ArtGraph is a Knowledge Graph in the art domain, based on WikiArt and DBpedia, able to represent and describe concepts related to arworks

Gennaro Vessio

Giovanna Castellano

Giovanni Sansaro

Vincenzo Digeno

English

Archivio istituzionale della ricerca - Università di Bari

22/03/22, 19:43 ArtGraph | Zenodohttps://zenodo.org/record/6337958#.YjoXa-fMK3A 1/6Dataset  Open Access March 22, 2022ArtGraph (https://orcid.org/0000-0002-6489-8628) Giovanna Castellano; Vincenzo Digeno; Giovanni Sansaro; (https://orcid.org/0000-0002-0883-2691) Gennaro VessioArtGraph is a Knowledge Graph in the art domain, based on WikiArt and DBpedia, able to represent and describe conceptsrelated to arworks. The related manuscript is currently under review.All classes, listed below, are OWL classes:IRI Descriptionartgraph:Artwork A digitized artwork.artgraph:MediaMedia refers to the materials the artwork is made of and the techniques used by the artist tocreate the artwork (e.g., canvas, oil).artgraph:Period The period of the author in which the artwork was created (e.g., early work, Italian period).artgraph:StyleStyle refers to the distinctive visual elements, techniques and methods. It usually correspondsto an art movement or school to which the author is associated (e.g., Impressionism,Cubism).artgraph:SerieSerie refers to a collection of artworks that share the same theme (e.g., The Scream, The HolyFamily).artgraph:Genre Genre refers to the theme depicted (e.g., landscape, portrait).artgraph:TagTag refers to additional information about the artwork such as the objects depicted (e.g.,birds).artgraph:Gallery The location where the artwork is located.artgraph:Country The country where the artwork is located.artgraph:City The city where the artwork is located.artgraph:Artist The author of the artwork.artgraph:Movement The art movement (e.g., Art Déco, Surrealism).artgraph:FieldField is a category that combines artworks based on the materials they are made of. At thesame time, it categorizes artists based on the techniques used or the purpose of the artworks(e.g., painting, illustration, mosaic).artgraph:Training The training school associated with the artist (e.g., Accademia di Belle Arti di Bologna).artgraph:SubjectSubject refers to the Wikipedia categories the artist is associated with (e.g., people fromFlorance).artgraph:People Non-artist person related to the artist (e.g., Cosimo de' Medici).All relations are OWL object properties:IRI Domain Rangeartgraph:about artgraph:Artwork artgraph:Tagartgraph:madeOf artgraph:Artwork artgraph:Mediaartgraph:hasGenre artgraph:Artwork artgraph:Genreartgraph:hasStyle artgraph:Artwork artgraph:Styleartgraph:locatedIn artgraph:Artworkartgraph:Gallery, artgraph:City,artgraph:Country22/03/22, 19:43 ArtGraph | Zenodohttps://zenodo.org/record/6337958#.YjoXa-fMK3A 2/6artgraph:inCity artgraph:Gallery artgraph:Cityartgraph:inCountryartgraph:Gallery,artgraph:Cityartgraph:Countryartgraph:partOf artgraph:Artwork artgraph:Serieartgraph:hasPeriod artgraph:Artwork artgraph:Periodartgraph:createdBy artgraph:Artwork artgraph:Artistartgraph:belongsToMovement artgraph:Artist artgraph:Movementartgraph:belongsToField artgraph:Artist artgraph:Fieldartgraph:relatedToSchool artgraph:Artist artgraph:Trainingartgraph:hasPatron artgraph:Artist artgraph:Peopleartgraph:trainedBy artgraph:Artist artgraph:Artistartgraph:hasSubject artgraph:Artist artgraph:SubjectArtGraph was populated using WikiArt and DBpedia starting with the most popular genres and styles in WikiArt. The graph ismade up of 135,038 resources:Class # resourcesartgraph:Artwork 116,475artgraph:Artist 2,501artgraph:Genre 18artgraph:Style 32artgraph:Media 167artgraph:Tag 5,424artgraph:Movement 243artgraph:Training 268artgraph:Serie 823artgraph:Subject 6,985artgraph:Field 54artgraph:People 109artgraph:Period 186artgraph:Gallery 1,099artgraph:City 596artgraph:Country 58And 875,416 facts:Object property # factsartgraph:hasSubject 21,054artgraph:belongsToMovement 1,056artgraph:belongsToField 987artgraph:relatedToSchool 49822/03/22, 19:43 ArtGraph | Zenodohttps://zenodo.org/record/6337958#.YjoXa-fMK3A 3/6 Download (/record/6337958/ les/argraph.dump?download=1)artgraph:trainedBy 47artgraph:hasPatron 124artgraph:about 342,982artgraph:createdBy 116,475artgraph:partOf 8,322artgraph:hasStyle 116,475artgraph:hasGenre 116,475artgraph:madeOf 83,824artgraph:locatedIn 58,524artgraph:hasPeriod 5,748artgraph:inCountry 1,713artgraph:inCity 1,109This repository contains:the Neo4j dump of the Knowledge Graph;the entire Knowledge Graph in RDF format;the code written in Python related to the  ne art classi cation models we have experimented, based on the jointexploitation of visual and graph embeddings of the artworks;all digitized artwork images taken from WikiArt. Preview113.0 MB5.7 kB artgraph-rdf.zip artgraph-rdf artgraph-facts.ttl artgraph-ontology.ttlFiles (2.1 GB)Name Sizeargraph.dump (/record/6337958/ les/argraph.dump?download=1)md5:3fdb719eb06bb35e68cfc387539bd974 113.4 MB22/03/22, 19:43 ArtGraph | Zenodohttps://zenodo.org/record/6337958#.YjoXa-fMK3A 4/6 Preview   Download (/record/6337958/ les/artgraph-rdf.zip?download=1) Preview   Download (/record/6337958/ les/code.zip?download=1) Preview   Download (/record/6337958/ les/images.zip?download=1)Name Sizeartgraph-rdf.zip (/record/6337958/ les/artgraph-rdf.zip?download=1)md5:20b5d4ed4539151b0e048758a4f9f9a1 12.5 MBcode.zip (/record/6337958/ les/code.zip?download=1)md5:6d8e17b82bcf507f45860f11a8e67922 55.2 kBimages.zip (/record/6337958/ les/images.zip?download=1)md5:5e1948b19db65492671d8ca17ddb5220 1.9 GBNo citations.(https://hBetaCitations  (https://help.zenodo.org/#citations) 0  Show only:Literature (0)  Dataset (0)  Software (0)  Unknown (0)Citations to this version EditNew version00 views downloadsSee more details...Search 22/03/22, 19:43 ArtGraph | Zenodohttps://zenodo.org/record/6337958#.YjoXa-fMK3A 5/6Indexed in(https://explore.openaire.eu/search/dataset?pid=10.5281/zenodo.6337958)Publication date:March 22, 2022DOI:DOI 10.5281/zenodo.6337958Keyword(s):digital humanities  (/search?q=keywords%3A%22digital+humanities%22) visual arts  (/search?q=keywords%3A%22visual+arts%22) knowledge graphs  (/search?q=keywords%3A%22knowledge+graphs%22)deep learning  (/search?q=keywords%3A%22deep+learning%22) computer vision  (/search?q=keywords%3A%22computer+vision%22)License (for  les): Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/legalcode)VersionsVersion 1.0 (/record/6337958) 10.5281/zenodo.6337958 Mar 22, 2022Cite all versions? 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ArtGraph

