{"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\/fr\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/","title":{"rendered":"Des chercheurs utilisent des donn\u00e9es synth\u00e9tiques pour entra\u00eener un classificateur d'images d'IA"},"content":{"rendered":"<p><strong>L'entra\u00eenement d'un classificateur d'images ou d'un syst\u00e8me de vision par ordinateur n\u00e9cessite l'acc\u00e8s \u00e0 un vaste ensemble de donn\u00e9es d'images. Les chercheurs du MIT ont trouv\u00e9 un moyen de r\u00e9duire notre d\u00e9pendance \u00e0 l'\u00e9gard des donn\u00e9es r\u00e9elles pour la classification des images.<\/strong><\/p>\n<p>Lorsque vous t\u00e9l\u00e9chargez l'image d'un chat et que vous demandez \u00e0 ChatGPT d'expliquer ce que repr\u00e9sente cette image, il est capable de le faire parce qu'il a \u00e9t\u00e9 entra\u00een\u00e9 sur des milliers d'images de chats auxquelles \u00e9taient associ\u00e9es des \u00e9tiquettes de texte.<\/p>\n<p>Ces images d'entra\u00eenement devaient provenir de quelque part. L'un des ensembles de donn\u00e9es utilis\u00e9s pour former les <a href=\"https:\/\/dailyai.com\/fr\/2023\/11\/stability-ai-previews-enhanced-generative-image-and-3d-tools\/\">Diffusion stable<\/a>appel\u00e9e LAION-5B, est une collection de milliards d'images extraites de l'internet et associ\u00e9es \u00e0 des descriptions textuelles.<\/p>\n<p>Mais que faire lorsque nous avons besoin de plus de donn\u00e9es pour entra\u00eener un mod\u00e8le mais que nous avons \u00e9puis\u00e9 l'ensemble des images r\u00e9elles dont nous disposons ?<\/p>\n<p>Une \u00e9quipe de chercheurs du MIT a relev\u00e9 le d\u00e9fi de la p\u00e9nurie de donn\u00e9es en cr\u00e9ant son propre ensemble de donn\u00e9es synth\u00e9tiques.<\/p>\n<p>Leur approche, <a href=\"https:\/\/arxiv.org\/pdf\/2306.00984.pdf\" target=\"_blank\" rel=\"noopener\">appel\u00e9 StableRep<\/a>L'Institut d'\u00e9tudes de march\u00e9 de l'Union europ\u00e9enne utilise une strat\u00e9gie appel\u00e9e \"apprentissage contrastif multipositif\". Cela semble compliqu\u00e9, mais le concept est en fait tr\u00e8s simple.<\/p>\n<p>Ils demandent au g\u00e9n\u00e9rateur d'images de Stable Diffusion de leur fournir une description textuelle, puis de g\u00e9n\u00e9rer plusieurs images. En supposant que Stable Diffusion ait fait du bon travail, ils disposent maintenant d'une collection d'images correspondant \u00e0 l'invite initiale.<\/p>\n<p>StableRep traite ces images comme des positifs les uns des autres et apprend les concepts de haut niveau qui expliquent pourquoi ces images sont de bonnes correspondances s\u00e9mantiques avec l'invite initiale.<\/p>\n<p>L'\u00e9quipe a entra\u00een\u00e9 son mod\u00e8le de classification d'images sur les images g\u00e9n\u00e9r\u00e9es par l'IA et lui a donn\u00e9 un petit coup de pouce en termes de performances gr\u00e2ce \u00e0 la supervision linguistique, pour finalement aboutir \u00e0 StableRep+.<\/p>\n<p>Comment StableRep+ se d\u00e9brouillerait-il en mati\u00e8re de classification d'images, \u00e9tant donn\u00e9 qu'il n'a jamais \"vu\" que des images g\u00e9n\u00e9r\u00e9es par l'IA ?<\/p>\n<p>Entra\u00een\u00e9 avec 20 millions d'images synth\u00e9tiques, StableRep+ s'est av\u00e9r\u00e9 plus pr\u00e9cis et plus efficace que les mod\u00e8les CLIP entra\u00een\u00e9s avec 50 millions d'images r\u00e9elles. Les chercheurs s'efforcent encore de comprendre la raison de cette performance sup\u00e9rieure.<\/p>\n<p>Il reste encore quelques probl\u00e8mes, mais l'utilisation de donn\u00e9es d'entra\u00eenement synth\u00e9tiques permet de r\u00e9soudre un grand nombre de probl\u00e8mes. <a href=\"https:\/\/dailyai.com\/fr\/2023\/10\/new-research-into-datasets-reveals-systemic-ethical-and-legal-issues\/\">questions relatives \u00e0 la collecte de donn\u00e9es<\/a> comme les probl\u00e8mes de co\u00fbt, de droits d'auteur et de respect de la vie priv\u00e9e li\u00e9s aux images r\u00e9elles.<\/p>\n<p>Les difficult\u00e9s de cette approche sont notamment le co\u00fbt de calcul et le temps n\u00e9cessaire pour g\u00e9n\u00e9rer des millions d'images pour l'ensemble de donn\u00e9es. De plus, StableRep repose toujours sur l'utilisation d'un g\u00e9n\u00e9rateur d'images qui a \u00e9t\u00e9 form\u00e9 \u00e0 l'origine sur des images r\u00e9elles pour produire ensuite les donn\u00e9es synth\u00e9tiques.<\/p>\n<p>Tout biais dans l'invite textuelle ou l'\u00e9tiquetage des donn\u00e9es dans l'ensemble de donn\u00e9es d'images r\u00e9elles est \u00e9galement transf\u00e9r\u00e9 au nouveau mod\u00e8le form\u00e9 sur des donn\u00e9es synth\u00e9tiques.<\/p>\n<p>Malgr\u00e9 les difficult\u00e9s, les r\u00e9sultats obtenus par StableRep sont prometteurs. L'augmentation de la diversit\u00e9 que les donn\u00e9es synth\u00e9tiques peuvent apporter pourrait r\u00e9duire la d\u00e9pendance des scientifiques des donn\u00e9es \u00e0 l'\u00e9gard des donn\u00e9es r\u00e9elles, co\u00fbteuses et limit\u00e9es, lors de l'entra\u00eenement de nouveaux mod\u00e8les.<\/p>","protected":false},"excerpt":{"rendered":"<p>L'entra\u00eenement d'un classificateur d'images ou d'un syst\u00e8me de vision par ordinateur n\u00e9cessite l'acc\u00e8s \u00e0 un vaste ensemble de donn\u00e9es d'images. Les chercheurs du MIT ont trouv\u00e9 un moyen de r\u00e9duire notre d\u00e9pendance \u00e0 l'\u00e9gard des donn\u00e9es r\u00e9elles pour la classification des images. Lorsque vous t\u00e9l\u00e9chargez l'image d'un chat et que vous demandez \u00e0 ChatGPT d'expliquer ce qu'est cette image, il est capable de le faire parce qu'il a \u00e9t\u00e9 entra\u00een\u00e9 sur des milliers d'images de chats auxquelles \u00e9taient associ\u00e9es des \u00e9tiquettes textuelles. Ces images d'entra\u00eenement devaient provenir de quelque part. L'un des ensembles de donn\u00e9es utilis\u00e9s pour entra\u00eener Stable Diffusion, appel\u00e9 LAION-5B, est une collection de milliards d'images extraites 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\/fr\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\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\/fr\/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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