Generative Adversarial Networks in the built environment: A comprehensive review of the application of GANs across data types and scales
Abstract Generative Adversarial Networks (GANs) are a type of deep neural network that
have achieved many state-of-the-art results for generative tasks. GANs can be useful in the …
have achieved many state-of-the-art results for generative tasks. GANs can be useful in the …
Toward 3D property valuation—a review of urban 3D modelling methods for digital twin creation
Increasing urbanisation has inevitably led to the continuous construction of buildings. Urban
expansion and densification processes reshape cities and, in particular, the third dimension …
expansion and densification processes reshape cities and, in particular, the third dimension …
Automatic reconstruction of fully volumetric 3D building models from oriented point clouds
We present a novel method for reconstructing parametric, volumetric, multi-story building
models from unstructured, unfiltered indoor point clouds with oriented normals by means of …
models from unstructured, unfiltered indoor point clouds with oriented normals by means of …
Feature-preserving 3D mesh simplification for urban buildings
The goal of urban building mesh simplification is to generate a compact representation of a
building from a given mesh. Local smoothness and sharp contours of urban buildings are …
building from a given mesh. Local smoothness and sharp contours of urban buildings are …
[HTML][HTML] Reconstructing compact building models from point clouds using deep implicit fields
Abstract While three-dimensional (3D) building models play an increasingly pivotal role in
many real-world applications, obtaining a compact representation of buildings remains an …
many real-world applications, obtaining a compact representation of buildings remains an …
Improving facade parsing with vision transformers and line integration
Facade parsing stands as a pivotal computer vision task with far-reaching applications in
areas like architecture, urban planning, and energy efficiency. Despite the recent success of …
areas like architecture, urban planning, and energy efficiency. Despite the recent success of …
Reconstruction of LoD-2 building models guided by Façade structures from oblique photogrammetric point cloud
Due to the façade visibility, intuitive expression, and multi-view redundancy, oblique
photogrammetry can provide optional data for large-scale urban LoD-2 reconstruction …
photogrammetry can provide optional data for large-scale urban LoD-2 reconstruction …
Procedural modeling of a building from a single image
Creating a virtual city is demanded for computer games, movies, and urban planning, but it
takes a lot of time to create numerous 3D building models. Procedural modeling has …
takes a lot of time to create numerous 3D building models. Procedural modeling has …
Robust low-poly meshing for general 3d models
We propose a robust re-meshing approach that can automatically generate visual-
preserving low-poly meshes for any high-poly models found in the wild. Our method can be …
preserving low-poly meshes for any high-poly models found in the wild. Our method can be …
Computer vision-based analysis of buildings and built environments: A systematic review of current approaches
Analysing 88 sources published from 2011 to 2021, this article presents a first systematic
review of the computer vision-based analysis of buildings and the built environment. Its aim …
review of the computer vision-based analysis of buildings and the built environment. Its aim …