{"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\/nb\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/","title":{"rendered":"Forskere bruker syntetiske data til \u00e5 trene opp AI-klassifisering av bilder"},"content":{"rendered":"<p><strong>Oppl\u00e6ring av en AI-bildeklassifiserer eller et datasynssystem krever tilgang til et stort datasett med bilder. MIT-forskere har funnet en m\u00e5te \u00e5 redusere avhengigheten av reelle data for bildeklassifisering.<\/strong><\/p>\n<p>N\u00e5r du laster opp et bilde av en katt og ber ChatGPT om \u00e5 forklare hva bildet er, er den i stand til \u00e5 gj\u00f8re det fordi den er oppl\u00e6rt p\u00e5 tusenvis av bilder av katter som har tekstetiketter knyttet til seg.<\/p>\n<p>Disse treningsbildene m\u00e5tte komme fra et sted. Et av datasettene som ble brukt til \u00e5 trene <a href=\"https:\/\/dailyai.com\/nb\/2023\/11\/stability-ai-previews-enhanced-generative-image-and-3d-tools\/\">Stabil diffusjon<\/a>LAION-5B, er en samling av milliarder av bilder som er hentet fra internett og koblet sammen med tekstbeskrivelser.<\/p>\n<p>Men hva gj\u00f8r vi n\u00e5r vi trenger mer data for \u00e5 trene opp en modell, men har brukt opp settet med ekte bilder vi har?<\/p>\n<p>Et team av MIT-forskere l\u00f8ste utfordringen med datamangel ved \u00e5 lage sitt eget syntetiske datasett.<\/p>\n<p>Deres tiln\u00e6rming, <a href=\"https:\/\/arxiv.org\/pdf\/2306.00984.pdf\" target=\"_blank\" rel=\"noopener\">kalt StableRep<\/a>bruker en strategi som kalles \"multi-positiv kontrastive l\u00e6ring\". Det h\u00f8res komplisert ut, men konseptet er faktisk ganske enkelt.<\/p>\n<p>De ber Stable Diffusion-bildegeneratoren om en tekstbeskrivelse og lar den deretter generere flere bilder. Hvis vi antar at Stable Diffusion har gjort en god jobb, har de n\u00e5 en samling bilder som samsvarer med den opprinnelige ledeteksten.<\/p>\n<p>StableRep behandler disse bildene som positive av hverandre og l\u00e6rer seg konsepter p\u00e5 h\u00f8yt niv\u00e5 om hvorfor disse bildene er gode semantiske treff for den opprinnelige ledeteksten.<\/p>\n<p>Teamet trente opp bildeklassifiseringsmodellen sin p\u00e5 de AI-genererte bildene og ga den et lite ytelsesl\u00f8ft med spr\u00e5koverv\u00e5king for til slutt \u00e5 komme frem til StableRep+.<\/p>\n<p>Hvordan ville StableRep+ klare seg n\u00e5r det gjelder bildeklassifisering, siden den bare \"s\u00e5\" AI-genererte bilder?<\/p>\n<p>N\u00e5r StableRep+ ble trent med 20 millioner syntetiske bilder, var den mer n\u00f8yaktig og effektiv enn CLIP-modeller som var trent med 50 millioner ekte bilder. Forskerne jobber fortsatt med \u00e5 forst\u00e5 \u00e5rsaken til den overlegne ytelsen.<\/p>\n<p>Det er fortsatt noen problemer, men ved \u00e5 bruke syntetiske treningsdata som dette l\u00f8ser vi mange av <a href=\"https:\/\/dailyai.com\/nb\/2023\/10\/new-research-into-datasets-reveals-systemic-ethical-and-legal-issues\/\">problemer med datainnsamling<\/a> som kostnader, opphavsrett og personvernproblemer knyttet til ekte bilder.<\/p>\n<p>Utfordringene med denne tiln\u00e6rmingen er blant annet at det tar tid og penger \u00e5 generere millioner av bilder til datasettet. Og StableRep er fortsatt avhengig av \u00e5 bruke en bildegenerator som opprinnelig ble trent opp p\u00e5 ekte bilder, for deretter \u00e5 produsere syntetiske data.<\/p>\n<p>Eventuelle skjevheter i tekstprompten eller datamerkingen i det virkelige bildedatasettet overf\u00f8res ogs\u00e5 til den nye modellen som er trent p\u00e5 syntetiske data.<\/p>\n<p>Til tross for utfordringene er resultatene StableRep oppn\u00e5r, lovende. Det \u00f8kte mangfoldet som syntetiske data kan gi, kan redusere dataforskernes avhengighet av dyre og begrensede reelle data n\u00e5r de skal trene opp nye modeller.<\/p>","protected":false},"excerpt":{"rendered":"<p>Oppl\u00e6ring av en AI-bildeklassifiserer eller et datasynssystem krever tilgang til et stort datasett med bilder. MIT-forskere har funnet en m\u00e5te \u00e5 redusere avhengigheten av reelle data for bildeklassifisering. N\u00e5r du laster opp et bilde av en katt og ber ChatGPT om \u00e5 forklare hva bildet er, kan den gj\u00f8re det fordi den er trent opp p\u00e5 tusenvis av bilder av katter med tilh\u00f8rende tekstetiketter. Disse treningsbildene m\u00e5tte komme fra et sted. Et av datasettene som ble brukt til \u00e5 trene opp Stable Diffusion, kalt LAION-5B, er en samling av milliarder av bilder hentet 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\/nb\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/\" \/>\n<meta property=\"og:locale\" content=\"nb_NO\" \/>\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\/nb\/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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