{"id":8620,"date":"2023-12-24T11:49:11","date_gmt":"2023-12-24T11:49:11","guid":{"rendered":"https:\/\/dailyai.com\/?p=8620"},"modified":"2023-12-24T11:52:04","modified_gmt":"2023-12-24T11:52:04","slug":"ai-finally-solves-the-mystery-behind-a-renaissance-painting","status":"publish","type":"post","link":"https:\/\/dailyai.com\/fr\/2023\/12\/ai-finally-solves-the-mystery-behind-a-renaissance-painting\/","title":{"rendered":"L'IA r\u00e9sout enfin le myst\u00e8re d'une peinture de la Renaissance"},"content":{"rendered":"

Depuis des si\u00e8cles, le d\u00e9bat se poursuit pour savoir si Rapha\u00ebl est bien l'artiste \u00e0 l'origine d'une peinture de la Renaissance appel\u00e9e Madonna della Rosa. Des chercheurs ont eu recours \u00e0 l'apprentissage automatique pour r\u00e9soudre ce myst\u00e8re.<\/strong><\/p>\n

Lorsque les historiens de l'art tentent d'attribuer une peinture \u00e0 un artiste, leur d\u00e9cision implique une multitude de tests. Ils v\u00e9rifient la composition chimique des mat\u00e9riaux, proc\u00e8dent \u00e0 des radiographies, recherchent la provenance et font appel \u00e0 des experts pour examiner les moindres d\u00e9tails des sc\u00e8nes peintes.<\/p>\n

M\u00eame apr\u00e8s tout cela, certains tableaux, comme la Madonna della Rosa, font encore l'objet de controverses entre experts.<\/p>\n

On soup\u00e7onnait fortement que le tableau \u00e9tait l'\u0153uvre du ma\u00eetre de la Renaissance Rapha\u00ebl, mais certains \u00e9l\u00e9ments du tableau laissaient planer le doute.<\/p>\n

La Madonna della Rosa est une peinture repr\u00e9sentant Marie, Joseph, J\u00e9sus et l'enfant Jean-Baptiste. Les parties que certains experts soup\u00e7onnent d'avoir \u00e9t\u00e9 peintes par un autre artiste sont la t\u00eate de Joseph et la rose au bas du tableau.<\/p>\n

Jetons un coup d'\u0153il \u00e0 l'IA<\/h2>\n

Hassan Ugail, professeur \u00e0 l'universit\u00e9 de Bradford, a mis au point un mod\u00e8le d'apprentissage automatique pour analyser le tableau et confirmer si Rapha\u00ebl \u00e9tait bien l'artiste.<\/p>\n

Le mod\u00e8le d'Ugail utilise l'apprentissage par transfert profond appliqu\u00e9 au r\u00e9seau neuronal profond ResNet50. ResNet50 est largement utilis\u00e9 dans les t\u00e2ches de reconnaissance d'images parce qu'il est tr\u00e8s performant dans l'apprentissage de mod\u00e8les complexes dans les images.<\/p>\n

ResNet50 est d\u00e9j\u00e0 pr\u00e9-entra\u00een\u00e9 sur un grand ensemble de donn\u00e9es d'images. L'apprentissage par transfert est une technique d'apprentissage automatique dans laquelle un mod\u00e8le d\u00e9velopp\u00e9 pour une t\u00e2che est r\u00e9utilis\u00e9 comme point de d\u00e9part d'un mod\u00e8le pour une deuxi\u00e8me t\u00e2che. Cette technique est particuli\u00e8rement utile lorsque vous disposez de peu de donn\u00e9es pour la nouvelle t\u00e2che.<\/p>\n

Ugail a utilis\u00e9 le ResNet50 pr\u00e9-entra\u00een\u00e9 comme point de d\u00e9part et l'a entra\u00een\u00e9 sur 49 peintures dont il a \u00e9t\u00e9 confirm\u00e9 qu'elles \u00e9taient de Rapha\u00ebl. Le mod\u00e8le est ainsi devenu un expert de l'\u0153uvre de Rapha\u00ebl, de ses coups de pinceau particuliers, de son choix de couleurs et de ses compositions.<\/p>\n

Selon M. Ugail, le mod\u00e8le peut reconna\u00eetre des pi\u00e8ces authentiques avec une pr\u00e9cision de 98 %.<\/p>\n

Qui l'a peint ?<\/h2>\n

Lorsque les chercheurs ont appliqu\u00e9 le mod\u00e8le \u00e0 la Madonna della Rosa, ils ont estim\u00e9 qu'il n'y avait qu'une probabilit\u00e9 de 60% qu'elle soit l'\u0153uvre de Rapha\u00ebl.<\/p>\n

Ce n'est pas une bonne nouvelle pour la galerie madril\u00e8ne du Prado, qui insiste sur le fait que son tableau est une \u0153uvre authentique de Rapha\u00ebl.<\/p>\n

Lorsque le mod\u00e8le a \u00e9t\u00e9 utilis\u00e9 pour analyser des zones sp\u00e9cifiques du tableau, la v\u00e9rit\u00e9 derri\u00e8re son cr\u00e9ateur est apparue.<\/p>\n

\"\"
Parties de la Madonna della Rosa identifi\u00e9es pour une analyse individuelle. (Image reproduite sous licence du domaine public Wikimedia Commons - Rapha\u00ebl artiste QS:P170,Q5597 (https:\/\/commons.wikimedia.org\/wiki\/File:Raffaello_Santi_-_Madonna_della_Rosa_(Prado).jpg), \"Raffaello Santi - Madonna della Rosa (Prado)\") Source : Journal des sciences du patrimoine<\/a><\/figcaption><\/figure>\n

