基于畸变校正的单图像线性摄像机标定

Min Qi, B. Zhang, Yuelei Xu, Hongjuan Xin, Gong Cheng
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引用次数: 2

摘要

本文提出了一种基于畸变校正的单幅线性摄像机标定算法。该算法首先利用一阶径向畸变系数对图像原图进行校正,然后根据正交距离提取控制点拟合直线,得到准确的直线斜率。然后,根据共线点的斜率,建立畸变校正指标函数,利用优化算法对函数进行优化,得到畸变参数。最后,利用张正友算法对校正后的单幅图像进行线性标定。畸变参数与相机模型分离,不需要并入相机模型进行多次重复校准。一方面解决了张正友算法在低景深的相机系统中无法使用的问题;另一方面,避免了畸变参数、内部参数和外部参数耦合导致的解的不稳定性以及三种LM优化的复杂计算。大量的分析和实验证明,该算法简单、高效,在理论和实践中具有广泛的应用价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Linear Camera Calibration by Single Image Based on Distortion Correction
In this paper, a linear camera calibration algorithm using one image based on distortion correction is presented. First, this algorithm takes advantage of first-order radial distortion coefficient to correct image primary and then extracts the control points to fit line based on orthogonal distance, getting accurate linear slope. Next, according to the slopes of collinear points, distortion correction index function is established and then all distortions parameters are obtained by optimizing the function using optimization algorithm. Finally, camera can be calibrated linearly with single image that have been corrected based on Zhengyou Zhang algorithm. Distortion parameters, separated from the camera model, do not need to be incorporated into the camera model for multiple repeated calibrations. On the one hand, it solves the problem that Zhengyou Zhang algorithm can not be used in camera systems with a low depth of field. On the other hand, it avoids the instability of solution caused by coupling of distortion parameters, internal parameters and external parameters as well as the complex computations of three LM optimization. A large number of analysis and experiments prove that this algorithm is simple, efficient and has wide application in theory and practice.
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