ArtGraph

ArtGraph is a Knowledge Graph in the art domain, based on WikiArt and DBpedia, able to represent and describe concepts related to artworks. 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 the artist used 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 the author is associated with (e.g., Impressionism, Cubism).

artgraph:Serie
Serie refers to a collection of artworks with 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).

artgraph:Emotion
The dominant reactions that the artwork elicits in the viewer taken from the ArtEmis dataset (e.g., contentment, fear).

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:elicits
artgraph:Artwork
artgraph:Emotion

ArtGraph was populated using WikiArt and DBpedia, starting with the most popular genres and styles in WikiArt. The graph is made up of 135,047 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

artgraph:Emotion
9

And 1,241,820 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

artgraph:elicits
366,407

This repository contains:

the Neo4j dump of the Knowledge Graph;

all digitized artwork images taken from WikiArt.