Image-based Deep Learning Approaches for Point Cloud Classification for Heritage BIM Modelling

This paper investigates the use of image-based deep learning methods to automate the segmentation and semantic classification of point clouds for Heritage Building Information Modelling (HBIM). In response to the limitations of classical machine learning approaches such as Random Forests, DBSCAN, an...

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Bibliographic Details
Published in:ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Main Authors: A. Gil, Y. Arayici
Format: Article
Language:English
Published: Copernicus Publications 2025-09-01
Online Access:https://isprs-annals.copernicus.org/articles/X-M-2-2025/97/2025/isprs-annals-X-M-2-2025-97-2025.pdf