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Robust and efficient vision system for group of cooperating mobile robots with application to soccer robots

机译:协作移动机器人组的强大高效的视觉系统及其在足球机器人中的应用

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摘要

In this paper a global vision scheme for estimation of positions and orientations of mobile robots is presented. It is applied to robot soccer application which is a fast dynamic game and therefore needs an efficient and robust vision system implemented. General applicability of the vision system can be found in other robot applications such as mobile transport robots in production, warehouses, attendant robots, fast vision tracking of targets of interest and entertainment robotics. Basic operation of the vision system is divided into two steps. In the first, the incoming image is scanned and pixels are classified into a finite number of classes. At the same time, a segmentation algorithm is used to find corresponding regions belonging to one of the classes. In the second step, all the regions are examined. Selection of the ones that are a part of the observed object is made by means of simple logic procedures. The novelty is focused on optimization of the processing time needed to finish the estimation of possible object positions. Better results of the vision system are achieved by implementing camera calibration and shading correction algorithm. The former corrects camera lens distortion, while the latter increases robustness to irregular illumination conditions.
机译:在本文中,提出了用于估计移动机器人的位置和方向的全局视觉方案。它被应用于快速动态游戏的机器人足球应用,因此需要一种高效,强大的视觉系统。视觉系统的一般适用性可以在其他机器人应用程序中找到,例如生产中的移动运输机器人,仓库,值班机器人,对感兴趣目标的快速视觉跟踪以及娱乐机器人。视觉系统的基本操作分为两个步骤。首先,扫描进入的图像,并将像素分类为有限数量的类别。同时,使用分割算法来找到属于这些类别之一的对应区域。第二步,检查所有区域。通过简单的逻辑过程选择作为观察对象一部分的对象。新颖性集中在完成可能的物体位置估计所需的处理时间的优化上。通过实现相机校准和阴影校正算法,可以达到视觉系统更好的效果。前者可以校正相机镜头的畸变,而后者可以提高对不规则照明条件的鲁棒性。

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