ArtGraph is a Knowledge Graph in the art domain, based on WikiArt and DBpedia, able to represent and describe concepts related to arworks. If you found this repository useful for your research, please cite: 


Castellano, G., Digeno, V., Sansaro, G., Vessio, G., "Leveraging Knowledge Graphs and Deep Learning for automatic art analysis", Knowledge-Based Systems, https://doi.org/10.1016/j.knosys.2022.108859, 2022


All classes, listed below, are OWL classes:


	
		
			IRI
			Description
		
		
			artgraph:Artwork
			A digitized artwork.
		
		
			artgraph:Media
			Media refers to the materials the artwork is made of and the techniques used by the artist to create the artwork (e.g., canvas, oil).
		
		
			artgraph:Period
			The period of the author in which the artwork was created (e.g., early work, Italian period).
		
		
			artgraph:Style
			Style refers to the distinctive visual elements, techniques and methods. It usually corresponds to an art movement or school to which the author is associated (e.g., Impressionism, Cubism).
		
		
			artgraph:Serie
			Serie refers to a collection of artworks that share the same theme (e.g., The Scream, The Holy Family).
		
		
			artgraph:Genre
			Genre refers to the theme depicted (e.g., landscape, portrait).
		
		
			artgraph:Tag
			Tag refers to additional information about the artwork such as the objects depicted (e.g., birds).
		
		
			artgraph:Gallery
			The location where the artwork is located.
		
