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基于瑞利原理摄像机标定的精度研究 被引量:6

Precision of Camera Calibration Based on Rayleigh Principle
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摘要 在摄像机标定时,由于所采用的数学模型(针孔模型)只是一种近似的模型,而且由于干扰及图像处理时所产生的噪声,使得在求解投影矩阵时会形成较大的误差。根据瑞利原理,通过求取法方程的最小特征值所对应的特征向量来得到摄像机的投影矩阵,以提高标定精度。然后根据标定块特征点在世界坐标系的坐标与投影矩阵求得其投影点的坐标,以其与相对应的实际图像坐标的残差的均方值作为标定精度的性能指标,进行精度分析。这种方法能够满足较多场合的精度要求。 Because of mathematical model of camera which is pin - hole model being approximate, and the perturbation and noises caused by image-processing, all that will lead to larger errors during solving projection matrixes during camera calibration. In order to improve calibration precision, projection matrixes of camera can be obtained by solving eigenvectors of minimum eigenvalue of normal equations on the basis of Rayleigh principle. Finally, coordination of projection points in image coordination systems can be solved in accordance with feature points coordination in world coordination systems and the projection matrixes of camera, and the mean square values of errors between projection points coordination and their actual image's is taken as performance index of calibration precision for precision analysis.
出处 《计量学报》 CSCD 北大核心 2009年第1期11-15,共5页 Acta Metrologica Sinica
基金 国家“863”高技术研究发展计划(2007AA04Z111)
关键词 计量学 摄像机标定 瑞利原理 最小二乘法 特征值 特征向量 超定方程 法方程 Metrology Camera calibration Rayleigh principle Methods of least square errors Eigenvalue Eigenvectors Overdetermined equations Normal equations
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  • 1杨枝灵,王开.Visual C++数字图像获取、处理及实践应用[M].北京:人民邮电出版社,2001,553-572.
  • 2Chatterjee C, et al. A Nonlinear Gauss - Seidel Algorithm for Noncoplanar and Coplanar Camera Calibration with Convergence Analysis [ J ]. Computer Vision and Imagine Understanding, 1997, 67 ( 1 ) : 58 - 80.

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