id
	11039
Url
	https://chloe.cnr.it/s/BiDiAr/item/11039
Resource template
	Academic Article
Resource class
	bibo:AcademicArticle
Title
	Sharing structured archaeological 3D data: open source tools for artificial intelligence applications and collaborative frameworks
Creator
	Buscemi, Francesca
	Figuera, Marianna
	Gallo, Giovanni
	Lo Duca, Angelica
	Marchetti, Andrea
Date
	2023
Language
	eng
Rights
	https://creativecommons.org/licenses/by-nc-nd/4.0/deed.en CC BY-NC-ND 4.0
Abstract
	This paper focuses on collaborative methods and open source tools aimed to analyze and query 3D photogrammetric models of ancient architectures. The processing of virtual models led to the constitution of a training dataset of around 1300 wall facing stones from four archaeological sites in Crete. Through a purposely-conceived add-on of the open source software Blender, some algorithms expressed in Python are able to extract archaeologically significant features and to perform processes of Machine Learning and data mining. The resulting data are imported into a dedicated DB managed through a web application based on the open source framework Django. This workflow addresses some peculiar challenges of the application of Artificial Intelligence to archaeological heritage: the lack of training dataset, particularly related to architecture; the lack of best practices for geometry processing and analysis of 3D data; the use of poorly predictive data in semi-automatic processes; the sharing of data into the scientific community; the importance of the open source technology and open data.
Is Part Of
	https://chloe.cnr.it/s/BiDiAr/item/2002
Cites
	https://chloe.cnr.it/s/BiDiAr/item/15449
	https://chloe.cnr.it/s/BiDiAr/item/15450
	https://chloe.cnr.it/s/BiDiAr/item/15451
	https://chloe.cnr.it/s/BiDiAr/item/15452
	https://chloe.cnr.it/s/BiDiAr/item/15453
	https://chloe.cnr.it/s/BiDiAr/item/15454
	https://chloe.cnr.it/s/BiDiAr/item/15455
	https://chloe.cnr.it/s/BiDiAr/item/15456
	https://chloe.cnr.it/s/BiDiAr/item/15457
	https://chloe.cnr.it/s/BiDiAr/item/15458
	https://chloe.cnr.it/s/BiDiAr/item/15459
	https://chloe.cnr.it/s/BiDiAr/item/15460
	https://chloe.cnr.it/s/BiDiAr/item/15461
	https://chloe.cnr.it/s/BiDiAr/item/12875
	https://chloe.cnr.it/s/BiDiAr/item/11633
	https://chloe.cnr.it/s/BiDiAr/item/15462
Doi
	https://doi.org/10.19282/ac.34.1.2023.16
Issue
	1
Pages
	145-156
Short title
	Sharing structured archaeological 3D data
Uri
	https://www.archcalc.cnr.it/journal/articles/1237
Volume
	34
Homepage
	https://www.zotero.org/groups/5293298/bidiar/items/UCKY2WIV/item-list

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