From 3D point clouds to HBIM: application of artificial intelligence in cultural heritage

VA Cotella - Automation in Construction, 2023‏ - Elsevier
Interest in semantic segmentation of 3D point clouds using ML and DL has grown due to
their key role in scene insight across a wide range of computer vision, robotics and remote …

Deep learning applications for point clouds in the construction industry

H Yue, Q Wang, H Zhao, N Zeng, Y Tan - Automation in Construction, 2024‏ - Elsevier
Deep learning (DL) on point clouds holds significant potential in the construction industry,
yet no comprehensive review has thoroughly summarized its applications and shortcomings …

[HTML][HTML] Modeling of 3D geometry uncertainty in scan-to-BIM automatic indoor reconstruction

M Jarząbek-Rychard, HG Maas - Automation in Construction, 2023‏ - Elsevier
The rapidly expanding field of Scan-to-BIM applications highlights the importance of model
uncertainty assessment in describing the quality of modeling results. Although there have …

[HTML][HTML] A New Framework for Generating Indoor 3D Digital Models from Point Clouds

X Gao, R Yang, X Chen, J Tan, Y Liu, Z Wang, J Tan… - Remote Sensing, 2024‏ - mdpi.com
Three-dimensional indoor models have wide applications in fields such as indoor
navigation, civil engineering, virtual reality, and so on. With the development of LiDAR …

CBR-RBR fusion based parametric rapid construction method of bridge BIM model

W Meng, H Zhang, Q Ai, T Bao, J Yan - Advanced Engineering Informatics, 2023‏ - Elsevier
The development of BIM (Building Information Modeling) parametric modeling technology
has improved the reusability and modeling efficiency of building information models. Aiming …

[HTML][HTML] Generation of LOD4 models for buildings towards the automated 3D modeling of BIMs and digital twins

BG Pantoja-Rosero, A Rusnak, F Kaplan… - Automation in …, 2024‏ - Elsevier
An image-based methodology is presented for the automatic generation of geometric
building models at LOD4, incorporating both interior and exterior geometrical information …