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Robot navigation and obstacle detection in pipelines using time-of-flight imagery

机译:使用飞行时间图像的管道中的机器人导航和障碍物检测

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Range imagery provided by time-of-flight (TOF) cameras has been shown to be useful to facilitate robot navigation in several applications. Visual navigation for autonomous pipeline inspection robots is a special case of such a task, where the cramped operating environment influences the range measurements in a detrimental way. Inherent in the imaging system are also several defects that will lead to a smearing of range measurements. This paper sketches an approach for using TOF cameras as a visual navigation aid in pipelines, and addresses the challenges concerning the inherent defects in the imaging system and the impact of the operating environment. New results on our previously proposed strategy for detecting and tracking possible landmarks and obstacles in pipelines are presented. We consider an explicit model for correcting lens distortions, and use this to explain why the cylindrical pipe is perceived as a cone. A simplified model, which implicitly handles the combined effects of the environment and the camera on the measured ranges by adjusting for the conical shape, is used to map the robot's environment into an along-axis-view relative to the pipe, which facilitates obstacle traversal. Experiments using a model pipeline and a prototype camera rig are presented.
机译:飞行时间(TOF)摄像机提供的距离图像已被证明在多种应用中有助于机器人导航。自主管道检查机器人的视觉导航是此类任务的特例,局促的工作环境以有害的方式影响距离测量。成像系统本身也存在一些缺陷,这些缺陷会导致距离测量的拖尾。本文勾勒出一种在管道中使用TOF摄像机作为视觉导航辅助工具的方法,并解决了有关成像系统固有缺陷和操作环境影响的挑战。提出了我们先前提出的用于检测和跟踪管道中可能的地标和障碍物的策略的新结果。我们考虑一种用于校正透镜畸变的显式模型,并以此来解释为什么将圆柱管视为圆锥体。一个简化的模型通过调整圆锥形状隐式处理环境和摄像机对测量范围的组合影响,用于将机器人的环境映射到相对于管道的沿轴视图中,从而有助于障碍物的穿越。提出了使用模型管线和原型相机装备的实验。

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