Rendering 3D City for Smart City Digital Twin

被引:3
|
作者
Adreani, Lorenzo [1 ]
Colombo, Carlo [2 ]
Fanfani, Marco [1 ,2 ]
Nesi, Paolo [1 ]
Pantaleo, Gianni [1 ]
Pisanu, Riccardo [2 ]
机构
[1] Univ Florence, DISIT Lab, Florence, Italy
[2] Univ Florence, Computat Vis Grp, Florence, Italy
关键词
3D City model; Photorealistic texture; digital twin; Smart City applications;
D O I
10.1109/SMARTCOMP55677.2022.00046
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The field of 3D city modelling has attracted a growing interest for representing the city digital twin, providing interactive visualizations of building infrastructures integrated with a wide range of data typically produced in a Smart City environment. This paper presents a method for producing a 3D city model with photorealistic rooftop textures extracted from aerial images, as well as the integration of the 3D city model into an open-source Smart City framework. The proposed solution provides a smart visualization of 3D city entities integrated with a large variety of Smart City data (coming, for instance, from IoT Devices which generate time-series data, heatmaps, geometries and shapes related to traffic flows, bus routes, cycling paths etc.). The proposed method for rooftop detection and alignment follows a deep learning approach based on U-Net architecture, and it has been validated against a manually created ground-truth of 50 buildings scattered uniformly on the covered area. The solution is implemented in the open-source Snap4City Smart City platform.
引用
收藏
页码:183 / 185
页数:3
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