Valeria Croce

Enseignante-Chercheuse
10
Documents
Identifiants chercheurs
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Présentation

Engineer and Architect, with a Ph.D. in Civil and Environmental Engineering (Universities of Pisa and Florence) and in Sciences des Métiers de l’Ingénieur (Arts et Métiers ParisTech, Aix-en-Provence), Valeria Croce currently works as Enseignante-Chercheuse (Professor) at the Arts et Métiers Institute of Technology, in Aix-en-Provence. She is a member of the Physical and Digital Systems Engineering Laboratory (LISPEN). Research activity focuses primarily on the intersection between civil and industrial engineering and digital modeling, implementing innovative approaches applied to design, drafting, historic architectural heritage, and built heritage in general, as well as production systems. Research interests revolve mainly around architectural and urban surveying for analysis and interpretation, with an interdisciplinary and methodological focus on 3D digital surveying and representation. Her work addresses the issues of interpreting survey data using more automatic tools based on Artificial Intelligence for the supervised recognition of architectural components and deteriorating conditions, as well as for the characterization of visual and geometric aspects of architectural surfaces; the use of H-BIM platforms and the management of Scan-to-BIM processes; the semantic structuring of architectural representations through web-based and collaborative applications; the application of survey tools for pre- and post-disaster investigations, with reference to territories at high seismic risk.

Publications

Publications

Image document

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

Valeria Croce , Dario Billi , Gabriella Caroti , Andrea Piemonte , Livio De Luca et al.
Remote Sensing, 2024, 16 (2), pp.301. ⟨10.3390/rs16020301⟩
Article dans une revue hal-04930231 v1
Image document

H-BIM and Artificial Intelligence: Classification of Architectural Heritage for Semi-Automatic Scan-to-BIM Reconstruction

Valeria Croce , Gabriella Caroti , Andrea Piemonte , Livio De Luca , Philippe Véron
Sensors, 2023, 23 (5), pp.2497. ⟨10.3390/s23052497⟩
Article dans une revue hal-04009294 v1
Image document

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

Dario Billi , Valeria Croce , Marco Giorgio Bevilacqua , Gabriella Caroti , Agnese Pasqualetti et al.
Remote Sensing, 2023, Mapping and Monitoring of Civil Infrastructures Using LiDAR/Laser Scanning, 15 (8), pp.1961. ⟨10.3390/rs15081961⟩
Article dans une revue hal-04700540 v1

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

Valeria Croce , Adeline Manuel , Gabriella Caroti , Andrea Piemonte , Livio De Luca et al.
Journal of Cultural Heritage, 2023, 62, pp.187-197. ⟨10.1016/j.culher.2023.05.017⟩
Article dans une revue hal-04130066 v1
Image document

H-BIM and Artificial Intelligence: Classification of Architectural Heritage for Semi-Automatic Scan-to-BIM Reconstruction

Valeria Croce , Gabriella Caroti , Andrea Piemonte , Livio De Luca , Philippe Véron
Sensors, 2023, 23 (5), pp.2497. ⟨10.3390/s23052497⟩
Article dans une revue hal-04009225 v1
Image document

From the Semantic Point Cloud to Heritage-Building Information Modeling: A Semiautomatic Approach Exploiting Machine Learning

Valeria Croce , Gabriella Caroti , Livio De Luca , Kevin Jacquot , Andrea Piemonte et al.
Remote Sensing, 2021, 13 (3), pp.461. ⟨10.3390/rs13030461⟩
Article dans une revue hal-03128295 v1
Image document

Seismic damage evaluation and decisions on interventions supported by UAV-based surveys

Valeria Croce , Dimitris Diamantidis , Miroslav Sýkora
PROHITECH 2020, 4th International Conference on Protection of Historical Constructions, Oct 2021, Athènes, Greece
Communication dans un congrès hal-03406144 v1

Semantic mapping of decay and materials through Artificial Intelligence and integrated H-BIM management

Valeria Croce , Sara Taddeucci , Gabriella Caroti , Andrea Piemonte , Massimiliano Martino et al.
REAACH-ID 2021, Representation for Enhancement and management through Augmented reality and Artificial intelligence: Cultural Heritage and Innovative Design, Oct 2021, Online, Italy
Communication dans un congrès hal-03389874 v1
Image document

Artificial Intelligence and H-BIM for the Semantic Description of Cultural Heritage: the Pisa Charterhouse

Valeria Croce , Gabriella Caroti , Livio De Luca , Andrea Piemonte , Philippe Véron et al.
42e Conférence internationale des enseignants des disciplines de la représentation, Sep 2021, Reggio Calabria, Italy. ⟨10.3280/oa-693.33⟩
Communication dans un congrès hal-03360124 v1