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TIN generation and point-cloud compression for vehicle-based mobile mapping systems

机译:基于车辆的移动制图系统的TIN生成和点云压缩

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The vehicle-based mobile mapping system (MMS) is effective for capturing dense 3D data of roads, roadside objects and buildings. Since discrete points are not convenient for many application systems, a triangulated irregular network (TIN) is often generated from point-clouds. However, TIN data require two or three times larger storage than point-clouds. If TIN models can be promptly generated while loading point-clouds, it would not be necessary to store huge TIN models on a hard disk. In this paper, we propose two efficient TIN generation methods according to types of laser scanners. One is the line-by-line TIN generation method, and the other is the GPS-time based method. These methods can quickly generate TIN models based on scan lines of laser scanners. In addition, we introduce a new compression method to reduce the loading time of point-clouds. Our compression method is also based on the scan lines of laser scanners. Since points captured by a MMS tend to be positioned on nearly straight lines, their data size can be significantly reduced by coding the second order differences.
机译:基于车辆的移动制图系统(MMS)可有效捕获道路,路边物体和建筑物的密集3D数据。由于离散点对许多应用程序系统而言并不方便,因此经常会从点云中生成不规则三角网(TIN)。但是,TIN数据需要的存储量是点云的两倍或三倍。如果在加载点云时可以迅速生成TIN模型,则无需在硬盘上存储庞大的TIN模型。在本文中,我们根据激光扫描仪的类型提出了两种有效的TIN生成方法。一种是逐行TIN生成方法,另一种是基于GPS时间的方法。这些方法可以基于激光扫描仪的扫描线快速生成TIN模型。另外,我们引入了一种新的压缩方法来减少点云的加载时间。我们的压缩方法也基于激光扫描仪的扫描线。由于MMS捕获的点往往位于几乎直线上,因此可以通过编码二阶差异来显着减小其数据大小。

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