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Development of 3D laser range finder system for object recognition

机译:开发用于物体识别的3D激光测距仪系统

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Over the last years, object recognition has become a more and more active field of research in robotics. 3D perception is a promising technology for automatic control, manufacturing and robotics. Compared to 2D vision systems, 3D range sensors can provide direct geometric information of the environment. This study presents a high quality, low cost 3D laser range finder designed for object recognition. The 3D laser is built on the base of a 2D laser range finder by the extension with a servo motor and a rotation module. The servo is controlled by an embedded computer running Linux. The survey yield a digital data set, which is essentially a dense “point cloud”, where each point is represented by a coordinate in 3D space. A complete 3D scan data of an area of 360° with 48,598 points are grabbed in 0.5 seconds. A systematic error is 5 cm. While scanning, different online algorithms for line and surface detection are applied to the data. Object segmentation and detection are done in real-time after the scan. The implemented software modules detect objects.
机译:在过去的几年中,对象识别已成为机器人技术研究领域中一个越来越活跃的领域。 3D感知是用于自动控制,制造和机器人技术的有前途的技术。与2D视觉系统相比,3D范围传感器可以提供环境的直接几何信息。这项研究提出了一种专为物体识别而设计的高质量,低成本3D激光测距仪。 3D激光器通过扩展带有伺服电机和旋转模块而建立在2D激光测距仪的基础上。伺服器由运行Linux的嵌入式计算机控制。调查产生了一个数字数据集,该数据集本质上是一个密集的“点云”,其中每个点都由3D空间中的坐标表示。在0.5秒内获取360°区域的48598点的完整3D扫描数据。系统误差为5厘米。扫描时,将用于线条和表面检测的不同在线算法应用于数据。扫描后实时进行对象分割和检测。已实现的软件模块检测对象。

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