{"id":12727,"date":"2021-12-23T15:58:32","date_gmt":"2021-12-23T14:58:32","guid":{"rendered":"https:\/\/www.teoresigroup.com\/thesis\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\/"},"modified":"2022-01-26T17:34:27","modified_gmt":"2022-01-26T16:34:27","slug":"progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali","status":"publish","type":"thesis","link":"https:\/\/www.teoresigroup.com\/it\/thesis\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\/","title":{"rendered":"Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali"},"content":{"rendered":"\n<div class=\"wp-block-columns align-center row sezione\">\n<div class=\"wp-block-column small-12 medium-10 large-8\">\n<h5 class=\"has-text-align-center wp-block-heading\">Abstract<\/h5>\n\n\n\n<p>Lo scopo di tale tool \u00e8 quello di creare un dataset affidabile, al fine di migliorare l&#8217;addestramento di un modello di machine learning, migliorando l&#8217;accurratezza delle previsioni. In tal senso si \u00e8 scelto di operare su due caratteristiche fondamentali: la qualit\u00e0 e la quantit\u00e0. La qualit\u00e0, permette di costruire un dataset, contenente i campioni pi\u00f9 rappresentativi in termini di informazioni, applicando il concetto di entropia sulla quantit\u00e0 di informazione contenuta in un certo dato. La seconda caratteristica, la quantit\u00e0, permette di costruire un dataset contentente un maggior numeri di campioni, in modo tale da fornire al modello pi\u00f9 esempi da cui apprendere. Cos\u00ec facendo, si forniscono campioni che simulano possibili scenari riscontrabili in contesti applicativi. Per questo si \u00e8 scelto di applicare operazioni di data augmentation.<\/p>\n\n\n\n<h5 class=\"has-text-align-center wp-block-heading\">Obiettivo Tesi<\/h5>\n\n\n\n<p>Progettazione e sviluppo di un tool di data augmentation a supporto del training per le reti neurali, Keras, OpenCv, SIFT, Canny<\/p>\n\n\n\n<h5 class=\"has-text-align-center wp-block-heading\">Metodologia di ricerca<\/h5>\n\n\n\n<p>Il lavoro di tesi ha lo scopo di sviluppare un tool che ha l&#8217;obiettivo primario di costruire un dataset qualitativamente e quantitativamente affidabile. In tal senso si \u00e8 scelto di operare applicando le operazioni di data augmentation, al fine di aumentare i campioni presenti nel dataset, e applicando delle operazioni di filtraggio, mediante l&#8217;entropia, al fine di rendere altamente informativo il dataset. Cos\u00ec facendo, si migliora l&#8217;addestramento della rete neurale e di conseguenza si migliorano i suoi risultati.<\/p>\n\n\n\n<h5 class=\"has-text-align-center wp-block-heading\">Conclusioni<\/h5>\n\n\n\n<p>Il tool permette di costruire un dataset di immagini qualitativo e quantitativo, mediante le funzioni implementate per fare data augmentation, al fine di migliorare il training di una rete neurale e le sue performance.<\/p>\n\n\n\n<h5 class=\"has-text-align-center wp-block-heading\">Sviluppi futuri<\/h5>\n\n\n\n<p>Automatizzazione del data labeling e image segmentation meiante CNN o clustering<\/p>\n<\/div>\n<\/div>\n","protected":false},"featured_media":0,"template":"","university":[177],"thesis_type":[273],"keyword":[248,249,246,247],"class_list":["post-12727","thesis","type-thesis","status-publish","hentry","university-universita-degli-studi-di-napoli-federico-ii-it","thesis_type-artificial-intelligence-it","keyword-artificial-intelligence","keyword-artificial-vision","keyword-data-augmentation","keyword-neural-network"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali - Teoresi Group<\/title>\n<meta name=\"description\" content=\"Discover all you need to know about Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali on Teoresi Group - Teoresi Group is high profile engineering. It offers an innovative approach in close synergy with the Research and Development departments of the main industrial players.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.teoresigroup.com\/it\/thesis\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\/\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali - Teoresi Group\" \/>\n<meta property=\"og:description\" content=\"Discover all you need to know about Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali on Teoresi Group - Teoresi Group is high profile engineering. It offers an innovative approach in close synergy with the Research and Development departments of the main industrial players.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.teoresigroup.com\/it\/thesis\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\/\" \/>\n<meta property=\"og:site_name\" content=\"Teoresi Group\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/pages\/Gruppo-Teoresi\/118393464917205\" \/>\n<meta property=\"article:modified_time\" content=\"2022-01-26T16:34:27+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.teoresigroup.com\/wp-content\/uploads\/2021\/02\/og-image.