基于RGB D数据的室内静态场景三维数字重建比较研究

Wei Zhu, Di Li, Wei Ni, Dongfang Xie, Liang Song
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引用次数: 0

摘要

室内静态场景的三维数字重建是室内导航、增强现实、文物修复和计算机视觉等许多领域的关键需求。目前低成本RGB-D传感器的普及为室内3D重建开辟了新的研究方向。我们专注于使用RGB-D图像的最先进的3D数字重建方法的实验回顾。具体而言,我们提出了该领域的研究目标和核心问题,总结了RGB-D数据的获取方法和一些流行的RGB-D数据集,并将基于RGB-D的三维重建技术分为基于几何的和基于基元的两类,此外,为了更好地比较该领域的现有研究,我们对现有的一些方法在相同的测试数据集上进行了实验评估。最后,对该领域尚未解决的研究问题进行了讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Comparitive Study of 3D Digital Reconstruction for Indoor Static Scenes Based on RGB D Data
3D digital reconstruction of indoor static scenes is a key requirement in many areasˈsuch as indoor navigation, augmented reality, heritage restoration and computer vision, etc. The popularity of current low-cost RGB-D sensors has opened new lines of research in indoor 3D reconstruction. We focus on an experimental review of state-of-the-art 3D digital reconstruction methods using RGB-D images. Specifically, we propose the research goals and core issues in this field, summarize the acquisition methods of RGB-D data and some popular RGB-D datasets, and divide the 3D reconstruction techniques based on RGB-D into geometry-based and primitive-based categories, in addition, to better compare current researches in the area, some existing methods are experimentally evaluated on the same test datasets. Finally, respect to the open research problems in this field are discussed.
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