{"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\/da\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/","title":{"rendered":"Forskere bruger syntetiske data til at tr\u00e6ne AI-billedklassificering"},"content":{"rendered":"<p><strong>Tr\u00e6ning af en AI-billedklassifikator eller et computersynssystem kr\u00e6ver adgang til et stort datas\u00e6t med billeder. MIT-forskere har fundet en m\u00e5de at reducere vores afh\u00e6ngighed af rigtige data til billedklassificering.<\/strong><\/p>\n<p>N\u00e5r du uploader et billede af en kat og beder ChatGPT om at forklare, hvad billedet er, kan den g\u00f8re det, fordi den er tr\u00e6net p\u00e5 tusindvis af billeder af katte med tilh\u00f8rende tekstetiketter.<\/p>\n<p>Disse tr\u00e6ningsbilleder skulle komme et sted fra. Et af de datas\u00e6t, der blev brugt til at tr\u00e6ne <a href=\"https:\/\/dailyai.com\/da\/2023\/11\/stability-ai-previews-enhanced-generative-image-and-3d-tools\/\">Stabil diffusion<\/a>LAION-5B er en samling af milliarder af billeder, der er skrabet fra internettet og parret med tekstbeskrivelser.<\/p>\n<p>Men hvad g\u00f8r vi, n\u00e5r vi har brug for flere data til at tr\u00e6ne en model, men har opbrugt det s\u00e6t af rigtige billeder, vi har?<\/p>\n<p>Et team af MIT-forskere tacklede denne udfordring med datamangel ved at skabe deres eget syntetiske datas\u00e6t.<\/p>\n<p>Deres tilgang, <a href=\"https:\/\/arxiv.org\/pdf\/2306.00984.pdf\" target=\"_blank\" rel=\"noopener\">kaldet StableRep<\/a>bruger en strategi, der kaldes \"multi-positiv kontrastiv l\u00e6ring\". Det lyder kompliceret, men konceptet er faktisk ret enkelt.<\/p>\n<p>De beder Stable Diffusion-billedgeneratoren om en tekstbeskrivelse og f\u00e5r den derefter til at generere flere billeder. Hvis vi antager, at Stable Diffusion har gjort et godt stykke arbejde, har de nu en samling billeder, der matcher den oprindelige foresp\u00f8rgsel.<\/p>\n<p>StableRep behandler disse billeder som positiver af hinanden og l\u00e6rer koncepter p\u00e5 h\u00f8jt niveau om, hvorfor disse billeder er gode semantiske match til den oprindelige prompt.<\/p>\n<p>Teamet tr\u00e6nede deres billedklassificeringsmodel p\u00e5 de AI-genererede billeder og gav den et lille ydelsesl\u00f8ft med sprogoverv\u00e5gning for til sidst at komme frem til StableRep+.<\/p>\n<p>Hvordan ville StableRep+ klare sig i forhold til billedklassifikation, eftersom den kun \"s\u00e5\" AI-genererede billeder?<\/p>\n<p>Da StableRep+ blev tr\u00e6net med 20 millioner syntetiske billeder, var den mere pr\u00e6cis og effektiv end CLIP-modeller, der var tr\u00e6net med 50 millioner rigtige billeder. Forskerne arbejder stadig p\u00e5 at forst\u00e5 \u00e5rsagen til den overlegne pr\u00e6station.<\/p>\n<p>Der er stadig nogle f\u00e5 problemer, men at bruge syntetiske tr\u00e6ningsdata som dette l\u00f8ser mange af dem. <a href=\"https:\/\/dailyai.com\/da\/2023\/10\/new-research-into-datasets-reveals-systemic-ethical-and-legal-issues\/\">problemer med dataindsamling<\/a> som omkostninger, ophavsret og bekymringer om privatlivets fred i forbindelse med rigtige billeder.<\/p>\n<p>Udfordringerne ved denne tilgang omfatter beregningsomkostninger og tid til at generere millioner af billeder til datas\u00e6ttet. Og StableRep er stadig afh\u00e6ngig af at bruge en billedgenerator, der oprindeligt blev tr\u00e6net p\u00e5 rigtige billeder for derefter at producere de syntetiske data.<\/p>\n<p>Enhver bias i tekstprompten eller datam\u00e6rkningen i det virkelige billeddatas\u00e6t overf\u00f8res ogs\u00e5 til den nye model, der er tr\u00e6net p\u00e5 syntetiske data.<\/p>\n<p>P\u00e5 trods af udfordringerne er de resultater, StableRep opn\u00e5r, lovende. Den \u00f8gede mangfoldighed, som syntetiske data kan levere, kan reducere dataforskernes afh\u00e6ngighed af dyre og begr\u00e6nsede rigtige data, n\u00e5r de tr\u00e6ner nye modeller.<\/p>","protected":false},"excerpt":{"rendered":"<p>Tr\u00e6ning af en AI-billedklassifikator eller et computersynssystem kr\u00e6ver adgang til et stort datas\u00e6t med billeder. MIT-forskere har fundet en m\u00e5de at reducere vores afh\u00e6ngighed af rigtige data til billedklassificering. N\u00e5r du uploader et billede af en kat og beder ChatGPT om at forklare, hvad billedet er, kan den g\u00f8re det, fordi den er blevet tr\u00e6net p\u00e5 tusindvis af billeder af katte med tilh\u00f8rende tekstetiketter. Disse tr\u00e6ningsbilleder m\u00e5tte komme et sted fra. Et af de datas\u00e6t, der blev brugt til at tr\u00e6ne Stable Diffusion, kaldet LAION-5B, er en samling af milliarder af billeder, der er skrabet fra<\/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\/da\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/\" \/>\n<meta property=\"og:locale\" content=\"da_DK\" \/>\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\/da\/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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