Automatic Detection and Feature Estimation of Windows from Mobile Terrestrial LiDAR Data

被引:2
作者
Aijazi, Ahmad K. [1 ]
Checchin, Paul [1 ]
Trassoudaine, Laurent [1 ]
机构
[1] Clermont Univ, Univ Blaise Pascal, CNRS, Inst Pascal,UMR 6602, F-63171 Aubiere, France
来源
INTELLIGENT AUTONOMOUS SYSTEMS 13 | 2016年 / 302卷
关键词
URBAN POINT CLOUDS; 3D; CLASSIFICATION;
D O I
10.1007/978-3-319-08338-4_48
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This work presents a new method of automatic window detection in 3D LiDAR point clouds obtained from mobile terrestrial data acquisition systems in the urban environment. The proposed method first segments out 3D points belonging to the building facade from the 3D urban point cloud and then projects them onto a 2D plane parallel to the building facade. After point inversion within a watertight boundary, windows are segmented out based on geometrical information. The window features are then estimated exploiting both symmetrically corresponding windows in the facade as well as temporally corresponding windows in successive passages, based on ANOVA measurements. This unique fusion of information not only accommodates for lack of symmetry but also helps complete missing features due to occlusions. The estimated windows are then used to refine the 3D point cloud of the building facade. The results, evaluated on real data using different standard evaluation metrics, demonstrate the efficacy of the method.
引用
收藏
页码:659 / 674
页数:16
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