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An Efficient Approach for the Calibration of Multiple PTZ Cameras

机译:校准多个PTZ摄像机的有效方法

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In this paper, we propose an efficient approach to infer the relative positioning and orientation among multiple pan-tilt-zoom (PTZ) cameras. In this approach, the tilt angle and altitude of each PTZ camera are estimated first based on the observation of some simple objects lying on a horizontal plane. With the estimated tilt angles and altitudes, the calibration of multiple cameras can be easily accomplished by comparing the back-projected world coordinates of some common vectors in 3-D space. This calibration method does not require particular system setup or specific calibration patterns. The sensitivity analysis with respect to parameter fluctuations and measurement errors is also discussed. Experiment results over real images have demonstrated the efficiency and feasibility of this approach. Note to Practitioners-This paper was motivated by the problem that pan-tilt-zoom (PTZ) cameras may change their poses from time to time to achieve better monitoring results. Whenever there is a change, we need to recalibrate the extrinsic parameters again. In this paper, we demonstrate a new and efficient approach to calibrate multiple PTZ cameras. The concept of our approach originated from the observation that people could usually make a rough estimate about the tilt angle of the camera simply based on some clues revealed in the captured images. Based on our approach, we can simply use some A4 papers on a table to calibrate multiple PTZ cameras. In our approach, there is no need to calculate the commonly used homography matrix. For real cases, once a set of PTZ cameras is settled, we can simply place a few simple patterns on a horizontal plane. These patterns can be A4 papers, books, boxes, etc.; and the horizontal plane can be a tabletop or the ground plane. The whole procedure does not need specially designed calibration patterns and requires only a light computational load. In the near future, we will work on the extension of the proposed approach so that we will be ab- - le to perform dynamic calibration when the PTZ cameras are under movement
机译:在本文中,我们提出了一种有效的方法来推断多个水平倾斜变焦(PTZ)摄像机之间的相对位置和方向。在这种方法中,首先基于对一些位于水平面上的简单物体的观察,估计每个PTZ摄像机的倾斜角度和高度。利用估计的倾斜角度和高度,可以通过比较3-D空间中某些常见矢量的反投影世界坐标来轻松完成多台摄像机的校准。此校准方法不需要特定的系统设置或特定的校准模式。还讨论了有关参数波动和测量误差的灵敏度分析。在真实图像上的实验结果证明了这种方法的有效性和可行性。给从业者的注意-本文的灵感来自于以下问题:云台变焦(PTZ)摄像机可能会不时改变其姿势以获得更好的监视效果。每当发生变化时,我们都需要再次重新校准外部参数。在本文中,我们演示了一种校准多个PTZ摄像机的新型高效方法。我们的方法的概念源自观察到,人们通常可以仅根据捕获图像中显示的一些线索对相机的倾斜角度进行粗略估计。根据我们的方法,我们可以简单地在桌子上使用一些A4纸来校准多个PTZ摄像机。在我们的方法中,无需计算常用的单应性矩阵。对于实际情况,一旦解决了一组PTZ摄像机,我们就可以简单地在水平面上放置一些简单的图案。这些图案可以是A4纸,书本,盒子等。而水平面可以是桌面或地面。整个过程不需要专门设计的校准模式,只需要很小的计算量即可。在不久的将来,我们将努力扩展所提出的方法,以便在移动PTZ摄像机时能够进行动态校准。

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