{"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\/pt\/2023\/12\/ai-finally-solves-the-mystery-behind-a-renaissance-painting\/","title":{"rendered":"A IA resolve finalmente o mist\u00e9rio por detr\u00e1s de uma pintura renascentista"},"content":{"rendered":"

H\u00e1 s\u00e9culos que se discute se Rafael foi ou n\u00e3o, de facto, o artista por detr\u00e1s de uma pintura renascentista chamada Madonna della Rosa. Os investigadores utilizaram a aprendizagem autom\u00e1tica para resolver o mist\u00e9rio.<\/strong><\/p>\n

Quando os historiadores de arte se esfor\u00e7am por atribuir uma pintura a um artista, a sua decis\u00e3o envolve uma s\u00e9rie de testes. Verificam a composi\u00e7\u00e3o qu\u00edmica dos materiais, efectuam exames de raios X, procuram a proveni\u00eancia e mandam os peritos analisar os mais \u00ednfimos pormenores das cenas pintadas.<\/p>\n

Mesmo depois de tudo isto, alguns quadros, como a Madonna della Rosa, continuam a ser objeto de discuss\u00e3o entre os especialistas sobre quem os pintou.<\/p>\n

A forte suspeita era de que a pintura fosse obra do mestre renascentista Rafael, mas havia elementos na pintura que suscitavam d\u00favidas.<\/p>\n

A Madonna della Rosa \u00e9 uma pintura de Maria, Jos\u00e9, Jesus e o beb\u00e9 Jo\u00e3o Batista. As \u00e1reas que alguns especialistas suspeitam terem sido pintadas por um artista diferente s\u00e3o a cabe\u00e7a de Jos\u00e9 e a rosa na parte inferior da pintura.<\/p>\n

A IA d\u00e1 uma vista de olhos<\/h2>\n

O professor Hassan Ugail, da Universidade de Bradford, desenvolveu um modelo de aprendizagem autom\u00e1tica para analisar a pintura e confirmar se Rafael era de facto o artista.<\/p>\n

O modelo de Ugail utilizou a aprendizagem por transfer\u00eancia profunda aplicada \u00e0 rede neural profunda ResNet50. A ResNet50 \u00e9 amplamente utilizada em tarefas de reconhecimento de imagens porque \u00e9 muito boa a aprender padr\u00f5es complexos em imagens.<\/p>\n

O ResNet50 j\u00e1 est\u00e1 pr\u00e9-treinado num grande conjunto de dados de imagens. A aprendizagem por transfer\u00eancia \u00e9 uma t\u00e9cnica de aprendizagem autom\u00e1tica em que um modelo desenvolvido para uma tarefa \u00e9 reutilizado como ponto de partida para um modelo numa segunda tarefa. Esta t\u00e9cnica \u00e9 especialmente \u00fatil quando os dados para a nova tarefa s\u00e3o limitados.<\/p>\n

Ugail utilizou o ResNet50 pr\u00e9-treinado como ponto de partida e treinou-o ainda mais em 49 pinturas que foram confirmadas como sendo de Rafael. Como resultado, o modelo tornou-se um perito no trabalho de Rafael, desde as suas pinceladas particulares, escolha de cores e composi\u00e7\u00f5es.<\/p>\n

Ugail afirma que o modelo consegue reconhecer pe\u00e7as aut\u00eanticas com uma precis\u00e3o de 98%.<\/p>\n

Quem o pintou?<\/h2>\n

Quando os investigadores aplicaram o modelo \u00e0 Madonna della Rosa, sugeriram que havia apenas uma probabilidade de 60% de ser obra de Rafael.<\/p>\n

N\u00e3o s\u00e3o boas not\u00edcias para a galeria do Prado, em Madrid, que insiste que o seu quadro \u00e9 uma obra aut\u00eantica de Rafael.<\/p>\n

Quando o modelo foi utilizado para analisar \u00e1reas espec\u00edficas da pintura, a verdade por detr\u00e1s do seu criador emergiu.<\/p>\n

\"\"
Partes da pintura Madonna della Rosa identificadas para an\u00e1lise individual. (Imagem reproduzida sob licen\u00e7a de dom\u00ednio p\u00fablico da Wikimedia Commons - artista Rafael QS:P170,Q5597 (https:\/\/commons.wikimedia.org\/wiki\/File:Raffaello_Santi_-_Madonna_della_Rosa_(Prado).jpg), \"Raffaello Santi - Madonna della Rosa (Prado)\") Fonte: Revista Heritage Science<\/a><\/figcaption><\/figure>\n

