Improvement of the Edge-based Morphological (EM) method for lidar data filtering

被引:24
作者
Chen, Qi [1 ]
机构
[1] Univ Hawaii Manoa, Dept Geog, Honolulu, HI 96822 USA
关键词
ALGORITHM; GENERATION; EXTRACTION;
D O I
10.1080/01431160802158310
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Filtering is a crucial step in lidar data processing. The Edge-based Morphological (EM) filtering method proposed by Chen et al. (2007, Photogrammetric Engineering and Remote Sensing, 73, pp. 175-185) is fast and can be applied to different land use and land cover types. However, it requires a large number of parameters. It is challenging for average users to tune these parameters without a good understanding of the algorithm. This study introduces a new method to identify buildings so that the total number of parameters to be tuned is reduced from 7 to 2. Even with fewer parameters being tuned, it was found that the average filtering error slightly decreased compared to the original algorithm when tested with the benchmark dataset provided by the International Society for Photogrammetry and Remote Sensing (ISPRS) Commission III/WG3. This is a useful contribution to the original algorithm given that it can achieve increased accuracy in a simpler way for users.
引用
收藏
页码:1069 / 1074
页数:6
相关论文
共 7 条
[1]   Filtering airborne laser scanning data with morphological methods [J].
Chen, Qi ;
Gong, Peng ;
Baldocchi, Dennis ;
Xie, Gengxin .
PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2007, 73 (02) :175-185
[2]  
Chen Q, 2007, PHOTOGRAMM ENG REM S, V73, P109
[3]   A multiscale curvature algorithm for classifying discrete return LiDAR in forested environments [J].
Evans, Jeffrey S. ;
Hudak, Andrew T. .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2007, 45 (04) :1029-1038
[4]   Repetitive interpolation: A robust algorithm for DTM generation from Aerial Laser Scanner Data in forested terrain [J].
Kobler, Andrej ;
Pfeifer, Norbert ;
Ogrinc, Peter ;
Todorovski, Ljupco ;
Ostir, Kristof ;
Dzeroski, Saso .
REMOTE SENSING OF ENVIRONMENT, 2007, 108 (01) :9-23
[5]   Urban DEM generation from raw lidar data: A labeling algorithm and its performance [J].
Shan, J ;
Sampath, A .
PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2005, 71 (02) :217-226
[6]   Experimental comparison of filter algorithms for bare-Earth extraction from airborne laser scanning point clouds [J].
Sithole, G ;
Vosselman, G .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2004, 59 (1-2) :85-101
[7]  
ZHENG S, 2007, OPTICAL ENG, V46