Title
Tree Classification in Complex Forest Point Clouds Based on Deep Learning.
Abstract
Recently, the classification of tree species using 3-D point clouds has drawn wide attention in surveys and forestry investigations. This letter proposes a new voxel-based deep learning method to classify tree species in 3-D point clouds collected from complex forest scenes. The proposed method includes three steps: 1) individual tree extraction based on the density of the point clouds; 2) low-lev...
Year
DOI
Venue
2017
10.1109/LGRS.2017.2764938
IEEE Geoscience and Remote Sensing Letters
Keywords
Field
DocType
Vegetation,Three-dimensional displays,Machine learning,Feature extraction,Training,Forestry,Laser radar
Voxel,Data set,Pattern recognition,Remote sensing,Tree species,Feature extraction,Lidar,Artificial intelligence,Deep learning,Point cloud,Terrestrial laser scanning,Mathematics
Journal
Volume
Issue
ISSN
14
12
1545-598X
Citations 
PageRank 
References 
0
0.34
13
Authors
5
Name
Order
Citations
PageRank
Xinhuai Zou100.34
Ming Cheng25413.93
Cheng Wang321832.63
Yan Xia442.83
Jonathan Li5798119.18