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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