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Dynamic Calibration of Pan–Tilt–Zoom Cameras for Traffic Monitoring

机译:用于交通监控的云台变焦摄像机的动态校准

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Pan–tilt–zoom (PTZ) cameras have been widely used in recent years for monitoring and surveillance applications. These cameras provide flexible view selection as well as a wider observation range. This makes them suitable for vision-based traffic monitoring and enforcement systems. To employ PTZ cameras for image measurement applications, one first needs to calibrate the camera to obtain meaningful results. For instance, the accuracy of estimating vehicle speed depends on the accuracy of camera calibration and that of vehicle tracking results. This paper presents a novel calibration method for a PTZ camera overlooking a traffic scene. The proposed approach requires no manual operation to select the positions of special features. It automatically uses a set of parallel lane markings and the lane width to compute the camera parameters, namely, focal length, tilt angle, and pan angle. Image processing procedures have been developed for automatically finding parallel lane markings. Interesting experimental results are presented to validate the robustness and accuracy of the proposed method.
机译:近年来,平移-倾斜-缩放(PTZ)摄像机已广泛用于监视和监视应用程序。这些摄像机提供了灵活的视图选择以及更宽的观察范围。这使它们适用于基于视觉的交通监控和执法系统。为了将PTZ摄像机用于图像测量应用,首先需要校准摄像机以获得有意义的结果。例如,估计车速的精度取决于摄像机校准的精度和车辆跟踪结果的精度。本文提出了一种新型PTZ摄像机俯瞰交通场景的校准方法。所提出的方法不需要手动操作来选择特殊特征的位置。它自动使用一组平行的车道标记和车道宽度来计算摄像机参数,即焦距,倾斜角和摇摄角度。已经开发了图像处理程序,用于自动查找平行车道标记。提出了有趣的实验结果,以验证所提出方法的鲁棒性和准确性。

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