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A self-calibration technique for active vision systems

机译:主动视觉系统的自校准技术

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摘要

A manipulator wrist-mounted camera considerably facilitates motion stereo, object tracking, and active perception. An important issue in active vision is to determine the camera position and orientation relative to the camera platform (head-eye calibration or hand-eye calibration). We present a technique for calibrating the head-eye geometry and the camera intrinsic parameters. The technique allows camera self-calibration because it requires no reference object and directly uses the images of the environment. Camera self-calibration is important especially where the underlying visual tasks do not permit the use of reference objects. Our method exploits the flexibility of the active vision system, and bases camera calibration on a sequence of specially designed motion. It is shown that if the camera intrinsic parameters are known a priori, the orientation of the camera relative to the platform can be solved using 3 pure translational motions. If the intrinsic parameters are unknown, then two sequences of motion, each consisting of three orthogonal translations, are necessary to determine the camera orientation and intrinsic parameters. Once the camera orientation and intrinsic parameters are determined, the position of the camera relative to the platform can be computed from an arbitrary nontranslational motion of the platform. All the computations in our method are linear. Experimental results with real images are presented.
机译:机械手腕上安装的摄像头极大地方便了运动立体声,对象跟踪和主动感知。主动视觉中的一个重要问题是确定相机相对于相机平台的位置和方向(头眼校准或手眼校准)。我们提出了一种用于校准头眼几何形状和相机固有参数的技术。该技术可以进行相机自校准,因为它不需要参考对象,并且可以直接使用环境图像。相机的自校准非常重要,尤其是在基本的视觉任务不允许使用参考对象的情况下。我们的方法利用了主动视觉系统的灵活性,并基于一系列特殊设计的运动对相机进行了校准。结果表明,如果摄像机固有参数是先验已知的,则可以使用3个纯平移运动来解决摄像机相对于平台的方向。如果固有参数未知,则需要两个运动序列(每个运动序列包括三个正交平移)来确定摄像机的方向和固有参数。一旦确定了摄像机的方向和固有参数,就可以从平台的任意非平移运动中计算出摄像机相对于平台的位置。我们方法中的所有计算都是线性的。给出了具有真实图像的实验结果。

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