The ArchAIDE project realised an AI-based application to recognise archaeological pottery, developing two deep learning algorithms to propose identifications based on images captured on-site while retaining key decision points necessary to create trusted results. One method relies on the shape of a potsherd; the other on decorative features. Developing the project meant facing challenges related to real-world archaeological data, deep learning techniques, ethics, epistemology, and hermeneutics. The project is still alive and moving towards long-term sustainability, which involves new challenges.

Reflecting on artificial intelligence and archaeology: the ArchAIDE perspective

Anichini Francesca
Writing – Original Draft Preparation
;
Gattiglia Gabriele
Writing – Review & Editing
2022-01-01

Abstract

The ArchAIDE project realised an AI-based application to recognise archaeological pottery, developing two deep learning algorithms to propose identifications based on images captured on-site while retaining key decision points necessary to create trusted results. One method relies on the shape of a potsherd; the other on decorative features. Developing the project meant facing challenges related to real-world archaeological data, deep learning techniques, ethics, epistemology, and hermeneutics. The project is still alive and moving towards long-term sustainability, which involves new challenges.
2022
Anichini, Francesca; Gattiglia, Gabriele
File in questo prodotto:
File Dimensione Formato  
PCA12_Anichini-Gattiglia.pdf

accesso aperto

Descrizione: Paper completo
Tipologia: Versione finale editoriale
Licenza: Creative commons
Dimensione 767.84 kB
Formato Adobe PDF
767.84 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11568/1153739
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 0
  • ???jsp.display-item.citation.isi??? ND
social impact