A new approach to vision and control for road following

Daniel Raviv, Martin Herman
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引用次数: 44

Abstract

The paper deals with a new, quantitative, vision-based approach to road following. It is based on the theoretical framework of the recently developed optical flow-based visual field theory. By building on this theory, the authors suggest that motion commands can be generated from a visual feature, or cue, consisting of the projection into the image of the tangent point on the edge of the road, along with the optical flow of this point. Using this cue, they suggest several different vision-based control approaches. There are several advantages to using this visual cue: (1) it is extracted directly from the image, i.e. there is no need to reconstruct the scene, (2) it can be used in a tight perception-action loop to directly generate action commands, (3) for many road following situations this visual cue is sufficient, (4) it has a scientific basis, and (5) the related computations are relatively simple and thus suitable for real-time applications. For each control approach, they derive the value of the related steering commands.<>
道路跟随视觉与控制的新方法
本文讨论了一种新的、定量的、基于视觉的道路跟随方法。它是基于最近发展的基于光流的视野理论的理论框架。基于这一理论,作者提出,运动指令可以从视觉特征或线索中生成,这些特征或线索包括道路边缘切点的投影到图像中的图像,以及该点的光流。利用这个线索,他们提出了几种不同的基于视觉的控制方法。使用这种视觉线索有几个优点:(1)它直接从图像中提取,即不需要重建场景;(2)它可以在一个紧密的感知-动作循环中使用,直接生成动作命令;(3)对于许多道路跟随情况,这种视觉线索是足够的;(4)它有科学的基础;(5)相关计算相对简单,适合于实时应用。对于每种控制方法,它们推导出相关转向命令的值。
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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