Le mod\u00e8le a conclu que les zones incorporant Marie, J\u00e9sus, Jean Baptiste, et m\u00eame la rose suspecte, avaient une probabilit\u00e9 de 90% d'\u00eatre peintes par Rapha\u00ebl.<\/p>\n

Comme on s'en doutait, la t\u00eate de Joseph a probablement \u00e9t\u00e9 peinte par un autre artiste, car le mod\u00e8le lui donnait une probabilit\u00e9 inf\u00e9rieure \u00e0 40% d'\u00eatre l'\u0153uvre de Rapha\u00ebl. Lorsqu'un visiteur de la galerie du Prado demande si Rapha\u00ebl est bien l'artiste qui a peint cette \u0153uvre, le conservateur peut r\u00e9pondre en toute confiance : \"La plupart du temps\".<\/p>\n

Co-auteur de le papier<\/a>Le professeur Edwards, professeur \u00e9m\u00e9rite de spectroscopie mol\u00e9culaire \u00e0 l'universit\u00e9 de Bradford, a d\u00e9clar\u00e9 : \"L'analyse de notre travail par le programme d'intelligence artificielle a d\u00e9montr\u00e9 de mani\u00e8re concluante que si les trois figures de la Vierge, de l'Enfant J\u00e9sus et de saint Jean-Baptiste sont sans \u00e9quivoque peintes par Rapha\u00ebl, celle de saint Joseph ne l'est pas et a \u00e9t\u00e9 peinte par quelqu'un d'autre - peut-\u00eatre par Romano, comme l'ont cru zur Capellen et d'autres personnes\".<\/p>\n

Cette recherche pourrait \u00eatre appliqu\u00e9e \u00e0 d'autres \u0153uvres contest\u00e9es, \u00e0 condition qu'il y ait suffisamment d'exemples d'\u0153uvres confirm\u00e9es \u00e0 utiliser comme ensemble de donn\u00e9es de formation. Le professeur Christopher Brooke, de l'universit\u00e9 de Nottingham, coauteur de l'\u00e9tude, a d\u00e9clar\u00e9 que cette nouvelle approche de l'attribution des \u0153uvres d'art \"est adaptable en ce sens que les \u0153uvres d'autres artistes peuvent \u00eatre examin\u00e9es \u00e0 l'aide de la m\u00eame technique, et c'est l'objectif des recherches futures\".<\/p>\n

Il est peu probable que l'IA prenne la place des historiens de l'art et cette m\u00e9thode ne peut pas \u00eatre utilis\u00e9e exclusivement pour d\u00e9terminer l'attribution correcte des \u0153uvres d'art.<\/p>\n

David G. Stork, professeur adjoint \u00e0 l'universit\u00e9 de Stanford et coauteur de l'article, a d\u00e9clar\u00e9 : \"Les m\u00e9thodes informatiques prouvent lentement mais s\u00fbrement qu'elles peuvent aider les \u00e9tudes humanistes traditionnelles de l'art, mais elles doivent toujours \u00eatre utilis\u00e9es avec une compr\u00e9hension profonde du contexte historique de l'art, et leurs r\u00e9sultats doivent \u00eatre compris et interpr\u00e9t\u00e9s dans le contexte plus large de la connaissance de l'art pertinente pour le probl\u00e8me en question\".<\/p>\n

L'apprentissage automatique ne remplacera pas les historiens de l'art, mais il sera d'une grande aide pour r\u00e9soudre certains conflits anciens.<\/p>","protected":false},"excerpt":{"rendered":"

Depuis des si\u00e8cles, le d\u00e9bat se poursuit pour savoir si Rapha\u00ebl est bien l'artiste \u00e0 l'origine d'une peinture de la Renaissance appel\u00e9e Madonna della Rosa. Des chercheurs ont eu recours \u00e0 l'apprentissage automatique pour r\u00e9soudre ce myst\u00e8re. Lorsque les historiens de l'art s'efforcent d'attribuer une peinture \u00e0 un artiste, ils proc\u00e8dent \u00e0 toute une s\u00e9rie de tests. Ils v\u00e9rifient la composition chimique des mat\u00e9riaux, passent des radiographies, recherchent la provenance et demandent \u00e0 des experts d'examiner les moindres d\u00e9tails des sc\u00e8nes peintes. Malgr\u00e9 tout cela, certains tableaux comme la Madonna della Rosa font encore l'objet de controverses entre experts. La force<\/p>","protected":false},"author":6,"featured_media":8624,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[150,105],"class_list":["post-8620","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-ai-benefits","tag-machine-learning"],"yoast_head":"\nAI finally solves the mystery behind a Renaissance painting | DailyAI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/fr\/2023\/12\/ai-finally-solves-the-mystery-behind-a-renaissance-painting\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI finally solves the mystery behind a Renaissance painting | DailyAI\" \/>\n<meta property=\"og:description\" content=\"For centuries the debate has been ongoing as to whether or not Raphael was indeed the artist behind a Renaissance painting called Madonna della Rosa. Researchers used machine learning to solve the mystery. When art historians endeavor to attribute a painting to an artist their decision involves a host of tests. They check the chemical makeup of the materials, take X-ray scans, track down the provenance, and have experts pore over the minutest details in the painted scenes. Even after all of that, some paintings like the Madonna della Rosa still have experts arguing over who painted it. 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