{"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\/es\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/","title":{"rendered":"Los investigadores utilizan datos sint\u00e9ticos para entrenar un clasificador de im\u00e1genes de IA"},"content":{"rendered":"<p><strong>Para entrenar un clasificador de im\u00e1genes de inteligencia artificial o un sistema de visi\u00f3n por ordenador es necesario tener acceso a un gran conjunto de datos de im\u00e1genes. Investigadores del MIT han encontrado una forma de reducir nuestra dependencia de los datos reales para la clasificaci\u00f3n de im\u00e1genes.<\/strong><\/p>\n<p>Cuando subes una imagen de un gato y le pides a ChatGPT que te explique qu\u00e9 es la imagen, es capaz de hacerlo porque ha sido entrenado con miles de im\u00e1genes de gatos que ten\u00edan etiquetas de texto asociadas.<\/p>\n<p>Esas im\u00e1genes de entrenamiento ten\u00edan que venir de alg\u00fan sitio. Uno de los conjuntos de datos utilizados para entrenar <a href=\"https:\/\/dailyai.com\/es\/2023\/11\/stability-ai-previews-enhanced-generative-image-and-3d-tools\/\">Difusi\u00f3n estable<\/a>LAION-5B es una colecci\u00f3n de miles de millones de im\u00e1genes extra\u00eddas de Internet y combinadas con descripciones de texto.<\/p>\n<p>Pero, \u00bfqu\u00e9 hacemos cuando necesitamos m\u00e1s datos para entrenar un modelo pero hemos agotado el conjunto de im\u00e1genes reales que tenemos?<\/p>\n<p>Un equipo de investigadores del MIT abord\u00f3 este problema de escasez de datos creando su propio conjunto de datos sint\u00e9ticos.<\/p>\n<p>Su planteamiento, <a href=\"https:\/\/arxiv.org\/pdf\/2306.00984.pdf\" target=\"_blank\" rel=\"noopener\">llamado StableRep<\/a>, utiliza una estrategia llamada \"aprendizaje contrastivo multipositivo\". Suena complicado, pero en realidad el concepto es bastante sencillo.<\/p>\n<p>Solicitan al generador de im\u00e1genes de Stable Diffusion una descripci\u00f3n de texto y, a continuaci\u00f3n, hacen que genere varias im\u00e1genes. Suponiendo que Stable Diffusion haya hecho un buen trabajo, ahora tienen una colecci\u00f3n de im\u00e1genes que coinciden con la solicitud inicial.<\/p>\n<p>StableRep trata estas im\u00e1genes como positivas entre s\u00ed y aprende conceptos de alto nivel que explican por qu\u00e9 estas im\u00e1genes son buenas coincidencias sem\u00e1nticas para la pregunta inicial.<\/p>\n<p>El equipo entren\u00f3 su modelo de clasificaci\u00f3n de im\u00e1genes con las im\u00e1genes generadas por la IA y le dio un peque\u00f1o aumento de rendimiento con supervisi\u00f3n ling\u00fc\u00edstica para llegar finalmente a StableRep+.<\/p>\n<p>\u00bfQu\u00e9 tal se le dar\u00eda a StableRep+ la clasificaci\u00f3n de im\u00e1genes, ya que s\u00f3lo \"ve\" im\u00e1genes generadas por la IA?<\/p>\n<p>Cuando se entren\u00f3 con 20 millones de im\u00e1genes sint\u00e9ticas, StableRep+ fue m\u00e1s preciso y eficaz que los modelos CLIP entrenados con 50 millones de im\u00e1genes reales. Los investigadores siguen trabajando para entender la raz\u00f3n de este rendimiento superior.<\/p>\n<p>A\u00fan quedan algunos problemas, pero el uso de datos de entrenamiento sint\u00e9ticos como estos resuelve muchos de ellos. <a href=\"https:\/\/dailyai.com\/es\/2023\/10\/new-research-into-datasets-reveals-systemic-ethical-and-legal-issues\/\">cuestiones relativas a la recogida de datos<\/a> como el coste, los derechos de autor y los problemas de privacidad relacionados con las im\u00e1genes reales.<\/p>\n<p>Los retos de este enfoque incluyen el coste computacional y el tiempo necesario para generar millones de im\u00e1genes para el conjunto de datos. Adem\u00e1s, StableRep sigue bas\u00e1ndose en un generador de im\u00e1genes entrenado con im\u00e1genes reales para producir los datos sint\u00e9ticos.<\/p>\n<p>Cualquier sesgo en la indicaci\u00f3n de texto o el etiquetado de datos en el conjunto de datos de im\u00e1genes reales tambi\u00e9n se transfiere al nuevo modelo entrenado con datos sint\u00e9ticos.<\/p>\n<p>A pesar de las dificultades, los resultados de StableRep son prometedores. El aumento de la diversidad que pueden aportar los datos sint\u00e9ticos podr\u00eda reducir la dependencia de los cient\u00edficos de datos de los datos reales, caros y limitados, a la hora de entrenar nuevos modelos.<\/p>","protected":false},"excerpt":{"rendered":"<p>Para entrenar un clasificador de im\u00e1genes de inteligencia artificial o un sistema de visi\u00f3n por ordenador es necesario tener acceso a un gran conjunto de datos de im\u00e1genes. Los investigadores del MIT han encontrado una forma de reducir nuestra dependencia de los datos reales para la clasificaci\u00f3n de im\u00e1genes. Cuando subes una imagen de un gato y le pides a ChatGPT que te explique qu\u00e9 es, es capaz de hacerlo porque ha sido entrenado con miles de im\u00e1genes de gatos que ten\u00edan etiquetas de texto asociadas. Esas im\u00e1genes de entrenamiento ten\u00edan que venir de alg\u00fan sitio. Uno de los conjuntos de datos utilizados para entrenar Stable Diffusion, llamado LAION-5B, es una colecci\u00f3n de miles de millones de im\u00e1genes extra\u00eddas 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\/es\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\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\/es\/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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