Filtering airborne laser scanning data with morphological methods

被引:247
作者
Chen, Qi [1 ]
Gong, Peng
Baldocchi, Dennis
Xie, Gengxin
机构
[1] Univ Calif Berkeley, CAMFER, Berkeley, CA 94720 USA
[2] Chinese Acad Sci, Inst Remote Sensing Applicat, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
[3] Beijing Normal Univ, Beijing 100101, Peoples R China
[4] Univ Calif Berkeley, Dept Environm Sci Policy & Management, Berkeley, CA 94720 USA
[5] Hunan Univ, Sch Environm Sci & Engn, Changsha 410082, Hunan, Peoples R China
关键词
D O I
10.14358/PERS.73.2.175
中图分类号
P9 [自然地理学];
学科分类号
0705 [地理学]; 070501 [自然地理学];
摘要
Filtering methods based on morphological operations have been developed in some previous studies. The biggest challenge for these methods is how to keep the terrain features unchanged while using large window sizes for the morphological opening. Zhang et al. (2003) tried to achieve this goal, but their method required the assumption that the slope is constant. This paper presents a new method to achieve this goal without such restrictions, and methods for filling missing data and removing outliers are proposed. The experimental test results using the ISPRS Commission III/WG3 dataset show that this method performs well for most sites, except those with missing data due to the lack of overlap between swaths. This method also shows encouraging results for laser data with low pulse density.
引用
收藏
页码:175 / 185
页数:11
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