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ANALYSIS OF POINT CLOUD DATA USING DEPTH AND TEXTURE MAPS

机译:利用深度和纹理图分析点云数据

摘要

Various types of systems or technologies can be used to collect data in a 3D space. For example, LiDAR (light detection and ranging) and RADAR (radio detection and ranging) systems are commonly used to generate point cloud data for 3D space around vehicles, for such functions as localization, mapping, and tracking. This disclosure provides improvements for processing the point cloud data that has been collected. The processing improvements include analyzing point cloud data using trajectory equations, depth maps, and texture maps. The processing improvements also include representing the point cloud data by a two dimensional depth map or a texture map and using the depth map or texture map to provide object motion, obstacle detection, freespace detection, and landmark detection for an area surrounding a vehicle.
机译:可以使用各种类型的系统或技术来收集3D空间中的数据。例如,LiDAR(光检测和测距)和RADAR(无线电检测和测距)系统通常用于生成车辆周围3D空间的点云数据,以实现诸如定位,地图绘制和跟踪之类的功能。本公开提供了用于处理已经收集的点云数据的改进。处理方面的改进包括使用轨迹方程,深度图和纹理图分析点云数据。处理方面的改进还包括通过二维深度图或纹理图表示点云数据,并使用深度图或纹理图为车辆周围区域提供对象运动,障碍物检测,自由空间检测和界标检测。

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