{"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\/it\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/","title":{"rendered":"I ricercatori usano dati sintetici per addestrare il classificatore di immagini AI"},"content":{"rendered":"<p><strong>L'addestramento di un classificatore di immagini AI o di un sistema di computer vision richiede l'accesso a un ampio set di immagini. I ricercatori del MIT hanno trovato un modo per ridurre la nostra dipendenza dai dati reali per la classificazione delle immagini.<\/strong><\/p>\n<p>Quando si carica l'immagine di un gatto e si chiede a ChatGPT di spiegare cos'\u00e8 l'immagine, \u00e8 in grado di farlo perch\u00e9 \u00e8 stato addestrato su migliaia di immagini di gatti a cui erano associate etichette di testo.<\/p>\n<p>Le immagini di addestramento dovevano provenire da qualche parte. Uno dei set di dati utilizzati per l'addestramento <a href=\"https:\/\/dailyai.com\/it\/2023\/11\/stability-ai-previews-enhanced-generative-image-and-3d-tools\/\">Diffusione stabile<\/a>LAION-5B \u00e8 una raccolta di miliardi di immagini raccolte da Internet e abbinate a descrizioni testuali.<\/p>\n<p>Ma cosa facciamo quando abbiamo bisogno di altri dati per addestrare un modello ma abbiamo esaurito il set di immagini reali a nostra disposizione?<\/p>\n<p>Un team di ricercatori del MIT ha affrontato la sfida della scarsit\u00e0 di dati creando un proprio set di dati sintetici.<\/p>\n<p>Il loro approccio, <a href=\"https:\/\/arxiv.org\/pdf\/2306.00984.pdf\" target=\"_blank\" rel=\"noopener\">chiamato StableRep<\/a>utilizza una strategia chiamata \"apprendimento contrastivo multipositivo\". Sembra complicato, ma in realt\u00e0 il concetto \u00e8 piuttosto semplice.<\/p>\n<p>Si richiede al generatore di immagini di Stable Diffusion una descrizione testuale e si fa in modo che generi pi\u00f9 immagini. Supponendo che Stable Diffusion abbia fatto un buon lavoro, ora hanno una raccolta di immagini che corrispondono alla richiesta iniziale.<\/p>\n<p>StableRep tratta queste immagini come positive l'una dell'altra e apprende i concetti di alto livello che spiegano perch\u00e9 queste immagini sono buone corrispondenze semantiche per il prompt iniziale.<\/p>\n<p>Il team ha addestrato il proprio modello di classificatore di immagini sulle immagini generate dall'intelligenza artificiale e gli ha dato un piccolo incremento di prestazioni con la supervisione linguistica per arrivare infine a StableRep+.<\/p>\n<p>Come se la cava StableRep+ nella classificazione delle immagini, visto che ha sempre e solo \"visto\" immagini generate dall'intelligenza artificiale?<\/p>\n<p>Addestrato con 20 milioni di immagini sintetiche, StableRep+ \u00e8 risultato pi\u00f9 preciso ed efficiente dei modelli CLIP addestrati con 50 milioni di immagini reali. I ricercatori stanno ancora lavorando per capire il motivo di queste prestazioni superiori.<\/p>\n<p>Ci sono ancora alcuni problemi, ma l'utilizzo di dati sintetici di addestramento come questo risolve molti problemi. <a href=\"https:\/\/dailyai.com\/it\/2023\/10\/new-research-into-datasets-reveals-systemic-ethical-and-legal-issues\/\">problemi di raccolta dati<\/a> come i costi, i diritti d'autore e i problemi di privacy legati alle immagini reali.<\/p>\n<p>Le sfide di questo approccio includono il costo di calcolo e il tempo necessario per generare milioni di immagini per il set di dati. Inoltre, StableRep si basa ancora sull'utilizzo di un generatore di immagini originariamente addestrato su immagini reali per produrre i dati sintetici.<\/p>\n<p>Qualsiasi distorsione nella richiesta di testo o nell'etichettatura dei dati nel dataset di immagini reali si trasferisce anche al nuovo modello addestrato sui dati sintetici.<\/p>\n<p>Nonostante le sfide, i risultati ottenuti da StableRep sono promettenti. L'aumento della diversit\u00e0 che i dati sintetici possono offrire potrebbe ridurre la dipendenza dei data scientist dai dati reali, costosi e limitati, durante l'addestramento di nuovi modelli.<\/p>","protected":false},"excerpt":{"rendered":"<p>L'addestramento di un classificatore di immagini AI o di un sistema di computer vision richiede l'accesso a un ampio set di immagini. I ricercatori del MIT hanno trovato un modo per ridurre la nostra dipendenza dai dati reali per la classificazione delle immagini. Quando si carica l'immagine di un gatto e si chiede a ChatGPT di spiegare cos'\u00e8 l'immagine, il sistema \u00e8 in grado di farlo perch\u00e9 \u00e8 stato addestrato su migliaia di immagini di gatti a cui erano associate etichette di testo. Queste immagini di addestramento dovevano provenire da qualche parte. Uno dei set di dati utilizzati per addestrare Stable Diffusion, chiamato LAION-5B, \u00e8 una raccolta di miliardi di immagini prelevate da<\/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\/it\/2023\/11\/researchers-use-synthetic-data-to-train-ai-image-classifier\/\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\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\/it\/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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