基于视觉伺服的四自由度图像雅可比矩阵的相机固有不变性

Xiaoke Deng, Chenlu Liu, Wencong Li, Mingsi Tong, Xinghu Yu, Weiyang Lin
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引用次数: 0

摘要

在基于图像的视觉伺服系统中,图像雅可比矩阵是将特征空间中的速度转换为笛卡尔空间中的相机速度的桥梁,对系统的性能起着至关重要的作用。然而,图像雅可比矩阵对摄像机的内在参数非常敏感,而摄像机的内在参数标定误差几乎不可避免,严重影响了图像雅可比矩阵和视觉伺服过程。本文研究了四自由度视觉伺服系统中图像雅可比矩阵的相机固有参数不变性。某些几何特征的图像雅可比矩阵不受相机内参的影响,表明相机内参的扰动不会影响这些特征的收敛轨迹。为了进一步分析相机的内不变性,我们提出了相机内参数雅可比矩阵的图像雅可比矩阵,该矩阵可以充分描述相机内参数的图像雅可比矩阵的不变性。本文的工作可用于分析系统对相机固有参数的灵敏度。在设计视觉伺服系统时,摄像机的内在不变性对选择视觉伺服特性也有重要意义。
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Camera Intrinsic Invariance of Image Jacobian in 4 DOF Image Based Visual Servo
In the image based visual servo, image Jacobian is vital to the system performance because it is the bridge that warps the velocity in feature space to camera velocity in Cartesian space. However, image Jacobian is sensitive to the camera intrinsic parameters, while the camera intrinsic parameter calibration error is almost unavoidable, which heavily affects the image Jacobian and visual servo process. In this paper, we find the camera intrinsic parameter invariance of the image Jacobian in our 4 DOF visual servo system. The image Jacobian of some geometry features is invariant to the camera intrinsic parameters, indicating that the disturbance in camera intrinsic parameters will not affect the convergence trajectory of those features. To further analyse camera intrinsic invariance, we proposed camera intrinsic parameter Jacobian of Image Jacobian, which can fully describe the camera intrinsic parameter invariance of the image Jacobian. The work in this paper can be used to analyse the system sensitivity to the camera intrinsic parameters. The camera intrinsic invariance is also significant for choosing the visual servo features when designing the visual servo system.
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