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Ground vehicle detection and classification by an unmanned aerial vehicle

机译:无人机对地面车辆的检测和分类

摘要

Rotary-wing unmanned aerial vehicles (UAV) are being widely used in different applications due to its several features, such as mobility, lightweight, embedded processing and capability of flying in different height levels. Among the possible applications they are used in surveillance tasks, agriculture environments monitoring, power lines inspections and diseases detection in crops. The images captured by the UAVs need to be examined in most of the applications. This analysis is usually done by experts, but a system that process the captured images in a autonomous way can speed up the results and more images can be processed in a lesser period, which is the ideal for real time applications. This work presents a system for vehicle detection aiming at surveillance task. The system is evaluated in terms of precision of detection of a particular type of vehicle. The video was shot using a monocular camera coupled with an aerial robot developed in our Lab. The experimental results demonstrate that the proposed system can be used for the vehicles tracking task under controlled conditions.
机译:旋翼无人机(UAV)由于具有多种功能,例如机动性,轻便性,嵌入式处理能力和在不同高度飞行的能力,因此被广泛用于不同的应用中。在可能的应用中,它们被用于监视任务,农业环境监视,电力线检查和农作物病害检测。在大多数应用中,需要检查无人机捕获的图像。这种分析通常由专家完成,但是以自主方式处理捕获的图像的系统可以加快结果的速度,并且可以在较短的时间内处理更多的图像,这是实时应用的理想选择。这项工作提出了一种针对监视任务的车辆检测系统。根据特定类型车辆的检测精度对系统进行评估。该视频是使用单眼相机和我们实验室开发的空中机器人拍摄的。实验结果表明,该系统可用于可控条件下的车辆跟踪任务。

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