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.ArtGraph是一款艺术领域知识图谱（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。若本仓库对您的研究有所助力，请引用如下文献：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。 下述所有分类均为OWL类（OWL class）： artgraph:Artwork：数字化艺术品（Artwork），即经过数字化处理的艺术品。 artgraph:Media：媒介（Media），指艺术品的创作材料与艺术家所用的创作技法，例如画布、油画颜料。 artgraph:Period：创作时期（Period），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：艺术风格（Style），指独特的视觉元素、技法与创作手法，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：系列作品（Serie），指以同一主题为核心的艺术品集合，例如《呐喊》《圣家族》。 artgraph:Genre：艺术题材（Genre），指艺术品所描绘的主题，例如风景画、肖像画。 artgraph:Tag：标签（Tag），指艺术品的补充信息，例如其中描绘的物体，例如鸟类。 artgraph:Gallery：美术馆（Gallery），指艺术品的馆藏地点。 artgraph:Country：国家（Country），指艺术品所在的国家。 artgraph:City：城市（City），指艺术品所在的城市。 artgraph:Artist：艺术家（Artist），指艺术品的创作者。 artgraph:Movement：艺术运动（Movement），指艺术流派运动，例如装饰艺术、超现实主义。 artgraph:Field：创作领域（Field），一类兼具双重分类功能的范畴：一方面可依据创作材料对艺术品进行归类，另一方面可依据艺术家所用技法或创作目的对艺术家进行划分，例如绘画、插画、马赛克艺术。 artgraph:Training：师承院校（Training），指艺术家所属的进修院校，例如博洛尼亚美术学院（Accademia di Belle Arti di Bologna）。 artgraph:Subject：关联主题（Subject），指艺术家所属的维基百科分类范畴，例如佛罗伦萨出身人士。 artgraph:People：关联人物（People），指与艺术家相关的非艺术家身份人士，例如科西莫·德·美第奇。 artgraph:Emotion：情感倾向（Emotion），指从ArtEmis数据集中提取的、艺术品带给观者的主导性情绪反应，例如满足感、恐惧感。 下述所有关系均为OWL对象属性（OWL object property）： artgraph:about：定义域为艺术品（artgraph:Artwork），值域为标签（artgraph:Tag） artgraph:madeOf：定义域为艺术品（artgraph:Artwork），值域为媒介（artgraph:Media） artgraph:hasGenre：定义域为艺术品（artgraph:Artwork），值域为艺术题材（artgraph:Genre） artgraph:hasStyle：定义域为艺术品（artgraph:Artwork），值域为艺术风格（artgraph:Style） artgraph:locatedIn：定义域为艺术品（artgraph:Artwork），值域为美术馆（artgraph:Gallery）、城市（artgraph:City）、国家（artgraph:Country） artgraph:inCity：定义域为美术馆（artgraph:Gallery），值域为城市（artgraph:City） artgraph:inCountry：定义域为美术馆（artgraph:Gallery）、城市（artgraph:City），值域为国家（artgraph:Country） artgraph:partOf：定义域为艺术品（artgraph:Artwork），值域为系列作品（artgraph:Serie） artgraph:hasPeriod：定义域为艺术品（artgraph:Artwork），值域为创作时期（artgraph:Period） artgraph:createdBy：定义域为艺术品（artgraph:Artwork），值域为艺术家（artgraph:Artist） artgraph:belongsToMovement：定义域为艺术家（artgraph:Artist），值域为艺术运动（artgraph:Movement） artgraph:belongsToField：定义域为艺术家（artgraph:Artist），值域为创作领域（artgraph:Field） artgraph:relatedToSchool：定义域为艺术家（artgraph:Artist），值域为师承院校（artgraph:Training） artgraph:hasPatron：定义域为艺术家（artgraph:Artist），值域为关联人物（artgraph:People） artgraph:trainedBy：定义域为艺术家（artgraph:Artist），值域为艺术家（artgraph:Artist） artgraph:hasSubject：定义域为艺术家（artgraph:Artist），值域为关联主题（artgraph:Subject） artgraph:elicits：定义域为艺术品（artgraph:Artwork），值域为情感倾向（artgraph:Emotion） ArtGraph的构建以WikiArt与DBpedia为数据源，首先选取WikiArt中最具知名度的题材与风格进行扩充。该图谱共计包含135047个实体资源，各分类对应的实体数量如下： artgraph:Artwork（数字化艺术品）：116475个 artgraph:Artist（艺术家）：2501个 artgraph:Genre（艺术题材）：18个 artgraph:Style（艺术风格）：32个 artgraph:Media（媒介）：167个 artgraph:Tag（标签）：5424个 artgraph:Movement（艺术运动）：243个 artgraph:Training（师承院校）：268个 artgraph:Serie（系列作品）：823个 artgraph:Subject（关联主题）：6985个 artgraph:Field（创作领域）：54个 artgraph:People（关联人物）：109个 artgraph:Period（创作时期）：186个 artgraph:Gallery（美术馆）：1099个 artgraph:City（城市）：596个 artgraph:Country（国家）：58个 artgraph:Emotion（情感倾向）：9个 此外该图谱还包含1241820条事实数据，各对象属性对应的事实数量如下： artgraph:hasSubject（关联主题）：21054条 artgraph:belongsToMovement（所属艺术运动）：1056条 artgraph:belongsToField（所属创作领域）：987条 artgraph:relatedToSchool（关联师承院校）：498条 artgraph:trainedBy（师承关系）：47条 artgraph:hasPatron（资助者关系）：124条 artgraph:about（主题关联）：342982条 artgraph:createdBy（创作者关联）：116475条 artgraph:partOf（系列归属）：8322条 artgraph:hasStyle（艺术风格关联）：116475条 artgraph:hasGenre（艺术题材关联）：116475条 artgraph:madeOf（创作材料与技法关联）：83824条 artgraph:locatedIn（馆藏地点关联）：58524条 artgraph:hasPeriod（创作时期关联）：5748条 artgraph:inCountry（所属国家关联）：1713条 artgraph:inCity（所属城市关联）：1109条 artgraph:elicits（情绪唤起关联）：366407条 本仓库包含以下内容：该知识图谱的Neo4j导出文件；从WikiArt获取的全部数字化艺术品图像。