		
			artgraph:Country
			The country where the artwork is located.
		
		
			artgraph:City
			The city where the artwork is located.
		
		
			artgraph:Artist
			The author of the artwork.
		
		
			artgraph:Movement
			The art movement (e.g., Art Déco, Surrealism).
		
		
			artgraph:Field
			Field is a category that combines artworks based on the materials they are made of. At the same time, it categorizes artists based on the techniques used or the purpose of the artworks (e.g., painting, illustration, mosaic).
		
		
			artgraph:Training
			The training school associated with the artist (e.g., Accademia di Belle Arti di Bologna).
		
		
			artgraph:Subject
			Subject refers to the Wikipedia categories the artist is associated with (e.g., people from Florence).
		
		
			artgraph:People
			Non-artist person related to the artist (e.g., Cosimo de' Medici).
		
	


All relations are OWL object properties:


	
		
			IRI
			Domain
			Range
		
		
			artgraph:about
			artgraph:Artwork
			artgraph:Tag
		
		
			artgraph:madeOf
			artgraph:Artwork
			artgraph:Media
		
		
			artgraph:hasGenre
			artgraph:Artwork
			artgraph:Genre
		
		
			artgraph:hasStyle
			artgraph:Artwork
			artgraph:Style
		
		
			artgraph:locatedIn
			artgraph:Artwork
			artgraph:Gallery, artgraph:City, artgraph:Country
		
		
			artgraph:inCity
			artgraph:Gallery
			artgraph:City
		
		
			artgraph:inCountry
			artgraph:Gallery, artgraph:City
			artgraph:Country
		
		
			artgraph:partOf
			artgraph:Artwork
			artgraph:Serie
		
		
			artgraph:hasPeriod
			artgraph:Artwork
			artgraph:Period
		
		
			artgraph:createdBy
			artgraph:Artwork
			artgraph:Artist
		
		
			artgraph:belongsToMovement
			artgraph:Artist
			artgraph:Movement
		
		
			artgraph:belongsToField
			artgraph:Artist
			artgraph:Field
		
		
			artgraph:relatedToSchool
			artgraph:Artist
			artgraph:Training
		
		
			artgraph:hasPatron
			artgraph:Artist
			artgraph:People
		
		
			artgraph:trainedBy
			artgraph:Artist
			artgraph:Artist
		
		
			artgraph:hasSubject
			artgraph:Artist
			artgraph:Subject
		
	


ArtGraph was populated using WikiArt and DBpedia starting with the most popular genres and styles in WikiArt. The graph is made up of 135,038 resources:


	
		
			Class
			# resources
		
		
			artgraph:Artwork
			116,475
		
		
			artgraph:Artist
			2,501
		
		
			artgraph:Genre
			18
		
		
			artgraph:Style
			32
		
		
			artgraph:Media
			167
		
		
			artgraph:Tag
			5,424
		
		
			artgraph:Movement
			243
		
		
			artgraph:Training
			268
		
		
			artgraph:Serie
			823
		
		
			artgraph:Subject
			6,985
		
		
			artgraph:Field
			54
		
		
			artgraph:People
			109
		
		
			artgraph:Period
			186
		
		
			artgraph:Gallery
			1,099
		
		
			artgraph:City
			596
		
		
			artgraph:Country
			58
		
	


And 875,416 facts:


	
		
			Object property
			# facts
		
		
			artgraph:hasSubject
			21,054
		
		
			artgraph:belongsToMovement
			1,056
		
		
			artgraph:belongsToField
			987
		
		
			artgraph:relatedToSchool
			498
		
		
			artgraph:trainedBy
			47
		
		
			artgraph:hasPatron
			124
		
		
			artgraph:about
			342,982
		
		
			artgraph:createdBy
			116,475
		
		
			artgraph:partOf
			8,322
		
		
			artgraph:hasStyle
			116,475
		
		
			artgraph:hasGenre
			116,475
		
		
			artgraph:madeOf
			83,824
		
		
			artgraph:locatedIn
			58,524
		
		
			artgraph:hasPeriod
			5,748
		
		
			artgraph:inCountry
			1,713
		
		
			artgraph:inCity
			1,109
		
	


This repository contains:


	the Neo4j dump of the Knowledge Graph;
	the entire Knowledge Graph in RDF format;
	the code written in Python related to the fine art classification models we have experimented, based on the joint exploitation of visual and graph embeddings of the artworks;
	all digitized artwork images taken from WikiArt

ArtGraph

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Archivio istituzionale della ricerca - Università di Bari

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