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Strip histogram grid for efficient segmentation of 3D point clouds from urban environments

机译:带状直方图网格可有效分割城市环境中的3D点云

摘要

A method of recognizing features in a 3D environment includes using a sensor that collects a plurality of sensed data points, populating a strip histogram grid having a plurality of strips, each strip having a dx dimension and a dy dimension, by assigning each sensed data point to a strip in the strip histogram grid that has x, y and z dimensions that encompass the spatial coordinate information of the respective assigned sensed data point, and estimating the local ground plane for a strip in the strip histogram grid by using information on each sensed data point assigned to that strip and surrounding strips in the strip histogram grid. Further methods include extracting smooth surfaces, building segmentation, top down segmentation and bottom up segmentation.
机译:一种在3D环境中识别特征的方法,包括使用传感器来收集多个感测的数据点,通过分配每个感测的数据点来填充具有多个条带的条形直方图网格,每个条带具有dx维度和dy维度。到带状直方图网格中具有x,y和z维度的带,该维度包含相应分配的感测数据点的空间坐标信息,并通过使用每个感测到的信息估计带状直方图网格中带的局部接地平面数据条直方图网格中分配给该数据条和周围数据条的数据点。其他方法包括提取平滑表面,建筑物分割,自上而下的分割和自下而上的分割。

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