Published March 22, 2022
| Version 1.0
Dataset
Open
ArtGraph
- 1. Department of Computer Science, University of Bari, Italy
Description
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.