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Implicit and explicit camera calibration: theory and experiments

机译:隐式和显式相机校准:理论和实验

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By implicit camera calibration, we mean the process of calibrating a camera without explicitly computing its physical parameters. Implicit calibration can be used for both three-dimensional (3-D) measurement and generation of image coordinates. In this paper, we present a new implicit model based on the generalized projective mappings between the image plane and two calibration planes. The back-projection and projection processes are modelled separately to ease the computation of distorted image coordinates from known world points. A set of constraints of perspectivity is derived to relate the transformation parameters of the two calibration planes. Under the assumption of the radial distortion model, we present a computationally efficient method for explicitly correcting the distortion of image coordinates in frame buffer without involving the computation of camera position and orientation. By combining with any linear calibration techniques, this method makes explicit the camera physical parameters. Extensive experimental comparison of our methods with the classic photogrammetric method and Tsai's (1986) method in the aspects of 3-D measurement (both absolute and relative errors), the prediction of image coordinates, and the effect of the number of calibration points, is made using real images from 15 different depth values.
机译:隐式相机校准是指在不显式计算其物理参数的情况下校准相机的过程。隐式校准可用于三维(3-D)测量和图像坐标生成。在本文中,我们基于图像平面和两个校准平面之间的广义投影映射,提出了一个新的隐式模型。分别对反投影和投影过程进行建模,以简化从已知世界点计算失真的图像坐标的过程。导出了一组透视约束,以关联两个校准平面的转换参数。在径向失真模型的假设下,我们提出了一种计算有效的方法,用于显式校正帧缓冲区中图像坐标的失真,而无需涉及相机位置和方向的计算。通过与任何线性校准技术相结合,此方法可以明确显示相机的物理参数。我们的方法与经典摄影测量法和Tsai(1986)方法在3-D测量(绝对误差和相对误差),图像坐标的预测以及校准点数量的影响方面的广泛实验比较是使用来自15个不同深度值的真实图像制作而成。

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