Robust tracking algorithm with designed marker for limited-power computer

Teera Siriteerakul, Rutchanee Gullayanon
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引用次数: 2

Abstract

Object tracking is an important part of many visual systems. The robot navigation task, for example, does not only require a robust and accurate tracking, but also need the tracking module to perform in real-time. This may not be a problem with hi-end robotic system with powerful computing unit. However, in the case of mobile robot where the computing and the battery power are limited, there are only a few tracking methods available. Thus, we propose an algorithm, coupled with a designed marker, for fast and stable tracking. The proposed algorithm utilizes robustness of Hough Circle Transform to detect candidate locations for the marker. Then, all the detected locations are filtered by known properties of the designed marker until we have the correct location. An experiment done on Raspberry PI shows that the marker can be detected robustly with sufficient speed.
设计标记的有限功率计算机鲁棒跟踪算法
目标跟踪是许多视觉系统的重要组成部分。以机器人导航任务为例,不仅需要鲁棒准确的跟踪,而且需要跟踪模块实时执行。这可能不是一个问题,高端机器人系统与强大的计算单元。然而,在移动机器人的情况下,计算和电池的电力是有限的,只有少数跟踪方法可用。因此,我们提出了一种算法,结合设计的标记,以实现快速稳定的跟踪。该算法利用霍夫圆变换的鲁棒性来检测标记的候选位置。然后,根据所设计标记的已知属性对所有检测到的位置进行过滤,直到得到正确的位置。在树莓派上进行的实验表明,该标记可以以足够的速度鲁棒地检测到。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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