An Image Recognition System of Aboriginal Artefact for Knowledge Sharing using Machine Learning

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dc.contributor.authorMa, Yajunen_US
dc.contributor.authorKarim, Asifen_US
dc.contributor.authorHaque, A. S. M. Farhan Alen_US
dc.contributor.editorPonchio, Federicoen_US
dc.contributor.editorPintus, Ruggeroen_US
dc.date.accessioned2022-09-26T09:59:47Z
dc.date.available2022-09-26T09:59:47Z
dc.date.issued2022
dc.description.abstractAcquiring knowledge about indigenous artefacts is difficult without prior experience. Due to the scarcity of digitally preserved artefacts, the new online generations are not exposed to even the most basic concepts. This paper demonstrates the feasibility of Image recognition technology for providing an app to describe aboriginal artefacts. By using Microsoft Custom Vision Service to classify and train the data, the predictive API of the model is called from a progressive web app developed to take photos of artefacts and retrieve their classification and description. We have divided aboriginal artefacts into the categories of tools or paintings for detection and description by machine learning systems. We test the trained model by taking new photos of artefacts already known to the system with the app camera. This performance was tested and compared with human classification to determine its usability. The results of the testing of our app show that the identification of aboriginal artefacts is applicable in certain cases.en_US
dc.description.sectionheadersSession 1
dc.description.seriesinformationEurographics Workshop on Graphics and Cultural Heritage
dc.identifier.doi10.2312/gch.20221217
dc.identifier.isbn978-3-03868-178-6
dc.identifier.issn2312-6124
dc.identifier.pages15-18
dc.identifier.pages4 pages
dc.identifier.urihttps://doi.org/10.2312/gch.20221217
dc.identifier.urihttps://diglib.eg.org:443/handle/10.2312/gch20221217
dc.publisherThe Eurographics Associationen_US
dc.rightsAttribution 4.0 International License
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.subjectCCS Concepts: Applied Computing --> Computers in other domains; Digital libraries and archives
dc.subjectApplied Computing
dc.subjectComputers in other domains
dc.subjectDigital libraries and archives
dc.titleAn Image Recognition System of Aboriginal Artefact for Knowledge Sharing using Machine Learningen_US
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GCH 2022 - Eurographics Workshop on Graphics and Cultural Heritage