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Quality Assessment and Control of DEM Generation from Airborne LiDAR Data

机译:机载LiDAR数据生成DEM的质量评估和控制

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DEM generation using LiDAR point clouds has become more and more popular due to the rapid development of Airborne LiDAR system. In order to produce DEM from point clouds, the major process is to filter non-ground points out from the raw data. However each filtering method cannot avoid causing classification errors, how to assess the classification results and to analysis the influences of error classification on DEM quality is an important research. Two methods are usually adopted currently. The first is the error filtering evaluation by the error matrix. The second is RMSE computed with the reference data. In this paper, the terrain relief is taken account and a normalized DEM difference is calculated as the third quality indicator. The ISPRS data is utilized in this paper and the experiments show that the combination of the three methods is suggested for a better quality control.
机译:由于机载LiDAR系统的快速发展,使用LiDAR点云生成DEM变得越来越流行。为了从点云中生成DEM,主要过程是从原始数据中过滤出非地面点。然而,每种滤波方法都无法避免引起分类错误,如何评估分类结果以及分析错误分类对DEM质量的影响是一项重要的研究。目前通常采用两种方法。首先是通过误差矩阵进行的误差过滤评估。第二个是使用参考数据计算的RMSE。在本文中,考虑了地形起伏,并计算了归一化的DEM差异作为第三质量指标。本文利用ISPRS数据,实验表明,建议将这三种方法结合使用,以实现更好的质量控制。

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