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Target tracking for mobile robot platforms via object matching and background anti-matching

机译:通过对象匹配和背景反匹配对移动机器人平台进行目标跟踪

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摘要

This study proposes a novel method for target tracking based on the combination of object matching and background anti-matching which take account of both the global property of covariance matching and local property of mean shift tracking synthetically. In the background anti-matching phrase, a certain number of background regions are extracted based on the feature of color orientation codes via an entropy filter, and the covariance matrix is adapted to match these regions to get the global motion of the background; further, the object matching is carried out by a mean-shift tracking algorithm. The proposed method is evaluated in various datasets in comparison with their counterpart algorithms; experimental results sufficiently demonstrate the effectiveness of the method proposed in this study.
机译:本研究提出了一种基于目标匹配和背景反匹配相结合的目标跟踪方法,该方法综合考虑了协方差匹配的全局属性和均值漂移跟踪的局部属性。在背景反匹配短语中,基于颜色定向码的特征,通过熵过滤器提取一定数量的背景区域,并使用协方差矩阵匹配这些区域以获得背景的整体运动。此外,通过均值漂移跟踪算法来执行对象匹配。与相应的算法相比,该方法在各种数据集中得到了评估。实验结果充分证明了本研究中提出的方法的有效性。

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