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Automated object detection and tracking with a flash LiDAR system

机译:利用Flash LiDAR系统自动进行物体检测和跟踪

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The detection of objects, or persons, is a common task in the fields of environment surveillance, object observation or danger defense. There are several approaches for automated detection with conventional imaging sensors as well as with LiDAR sensors, but for the latter the real-time detection is hampered by the scanning character and therefore by the data distortion of most LiDAR systems. The paper presents a solution for real-time data acquisition of a flash LiDAR sensor with synchronous raw data analysis, point cloud calculation, object detection, calculation of the next best view and steering of the pan-tilt head of the sensor. As a result the attention is always focused on the object, independent of the behavior of the object. Even for highly volatile and rapid changes in the direction of motion the object is kept in the field of view. The experimental setup used in this paper is realized with an elementary person detection algorithm in medium distances (20 m to 60 m) to show the efficiency of the system for objects with a high angular speed. It is easy to replace the detection part by any other object detection algorithm and thus it is easy to track nearly any object, for example a car or a boat or an UAV in various distances.
机译:在环境监视,物体观察或危险防御领域,物体或人员的检测是一项常见的任务。有几种使用常规成像传感器以及LiDAR传感器进行自动检测的方法,但是对于后者,实时检测受到扫描特性的限制,因此也受到大多数LiDAR系统数据失真的影响。本文介绍了一种具有同步原始数据分析,点云计算,目标检测,次佳视图计算和传感器云台旋转的实时LiDAR传感器实时数据采集的解决方案。结果,注意力始终集中在对象上,而与对象的行为无关。即使在运动方向上发生高度易变且快速变化的情况下,对象仍保持在视场中。本文中使用的实验装置是通过中等距离(20 m至60 m)中的基本人员检测算法来实现的,以显示该系统对高角速度物体的效率。容易用任何其他物体检测算法替换检测部分,因此容易追踪几乎任何物体,例如汽车,船或各种距离的无人机。

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