关于视觉伺服控制的教程

S. Hutchinson, Gregory Hager, Peter Corke
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引用次数: 3764

摘要

本文提供了机器人机械臂视觉伺服控制的导论。由于该主题涉及许多学科,我们的目标仅限于提供一个基本的概念框架。我们从回顾机器人和计算机视觉的先决条件主题开始,包括坐标变换的简要回顾,速度表示,以及图像形成过程的几何方面的描述。然后,我们提出了视觉伺服控制系统的分类。然后详细讨论了基于位置和基于图像的两大类系统。由于任何视觉伺服系统必须能够跟踪图像序列中的图像特征,我们还包括基于特征和基于相关性的跟踪方法的概述。最后,我们对当前视觉伺服控制领域的研究方向进行了一些观察。
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A tutorial on visual servo control
This article provides a tutorial introduction to visual servo control of robotic manipulators. Since the topic spans many disciplines our goal is limited to providing a basic conceptual framework. We begin by reviewing the prerequisite topics from robotics and computer vision, including a brief review of coordinate transformations, velocity representation, and a description of the geometric aspects of the image formation process. We then present a taxonomy of visual servo control systems. The two major classes of systems, position-based and image-based systems, are then discussed in detail. Since any visual servo system must be capable of tracking image features in a sequence of images, we also include an overview of feature-based and correlation-based methods for tracking. We conclude the tutorial with a number of observations on the current directions of the research field of visual servo control.
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