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An Automatic Initialization Method of Reference Model in Target Tracking

机译:目标跟踪中参考模型的自动初始化方法

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摘要

The initialization of reference model in target tracking is usually performed manually; and there are still defects in current automatic method. To resolve these problems, this paper proposes an automatically and accurately initialization method. Firstly, the targets number and position are computed using connected components labeling algorithm. Consequently, minimal circumscribed rectangles of the targets are obtained according to radius of gyration tensor method. Finally, the reference models are estimated adopting Monte Carlo simulation. Experimental results show that the reference models can be accurately computed in different scenes; also they can reflect the visual features of the targets.
机译:目标跟踪中参考模型的初始化通常是手动执行的;并且目前的自动方法仍然存在缺陷。为了解决这些问题,本文提出了一种自动准确的初始化方法。首先,使用连接组件标记算法计算目标数量和位置。因此,根据回转半径张量法获得了目标的最小外接矩形。最后,参考模型采用蒙特卡洛模拟进行估计。实验结果表明,该参考模型可以在不同场景下准确计算。它们还可以反映目标的视觉特征。

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