Integrating geospatial data and street‐view imagery to reconstruct large‐scale 3D urban building models

IF 2.1 3区 地球科学 Q2 GEOGRAPHY Transactions in GIS Pub Date : 2024-06-04 DOI:10.1111/tgis.13192
Changbin Wu, Xinyang Yu, Can Ma, Rongkai Zhong, Xinxin Zhou
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Abstract

3D urban building modeling is a vital foundational step for building Digital Twins and Smart Cities. In response to existing challenges, such as high time costs, complex production processes, and low consistency with real‐world textures in large‐scale 3D urban building modeling methods, this research proposes a reconstructing 3D urban building models (3DUBM) approach that integrates geospatial data and street view. The approach achieves an enhanced generation of large‐scale 3DUBMs. Based on open geospatial data and street‐view imagery (SVI), the approach was tested in modeling experiments conducted in Shanghai, Hongkong, and Nanjing. Furthermore, a dataset covering unique blocks of 30 cities in China was constructed to demonstrate the approach's characteristics of large coverage, high time efficiency, high model quality and low economic cost. The accuracy of texture mapping from SVI to 3DUBM reached 85%. This achievement has significant economic value in bridging the gap in the production of large‐scale and low‐cost 3DUBM data, promoting the construction of Digital Twins, Smart Cities, and Real‐world 3D modeling.
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整合地理空间数据和街景图像,重建大规模三维城市建筑模型
三维城市建筑建模是建设数字孪生城市和智能城市的重要基础步骤。针对大规模三维城市建筑建模方法存在的时间成本高、制作过程复杂、与真实世界纹理一致性低等挑战,本研究提出了一种整合地理空间数据和街景的重构三维城市建筑模型(3DUBM)方法。该方法实现了大规模三维城市建筑模型的增强生成。基于开放的地理空间数据和街景图像(SVI),该方法在上海、香港和南京进行了建模实验。此外,还构建了一个覆盖中国 30 个城市独特街区的数据集,以证明该方法具有覆盖范围大、时间效率高、模型质量高和经济成本低的特点。从 SVI 到 3DUBM 的纹理映射准确率达到 85%。这一成果对于弥补大规模、低成本 3DUBM 数据生产的空白,促进数字孪生、智慧城市和真实世界三维建模的建设,具有重要的经济价值。
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来源期刊
Transactions in GIS
Transactions in GIS GEOGRAPHY-
CiteScore
4.60
自引率
8.30%
发文量
116
期刊介绍: Transactions in GIS is an international journal which provides a forum for high quality, original research articles, review articles, short notes and book reviews that focus on: - practical and theoretical issues influencing the development of GIS - the collection, analysis, modelling, interpretation and display of spatial data within GIS - the connections between GIS and related technologies - new GIS applications which help to solve problems affecting the natural or built environments, or business
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