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ECO-HC Based Tracking for Ground Moving Target Using Single UAV

机译:基于ECO-HC的单UAV地面运动目标跟踪

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To overcome the problems of target missing and serious target occlusion in ground target tracking with UAV, this paper introduces the tracking confidence and detect module on the basis of ECO-HC. We use the Peak to Sidelobe Ratio(PSR) to express the track confidence. The YOLOv3 is taken as the detect module, the position and feature of detecting results are used to match with the target. The algorithm descreases the frequence of calling YOLOv3 by PSR, and reduces the influence of YOLOv3 to real-time through the way of offline training to enhance the speed. At the same time the accuracy of detecting is guranteed with the target relevance matching. The results show the algorithm can find the target-lost back and has obvious improvement in tracking accuracy.
机译:为了克服无人机在地面目标跟踪中目标丢失和目标遮挡严重的问题,本文介绍了基于ECO-HC的跟踪置信度和检测模块。我们使用峰旁瓣比(PSR)来表示音轨的置信度。 YOLOv3作为检测模块,检测结果的位置和特征与目标匹配。该算法降低了PSR调用YOLOv3的频率,并通过离线训练的方式降低了YOLOv3对实时性的影响,从而提高了速度。同时,与目标相关性匹配保证了检测的准确性。结果表明,该算法能够找到目标丢失的目标,跟踪精度有明显的提高。

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