,所提普通配置解法和平面配置解法分别具有同类最优和仅次于同类最优的鲁棒性,两者均有着同类最快的求解速度.
Camera calibration based on 3D/2D correspondences is of high significance in various applications.Herein,considering 3D/2D correspondences,the perspective-n-points-focal-radial(Pn Pfr)method aims to estimate the camera pose,focal length,and radial distortion.Therefore,this study proposed a novel solution to its minimal problem,such as the P4Pfr problem.First,four pseudo-depth factors are defined based on the pinhole and radial distortion models.Then,the translation vector is eliminated by decentralizing the 3D points,yielding a robust P4Pfr model.Finally,the rotation matrix is parameterized with respect to this model and solved by rotation constraints.Within this framework,ordinary and planar configurations are handled separately,with the former solved by Gröebner basis and the latter simplified to a six-degree univariate equation.The accuracy,robustness,and efficiency of the proposed algorithm are evaluated using a numerical simulation and dataset.The results reveal that the ordinary solver provides the highest robustness.Moreover,the robustness of the planar solver is comparable to that of the state-of-the-arts applications.Both the two solvers achieve the fastest solving speed to date.

machine visioncamera calibrationphotogrammetrypose estimationradial distortion

张逸、王宝琼、张跃强、胡彪、陈文均、刘肖琳、于起峰

展开 >

深圳大学智能光测研究院,广东 深圳 518000

深圳大学物理与光电工程学院,广东 深圳 518000

机器视觉 相机标定 摄影测量 位姿估计 径向畸变

2024

激光与光电子学进展
中国科学院上海光学精密机械研究所

激光与光电子学进展

CSTPCD北大核心
影响因子:1.153
ISSN:1006-4125
年,卷(期):2024.61(16)