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Computer vision system for an autonomos mobile robot

机译:自主移动机器人的计算机视觉系统

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The purpose of this paper is to compare three methods for three-dimensional measurements of line position used for the vision guidance to navigate an autonomous mobile robot. A model is first developed to map three dimensional ground points into image points to be developed using homogeneous coordinates. Theen using the ground plane constraint, the inverse transformation that maps image points into three dimensional ground points is determined. And then the system identification problem is solved using a calibration device. Calibration data is used to determine the model parameters by minimizing the mean square error between model and calibration points. A novel simplification is then presented which provides surprisingly accurate results. This method is called the magic matrix approach and uses only the cabilration data. A more standard variation of this approach is also considered. The significance of this work is that is shows that three methods that are based on three-dimensional measurements may be used -or mobile robot navigation and that a simple method can achieve accuracy to a fraction of an inch which is usfficient in some applications.
机译:本文的目的是比较三种用于线位置的三维测量的方法,这些方法用于视觉导航以导航自动移动机器人。首先开发一个模型,将三维地面点映射到要使用齐次坐标进行开发的图像点。然后使用地平面约束,确定将图像点映射到三维地面点的逆变换。然后,使用校准设备解决系统识别问题。校准数据用于通过最小化模型和校准点之间的均方误差来确定模型参数。然后提出了一种新颖的简化方法,它提供了令人惊讶的准确结果。此方法称为魔矩阵方法,仅使用渗漏数据。还考虑了这种方法的更标准的变化。这项工作的意义在于表明可以使用基于三维测量的三种方法-或移动机器人导航,并且一种简单的方法可以将精度达到几分之一英寸,这在某些应用中非常有用。

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