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Reconstruction of Iberian ceramic potteries using generative adversarial networks

dc.contributor.authorNavarro, Pablo
dc.contributor.authorCintas, Celia
dc.contributor.authorLucena, Manuel
dc.contributor.authorFuertes, José Manuel
dc.contributor.authorSegura, Rafael
dc.contributor.authorDelrieux, Claudio
dc.contributor.authorGonzález-José, Rolando
dc.date.accessioned2025-01-14T11:51:16Z
dc.date.available2025-01-14T11:51:16Z
dc.date.issued2022-06-23
dc.description.abstractSeveral aspects of past culture, including historical trends, are inferred from time-based patterns observed in archaeological artifacts belonging to different periods. The presence and variation of these objects provides important clues about the Neolithic revolution and, given their relative abundance in most archaeological sites, ceramic potteries are significantly helpful in this purpose. Nonetheless, most available pottery is fragmented, leading to missing morphological information. Currently, the reassembly of fragmented objects from a collection of thousands of mixed fragments is a daunting and time-consuming task done almost exclusively by hand, which requires the physical manipulation of the fragments. To overcome the challenges of manual reconstruction and improve the quality of reconstructed samples, we present IberianGAN, a customized Generative Adversarial Network (GAN) tested on an extensive database with complete and fragmented references. We trained the model with 1072 samples corresponding to Iberian wheel-made pottery profiles belonging to archaeological sites located in the upper valley of the Guadalquivir River (Spain). Furthermore, we provide quantitative and qualitative assessments to measure the quality of the reconstructed samples, along with domain expert evaluation with archaeologists. The resulting framework is a possible way to facilitate pottery reconstruction from partial fragments of an original piece.es_ES
dc.description.sponsorshipEuropean Union through the Programa Operativo FEDER Andalucía 2014-2020 Research Project under Grant UJA-1381115 and UJA-1265116, the Center for Advanced Studies in Information and Communication Technologies (CEATIC) and the Research University Institute for Iberian Archaeology of the University of Jaén.es_ES
dc.identifier.citationNavarro, P., Cintas, C., Lucena, M. et al. Reconstruction of Iberian ceramic potteries using generative adversarial networks. Sci Rep 12, 10644 (2022)es_ES
dc.identifier.issn2045-2322es_ES
dc.identifier.otherhttps://doi.org/10.1038/s41598-022-14910-7es_ES
dc.identifier.urihttps://hdl.handle.net/10953/3945
dc.language.isoenges_ES
dc.publisherNature Researches_ES
dc.relation.ispartofScientific Reportses_ES
dc.rightsAtribución-NoComercial-SinDerivadas 3.0 España*
dc.rights.accessRightsinfo:eu-repo/semantics/openAccesses_ES
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/3.0/es/*
dc.subjectIberian Potteryes_ES
dc.subjectDeep Learninges_ES
dc.subject.udc681.3es_ES
dc.titleReconstruction of Iberian ceramic potteries using generative adversarial networkses_ES
dc.typeinfo:eu-repo/semantics/articlees_ES
dc.type.versioninfo:eu-repo/semantics/acceptedVersiones_ES

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