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Incremental Reconstruction of Urban Environments by Edge-Points Delaunay Triangulation

机译:边缘点Delaunay对城市环境的增量重建   三角

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摘要

Urban reconstruction from a video captured by a surveying vehicle constitutesa core module of automated mapping. When computational power represents alimited resource and, a detailed map is not the primary goal, thereconstruction can be performed incrementally, from a monocular video, carvinga 3D Delaunay triangulation of sparse points; this allows online incrementalmapping for tasks such as traversability analysis or obstacle avoidance. Toexploit the sharp edges of urban landscape, we propose to use a Delaunaytriangulation of Edge-Points, which are the 3D points corresponding to imageedges. These points constrain the edges of the 3D Delaunay triangulation toreal-world edges. Besides the use of the Edge-Points, a second contribution ofthis paper is the Inverse Cone Heuristic that preemptively avoids the creationof artifacts in the reconstructed manifold surface. We force the reconstructionof a manifold surface since it makes it possible to apply computer graphics orphotometric refinement algorithms to the output mesh. We evaluated our approachon four real sequences of the public available KITTI dataset by comparing theincremental reconstruction against Velodyne measurements.
机译:根据测量车辆拍摄的视频进行的城市重建是自动测绘的核心模块。当计算能力代表有限的资源,而详细的地图不是主要目标时,可以从单眼视频逐步地雕刻稀疏点的3D Delaunay三角剖分;这样就可以在线进行增量映射,以完成诸如可穿越性分析或避障之类的任务。为了利用城市景观的锐利边缘,我们建议使用边缘点的Delaunaytriangulation,这是与图像边缘相对应的3D点。这些点将3D Delaunay三角剖分的边缘约束为现实世界的边缘。除了使用边缘点外,本文的第二个贡献是逆锥启发式算法,它可以避免在重建的流形表面中生成伪像。由于它可以将计算机图形或光度细化算法应用于输出网格,因此我们强制对歧管曲面进行重构。我们通过比较增量重建与Velodyne测量的比较,评估了我们在公开的KITTI数据集的四个真实序列上的方法。

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