From the semantic point cloud to heritage-building information modeling: A semiautomatic approach exploiting machine learning

V Croce, G Caroti, L De Luca, K Jacquot, A Piemonte… - Remote Sensing, 2021 - mdpi.com
This work presents a semi-automatic approach to the 3D reconstruction of Heritage-Building
Information Models from point clouds based on machine learning techniques. The use of …

H-BIM and artificial intelligence: classification of architectural heritage for semi-automatic scan-to-BIM reconstruction

V Croce, G Caroti, A Piemonte, L De Luca, P Véron - Sensors, 2023 - mdpi.com
We propose a semi-automatic Scan-to-BIM reconstruction approach, making the most of
Artificial Intelligence (AI) techniques, for the classification of digital architectural heritage …

Semi-automatic classification of digital heritage on the Aïoli open source 2D/3D annotation platform via machine learning and deep learning

V Croce, A Manuel, G Caroti, A Piemonte… - Journal of Cultural …, 2023 - Elsevier
Today, digital tools represent a privileged means of describing and understanding of cultural
heritage. However, existing hybrid methods for semantic annotation on digital models are …

Comparative Assessment of Neural Radiance Fields and Photogrammetry in Digital Heritage: Impact of Varying Image Conditions on 3D Reconstruction

V Croce, D Billi, G Caroti, A Piemonte, L De Luca… - Remote Sensing, 2024 - mdpi.com
This paper conducts a comparative evaluation between Neural Radiance Fields (NeRF) and
photogrammetry for 3D reconstruction in the cultural heritage domain. Focusing on three …

Detection and classification of aircraft fixation elements during manufacturing processes using a convolutional neural network

L Ruiz, M Torres, A Gómez, S Díaz, JM González… - Applied Sciences, 2020 - mdpi.com
The aerospace sector is one of the main economic drivers that strengthens our present,
constitutes our future and is a source of competitiveness and innovation with great …

Machine Learning and Deep Learning for the Built Heritage Analysis: Laser Scanning and UAV-Based Surveying Applications on a Complex Spatial Grid Structure

D Billi, V Croce, MG Bevilacqua, G Caroti… - Remote Sensing, 2023 - mdpi.com
The reconstruction of 3D geometries starting from reality-based data is challenging and time-
consuming due to the difficulties involved in modeling existing structures and the complex …

A risk index for the structural diagnosis of masonry heritage (RISDiMaH)

N Makoond, L Pela, C Molins - Construction and Building Materials, 2021 - Elsevier
Experts responsible for the safety evaluation of unique masonry heritage structures usually
need to weigh information from various diagnosis activities before deciding the best course …

[PDF][PDF] Geomatics for Cultural Heritage conservation: Integrated survey and 3D modeling

V Croce, G Caroti, A Piemonte… - Proceedings of the …, 2019 - academia.edu
Purpose of this paper is to illustrate the contribution of geomatics studies in management
and protection of Cultural Heritage assets. Architectural surveys, carried out by integrating …

From survey to semantic representation for Cultural Heritage: the 3D modeling of recurring architectural elements

V Croce, G Caroti, A Piemonte, MG Bevilacqua - ACTA IMEKO, 2021 - arpi.unipi.it
Abstract The digitization of Cultural Heritage paves the way for new approaches to surveying
and restitution of historical sites. With a view to the management of integrated programs of …

[HTML][HTML] An automated sonic tomography system for the inspection of historical masonry walls

J Ortega, MFL Meersman, S Aparicio… - Open Research …, 2023 - ncbi.nlm.nih.gov
Background: The conservation of the built masonry heritage requires a comprehensive
understanding of its geometrical, structural, and material characteristics. Non-destructive …