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 是一款艺术领域的知识图谱（Knowledge Graph），依托 WikiArt 与 DBpedia 构建，可用于表征和描述与艺术品相关的各类概念。若您的研究中用到本仓库，请引用如下文献：Castellano, G., Digeno, V., Sansaro, G., Vessio, G., "借助知识图谱与深度学习实现艺术自动分析", Knowledge-Based Systems, https://doi.org/10.1016/j.knosys.2022.108859, 2022。 下述所有类均为 OWL 类（OWL class）： - artgraph:Artwork（艺术品）：数字化艺术品。 - artgraph:Media（媒介）：指构成艺术品的材料与艺术家创作所用的技法（例如画布、油画颜料）。 - artgraph:Period（创作时期）：指艺术家创作该艺术品的阶段（例如早期作品、意大利时期）。 - artgraph:Style（风格）：指独特的视觉元素、技法与手法，通常对应艺术家所属的艺术流派或运动（例如印象派、立体主义）。 - artgraph:Serie（系列）：指共享同一主题的艺术品集合（例如《呐喊》《圣家族》）。 - artgraph:Genre（题材）：指作品所描绘的主题（例如风景画、肖像画）。 - artgraph:Tag（标签）：指艺术品的附加信息，例如作品中描绘的物体（例如鸟类）。 - artgraph:Gallery（美术馆）：指艺术品的藏放地点。 - artgraph:Country（国家）：指艺术品所在的国家。 - artgraph:City（城市）：指艺术品所在的城市。 - artgraph:Artist（艺术家）：艺术品的创作者。 - artgraph:Movement（艺术运动）：指艺术流派运动（例如装饰艺术、超现实主义）。 - artgraph:Field（领域）：一类基于制作材料对艺术品进行分类的范畴，同时也基于艺术家使用的技法或艺术创作目的对艺术家进行归类（例如绘画、插画、马赛克艺术）。 - artgraph:Training（师承院校）：指艺术家所属的创作院校（例如 Accademia di Belle Arti di Bologna，博洛尼亚美术学院）。 - artgraph:Subject（主题范畴）：指艺术家所属的维基百科分类（例如佛罗伦萨出身人士）。 - artgraph:People（关联人物）：指与艺术家相关的非艺术家身份人士（例如 Cosimo de' Medici，科西莫·德·美第奇）。 所有关系均为 OWL 对象属性（OWL object property），其 IRI、定义域与值域如下： | IRI | 定义域 | 值域 | | 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 依托 WikiArt 与 DBpedia 构建，初始数据源自 WikiArt 中最热门的题材与风格。该图谱共包含 135,038 个资源，各类资源的数量如下： - artgraph:Artwork：116,475 个 - artgraph:Artist：2,501 个 - artgraph:Genre：18 个 - artgraph:Style：32 个 - artgraph:Media：167 个 - artgraph:Tag：5,424 个 - artgraph:Movement：243 个 - artgraph:Training：268 个 - artgraph:Serie：823 个 - artgraph:Subject：6,985 个 - artgraph:Field：54 个 - artgraph:People：109 个 - artgraph:Period：186 个 - artgraph:Gallery：1,099 个 - artgraph:City：596 个 - artgraph:Country：58 个 此外该图谱包含 875,416 条事实（RDF 三元组），各对象属性对应的事实数量如下： - artgraph:hasSubject：21,054 条 - artgraph:belongsToMovement：1,056 条 - artgraph:belongsToField：987 条 - artgraph:relatedToSchool：498 条 - artgraph:trainedBy：47 条 - artgraph:hasPatron：124 条 - artgraph:about：342,982 条 - artgraph:createdBy：116,475 条 - artgraph:partOf：8,322 条 - artgraph:hasStyle：116,475 条 - artgraph:hasGenre：116,475 条 - artgraph:madeOf：83,824 条 - artgraph:locatedIn：58,524 条 - artgraph:hasPeriod：5,748 条 - artgraph:inCountry：1,713 条 - artgraph:inCity：1,109 条 本仓库包含以下内容：该知识图谱的 Neo4j 备份文件；RDF 格式的完整知识图谱；基于 Python 编写的美术分类模型实验代码，该模型依托艺术品的视觉嵌入与图谱嵌入联合方法实现；以及从 WikiArt 获取的所有数字化艺术品图像。