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Reconstructing building mass models from UAV images
Li, Minglei1; Nan, Liangliang1; Smith, Neil1; Wonka, Peter1
刊名Computers and Graphics (Pergamon)
2016
卷号54页码:84-93
关键词ARTIFICIAL NEURAL-NETWORKS WEIGHTED LINEAR COMBINATION 2008 WENCHUAN EARTHQUAKE BLACK-SEA REGION CONDITIONAL-PROBABILITY FREQUENCY RATIO HONG-KONG BIVARIATE STATISTICS SAMPLING STRATEGIES SPATIAL PREDICTION
通讯作者Nan, Liangliang
英文摘要Abstract We present an automatic reconstruction pipeline for large scale urban scenes from aerial images captured by a camera mounted on an unmanned aerial vehicle. Using state-of-the-art Structure from Motion and Multi-View Stereo algorithms, we first generate a dense point cloud from the aerial images. Based on the statistical analysis of the footprint grid of the buildings, the point cloud is classified into different categories (i.e., buildings, ground, trees, and others). Roof structures are extracted for each individual building using Markov random field optimization. Then, a contour refinement algorithm based on pivot point detection is utilized to refine the contour of patches. Finally, polygonal mesh models are extracted from the refined contours. Experiments on various scenes as well as comparisons with state-of-the-art reconstruction methods demonstrate the effectiveness and robustness of the proposed method. Crown Copyright © 2015 Published by Elsevier Ltd.
学科主题Computer Science
类目[WOS]Computer Science, Software Engineering
收录类别SCI ; EI
语种英语
WOS记录号WOS:20153301174943
内容类型期刊论文
源URL[http://ir.radi.ac.cn/handle/183411/39469]  
专题遥感与数字地球研究所_SCI/EI期刊论文_期刊论文
作者单位1. Visual Computing Center, KAUST, KSA, Al-Khawarizmi Bldg. (1), Thuwal, Saudi Arabia
2. Visual Computing Center, Institute of Remote Sensing and Digital Earth, CAS KAUST, Datun Road No. 20, Chaoyang District
3.Beijing, China
推荐引用方式
GB/T 7714
Li, Minglei,Nan, Liangliang,Smith, Neil,et al. Reconstructing building mass models from UAV images[J]. Computers and Graphics (Pergamon),2016,54:84-93.
APA Li, Minglei,Nan, Liangliang,Smith, Neil,&Wonka, Peter.(2016).Reconstructing building mass models from UAV images.Computers and Graphics (Pergamon),54,84-93.
MLA Li, Minglei,et al."Reconstructing building mass models from UAV images".Computers and Graphics (Pergamon) 54(2016):84-93.
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