{"id":7763,"date":"2023-11-27T09:04:43","date_gmt":"2023-11-27T09:04:43","guid":{"rendered":"https:\/\/dailyai.com\/?p=7763"},"modified":"2023-11-27T09:04:43","modified_gmt":"2023-11-27T09:04:43","slug":"researchers-use-synthetic-data-to-train-ai-image-classifier","status":"publish","type":"post","link":"https:\/\/dailyai.com\/pt\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/","title":{"rendered":"Os investigadores utilizam dados sint\u00e9ticos para treinar um classificador de imagens com IA"},"content":{"rendered":"<p><strong>O treino de um classificador de imagens de IA ou de um sistema de vis\u00e3o por computador requer o acesso a um grande conjunto de dados de imagens. Os investigadores do MIT descobriram uma forma de reduzir a nossa depend\u00eancia de dados reais para a classifica\u00e7\u00e3o de imagens.<\/strong><\/p>\n<p>Quando carrega uma imagem de um gato e pede ao ChatGPT para explicar o que \u00e9 a imagem, ele \u00e9 capaz de o fazer porque foi treinado com milhares de imagens de gatos que tinham etiquetas de texto associadas.<\/p>\n<p>Essas imagens de treino tinham de vir de algum lado. Um dos conjuntos de dados utilizados para treinar <a href=\"https:\/\/dailyai.com\/pt\/2023\/11\/stability-ai-previews-enhanced-generative-image-and-3d-tools\/\">Difus\u00e3o est\u00e1vel<\/a>O LAION-5B \u00e9 uma cole\u00e7\u00e3o de milhares de milh\u00f5es de imagens extra\u00eddas da Internet e associadas a descri\u00e7\u00f5es de texto.<\/p>\n<p>Mas o que \u00e9 que fazemos quando precisamos de mais dados para treinar um modelo mas esgot\u00e1mos o conjunto de imagens reais que temos?<\/p>\n<p>Uma equipa de investigadores do MIT enfrentou este desafio da escassez de dados criando o seu pr\u00f3prio conjunto de dados sint\u00e9ticos.<\/p>\n<p>A sua abordagem, <a href=\"https:\/\/arxiv.org\/pdf\/2306.00984.pdf\" target=\"_blank\" rel=\"noopener\">denominado StableRep<\/a>O professor de ingl\u00eas, o professor de portugu\u00eas, utiliza uma estrat\u00e9gia chamada \"aprendizagem contrastiva multi-positiva\". Parece complicado, mas o conceito \u00e9 de facto bastante simples.<\/p>\n<p>Eles solicitam ao gerador de imagens Stable Diffusion uma descri\u00e7\u00e3o de texto e, em seguida, fazem com que ele gere v\u00e1rias imagens. Assumindo que o Stable Diffusion fez um bom trabalho, t\u00eam agora uma cole\u00e7\u00e3o de imagens que correspondem ao pedido inicial.<\/p>\n<p>O StableRep trata estas imagens como positivas umas das outras e aprende conceitos de alto n\u00edvel que explicam por que raz\u00e3o estas imagens s\u00e3o boas correspond\u00eancias sem\u00e2nticas para o pedido inicial.<\/p>\n<p>A equipa treinou o seu modelo de classifica\u00e7\u00e3o de imagens nas imagens geradas pela IA e deu-lhe um pequeno aumento de desempenho com supervis\u00e3o lingu\u00edstica para finalmente criar o StableRep+.<\/p>\n<p>Como se sairia o StableRep+ na classifica\u00e7\u00e3o de imagens, uma vez que s\u00f3 \"viu\" imagens geradas por IA?<\/p>\n<p>Quando treinado com 20 milh\u00f5es de imagens sint\u00e9ticas, o StableRep+ foi mais exato e eficiente do que os modelos CLIP treinados com 50 milh\u00f5es de imagens reais. Os investigadores ainda est\u00e3o a tentar compreender a raz\u00e3o por detr\u00e1s deste desempenho superior.<\/p>\n<p>Ainda existem alguns problemas, mas a utiliza\u00e7\u00e3o de dados de treino sint\u00e9ticos como este resolve muitos <a href=\"https:\/\/dailyai.com\/pt\/2023\/10\/new-research-into-datasets-reveals-systemic-ethical-and-legal-issues\/\">quest\u00f5es relacionadas com a recolha de dados<\/a> como custos, direitos de autor e preocupa\u00e7\u00f5es com a privacidade relacionadas com imagens reais.<\/p>\n<p>Os desafios desta abordagem incluem o custo e o tempo de computa\u00e7\u00e3o para gerar milh\u00f5es de imagens para o conjunto de dados. E o StableRep continua a depender da utiliza\u00e7\u00e3o de um gerador de imagens que foi originalmente treinado em imagens reais para produzir os dados sint\u00e9ticos.<\/p>\n<p>Qualquer enviesamento no texto ou na rotulagem de dados no conjunto de dados de imagens reais tamb\u00e9m \u00e9 transferido para o novo modelo treinado em dados sint\u00e9ticos.<\/p>\n<p>Apesar dos desafios, os resultados alcan\u00e7ados pelo StableRep s\u00e3o prometedores. O aumento da diversidade que os dados sint\u00e9ticos podem proporcionar pode reduzir a depend\u00eancia dos cientistas de dados em rela\u00e7\u00e3o a dados reais dispendiosos e limitados quando treinam novos modelos.<\/p>","protected":false},"excerpt":{"rendered":"<p>O treino de um classificador de imagens de IA ou de um sistema de vis\u00e3o por computador requer o acesso a um grande conjunto de dados de imagens. Os investigadores do MIT descobriram uma forma de reduzir a nossa depend\u00eancia de dados reais para a classifica\u00e7\u00e3o de imagens. Quando carregamos uma imagem de um gato e pedimos ao ChatGPT para explicar o que \u00e9 a imagem, ele \u00e9 capaz de o fazer porque foi treinado com milhares de imagens de gatos que tinham etiquetas de texto associadas. Essas imagens de treino tiveram de vir de algum lado. Um dos conjuntos de dados utilizados para treinar o Stable Diffusion, chamado LAION-5B, \u00e9 uma cole\u00e7\u00e3o de milhares de milh\u00f5es de imagens retiradas de<\/p>","protected":false},"author":6,"featured_media":7765,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[166,165,117,193],"class_list":["post-7763","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-computer-vision","tag-image-generation","tag-mit","tag-stability-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Researchers use synthetic data to train AI image classifier | 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\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Researchers use synthetic data to train AI image classifier | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Training an AI image classifier or computer vision system requires access to a large dataset of images. MIT researchers have found a way to reduce our dependency on real data for image classification. When you upload an image of a cat and ask ChatGPT to explain what the image is, it\u2019s able to do that because it was trained on thousands of images of cats that had text labels associated with them. Those training images had to come from somewhere. One of the datasets used to train Stable Diffusion, called LAION-5B, is a collection of billions of images scraped from\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/pt\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2023-11-27T09:04:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/11\/MIT-College.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"570\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Eugene van der Watt\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:site\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:label1\" 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