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Reconstructing building mass models from UAV images

机译:从无人机图像重建建筑质量模型

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摘要

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 (C) 2015 Published by Elsevier Ltd. All rights reserved.
机译:我们提出了一种自动重建管道,用于从无人驾驶飞机上安装的摄像头捕获的空中图像中获取大规模的城市场景。使用运动和多视图立体声算法的最新结构,我们首先从航拍图像生成密集点云。基于建筑物的足迹网格的统计分析,点云被分为不同的类别(即建筑物,地面,树木等)。使用马尔可夫随机场优化为每个建筑物提取屋顶结构。然后,利用基于枢轴点检测的轮廓细化算法来细化斑块的轮廓。最后,从细化轮廓提取多边形网格模型。在各种场景上进行的实验以及与最新重建方法的比较证明了该方法的有效性和鲁棒性。 Crown版权所有(C)2015,由Elsevier Ltd.发行。保留所有权利。

著录项

  • 来源
    《Computers & Graphics 》 |2016年第2期| 84-93| 共10页
  • 作者单位

    KAUST, Visual Comp Ctr, Al Khawarizmi Bldg 1,Level 2, Thuwal 239556900, Saudi Arabia|Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Datun Rd 20, Beijing 100101, Peoples R China;

    KAUST, Visual Comp Ctr, Al Khawarizmi Bldg 1,Level 2, Thuwal 239556900, Saudi Arabia;

    KAUST, Visual Comp Ctr, Al Khawarizmi Bldg 1,Level 2, Thuwal 239556900, Saudi Arabia;

    KAUST, Visual Comp Ctr, Al Khawarizmi Bldg 1,Level 2, Thuwal 239556900, Saudi Arabia;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Urban reconstruction; Aerial images; Point cloud; Markov random field; Graph cut;

    机译:城市重建;航空影像;点云;马尔可夫随机场;图割;

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