AN ADAPTIVE FILTERING ALGORITHM FOR BUILDING DETECTION FROM LIDAR DATA

被引:0
作者
Shao, You [1 ]
Lim, Samsung [1 ]
机构
[1] Univ New S Wales, Sch Civil & Environm Engn, Sydney, NSW 2052, Australia
来源
GEOCONFERENCE ON INFORMATICS, GEOINFORMATICS AND REMOTE SENSING, VOL III | 2014年
关键词
Lidar; Ground Filtering Algorithm; Building Detection; Adaptive Window Size; Mathematical Morphology;
D O I
暂无
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Research on lidar data filtering for building detection has continued to flourish in recent years due to the increasing need for 3-dimensional data in urban development and planning. Over the last decade, many filtering algorithms have been developed to classify lidar point clouds. As a result, interpolation-based filters, slope-based filters and morphological filters were widely accepted. Most of the filtering algorithms require 'raw' lidar data to be rasterised i.e. interpolated into grid images. However, rasterisation often causes a significant loss of information after data processing. To overcome the information loss, we developed an adaptive filtering algorithm that classifies lidar data effectively and efficiently into ground and non-ground for the building detection purposes. The digital elevation model generated from the filtered ground was used to detect man-made objects e.g. buildings. The results show that, by using an adaptive window size indicator, the proposed algorithm can effectively classify lidar data at a high accuracy.
引用
收藏
页码:3 / 10
页数:8
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