O modelo concluiu que as \u00e1reas que incorporam Maria, Jesus, Jo\u00e3o Batista e at\u00e9 a rosa suspeita, tinham uma probabilidade de 90% de serem pintadas por Rafael.<\/p>\n

Como se suspeitava, a cabe\u00e7a de Jos\u00e9 foi provavelmente pintada por um artista diferente, uma vez que o modelo lhe dava uma probabilidade inferior a 40% de ser obra de Rafael. Quando um visitante da galeria do Prado pergunta se Rafael foi de facto o artista que pintou esta obra, o conservador pode responder com confian\u00e7a: \"Quase sempre\".<\/p>\n

Coautor de o papel<\/a>O Professor Edwards, Professor Em\u00e9rito de Espectroscopia Molecular da Universidade de Bradford, afirmou: \"A an\u00e1lise do nosso trabalho pelo programa de IA demonstrou de forma conclusiva que, enquanto as tr\u00eas figuras da Madonna, do Menino Jesus e de S\u00e3o Jo\u00e3o Batista s\u00e3o inequivocamente pintadas por Rafael, a de S\u00e3o Jos\u00e9 n\u00e3o o \u00e9 e foi pintada por outra pessoa - possivelmente por Romano, como acreditam zur Capellen e outros\".<\/p>\n

Esta investiga\u00e7\u00e3o pode ser aplicada a outras obras contestadas, desde que existam exemplos suficientes de obras confirmadas para utilizar como conjunto de dados de treino. O coautor, Professor Christopher Brooke, da Universidade de Nottingham, afirmou que esta nova abordagem \u00e0 atribui\u00e7\u00e3o de obras de arte \"\u00e9 adapt\u00e1vel, na medida em que as obras de outros artistas podem ser examinadas utilizando a mesma t\u00e9cnica, e este \u00e9 o objetivo da investiga\u00e7\u00e3o futura\".<\/p>\n

\u00c9 pouco prov\u00e1vel que a IA venha a substituir os historiadores de arte e n\u00e3o se pode confiar exclusivamente neste m\u00e9todo para determinar a atribui\u00e7\u00e3o correcta de obras de arte.<\/p>\n

O Professor Adjunto da Universidade de Stanford, David G. Stork, que tamb\u00e9m \u00e9 coautor do artigo, afirmou: \"Os m\u00e9todos inform\u00e1ticos est\u00e3o lenta mas seguramente a provar que podem ajudar os estudos human\u00edsticos tradicionais da arte, mas devem ser sempre utilizados com um profundo conhecimento do contexto hist\u00f3rico da arte e os seus resultados devem ser compreendidos e interpretados no contexto mais vasto do conhecimento art\u00edstico relevante para o problema em quest\u00e3o.\"<\/p>\n

A aprendizagem autom\u00e1tica n\u00e3o vai substituir os historiadores de arte, mas ser\u00e1 uma grande ajuda para resolver algumas discuss\u00f5es antigas.<\/p>","protected":false},"excerpt":{"rendered":"

H\u00e1 s\u00e9culos que se discute se Rafael foi ou n\u00e3o, de facto, o artista por detr\u00e1s de uma pintura renascentista chamada Madonna della Rosa. Os investigadores utilizaram a aprendizagem autom\u00e1tica para resolver o mist\u00e9rio. Quando os historiadores de arte se esfor\u00e7am por atribuir uma pintura a um artista, a sua decis\u00e3o envolve uma s\u00e9rie de testes. Verificam a composi\u00e7\u00e3o qu\u00edmica dos materiais, fazem exames de raios X, procuram a proveni\u00eancia e pedem a especialistas que se debrucem sobre os mais \u00ednfimos pormenores das cenas pintadas. Mesmo depois de tudo isto, alguns quadros, como a Madonna della Rosa, continuam a ser objeto de discuss\u00e3o entre os especialistas sobre quem os pintou. O forte<\/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\/pt\/2023\/12\/ai-finally-solves-the-mystery-behind-a-renaissance-painting\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\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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