A non-coplanar high-precision calibration method for cameras based on an affine coordinate correction model

校准 重射误差 计算机科学 摄像机切除 仿射变换 失真(音乐) 计算机视觉 人工智能 摄像机自动校准 特征(语言学) 算法 数学 图像(数学) 放大器 计算机网络 语言学 统计 哲学 带宽(计算) 纯数学
作者
Hao Zheng,Fajie Duan,Xiao Fu,Changwen Liu,Tianyu Li,Ming Yan
出处
期刊:Measurement Science and Technology [IOP Publishing]
卷期号:34 (9): 095018-095018 被引量:8
标识
DOI:10.1088/1361-6501/acda51
摘要

Abstract Traditional non-coplanar calibration methods such as Tsai’s method have many problems, such as insufficient calibration accuracy, inconvenient operation, inaccurate models, etc. This paper proposes a new high-precision non-coplanar calibration method that aims to solve these problems. Like Tsai’s method, the proposed calibration method utilizes a one-dimensional displacement stage and a two-dimensional plane target to generate a virtual 3D feature point sequence. As an improvement, an affine coordinate correction model is applied to ensure the accuracy and orthogonality of the obtained virtual 3D coordinates. A novel and accurate camera calibration model is further established. Compared with Tsai’s model, which uses a radial alignment constraint and ignores the orthonormal constraint of the rotation matrix, the proposed calibration model fully considers the degrees of freedom of the camera’s parameters to be calibrated, as well as the lens’s nonlinear distortion parameters. More accurate analytical solutions of intrinsic and extrinsic parameters can be obtained with the proposed calibration model. Finally, a novel high-precision non-coplanar calibration method is proposed based on the proposed calibration model. The reprojection experiment proves that the calibration accuracy of this calibration method is better than that of Tsai’s and Zhang’s calibration methods under the same calibration conditions. As a supplement, a novel binocular camera system extrinsic parameter calibration method with known intrinsic parameters is proposed. With accurate intrinsic and extrinsic parameters, the binocular camera system’s relative measurement accuracy could be within 1/10 000. Overall, this method can be used in experimental and industrial applications that require high-precision calibration parameters.
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