Point Cloud Segmentation Based on the Uniclass Classification System with Random Forest Algorithm for Cultural Heritage Buildings in the UK

Point Cloud Segmentation Based on the Uniclass Classification System with Random Forest Algorithm for Cultural Heritage Buildings in the UK

This paper presents an advanced hierarchical classification framework using the Random Forest (RF) algorithm to segment and classify large-scale point clouds of heritage buildings. By integrating the Uniclass classification system into a multi-resolution workflow, the research addresses key challeng...

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Bibliographic Details
Main Authors: Aleksander Gil, Yusuf Arayici
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Heritage
Subjects:
HBIM
point cloud
semantic segmentation
classification
machine learning
deep learning
Online Access:https://www.mdpi.com/2571-9408/8/5/147
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