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tempo di lettura stimato\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minuto\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/thesis\\\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\\\/\",\"url\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/thesis\\\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\\\/\",\"name\":\"Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali - Teoresi Group\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/#website\"},\"datePublished\":\"2021-12-23T14:58:32+00:00\",\"dateModified\":\"2022-01-26T16:34:27+00:00\",\"description\":\"Discover all you need to know about Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali on Teoresi Group - Teoresi Group is high profile engineering. It offers an innovative approach in close synergy with the Research and Development departments of the main industrial players.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/thesis\\\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\\\/#breadcrumb\"},\"inLanguage\":\"it-IT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/thesis\\\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/thesis\\\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\",\"item\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/#website\",\"url\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/\",\"name\":\"Teoresi Group\",\"description\":\"Engineering for Human life.\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"it-IT\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/#organization\",\"name\":\"Teoresi Group\",\"url\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"it-IT\",\"@id\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.teoresigroup.com\\\/wp-content\\\/uploads\\\/2020\\\/12\\\/teoresi-logo-color.svg\",\"contentUrl\":\"https:\\\/\\\/www.teoresigroup.com\\\/wp-content\\\/uploads\\\/2020\\\/12\\\/teoresi-logo-color.svg\",\"width\":1,\"height\":1,\"caption\":\"Teoresi Group\"},\"image\":{\"@id\":\"https:\\\/\\\/www.teoresigroup.com\\\/it\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/pages\\\/Gruppo-Teoresi\\\/118393464917205\",\"https:\\\/\\\/www.instagram.com\\\/teoresigroup\\\/\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/teoresigroup\\\/\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCNdBBSSax2EWPmFk5QzYP8Q\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali - Teoresi Group","description":"Discover all you need to know about Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali on Teoresi Group - Teoresi Group is high profile engineering. It offers an innovative approach in close synergy with the Research and Development departments of the main industrial players.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.teoresigroup.com\/it\/thesis\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\/","og_locale":"it_IT","og_type":"article","og_title":"Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali - Teoresi Group","og_description":"Discover all you need to know about Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali on Teoresi Group - Teoresi Group is high profile engineering. It offers an innovative approach in close synergy with the Research and Development departments of the main industrial players.","og_url":"https:\/\/www.teoresigroup.com\/it\/thesis\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\/","og_site_name":"Teoresi Group","article_publisher":"https:\/\/www.facebook.com\/pages\/Gruppo-Teoresi\/118393464917205","article_modified_time":"2022-01-26T16:34:27+00:00","og_image":[{"width":1200,"height":630,"url":"https:\/\/www.teoresigroup.com\/wp-content\/uploads\/2021\/02\/og-image.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Tempo di lettura stimato":"1 minuto"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.teoresigroup.com\/it\/thesis\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\/","url":"https:\/\/www.teoresigroup.com\/it\/thesis\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\/","name":"Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali - Teoresi Group","isPartOf":{"@id":"https:\/\/www.teoresigroup.com\/it\/#website"},"datePublished":"2021-12-23T14:58:32+00:00","dateModified":"2022-01-26T16:34:27+00:00","description":"Discover all you need to know about Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali on Teoresi Group - Teoresi Group is high profile engineering. It offers an innovative approach in close synergy with the Research and Development departments of the main industrial players.","breadcrumb":{"@id":"https:\/\/www.teoresigroup.com\/it\/thesis\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\/#breadcrumb"},"inLanguage":"it-IT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.teoresigroup.com\/it\/thesis\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.teoresigroup.com\/it\/thesis\/progettazione-e-sviluppo-di-un-tool-di-data-augmentation-a-supporto-del-training-di-reti-neurali\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"","item":"https:\/\/www.teoresigroup.com\/it\/"},{"@type":"ListItem","position":2,"name":"Progettazione e sviluppo di un tool di data augmentation a supporto del training di reti neurali"}]},{"@type":"WebSite","@id":"https:\/\/www.teoresigroup.com\/it\/#website","url":"https:\/\/www.teoresigroup.com\/it\/","name":"Teoresi Group","description":"Engineering for Human life.","publisher":{"@id":"https:\/\/www.teoresigroup.com\/it\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.teoresigroup.com\/it\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"it-IT"},{"@type":"Organization","@id":"https:\/\/www.teoresigroup.com\/it\/#organization","name":"Teoresi Group","url":"https:\/\/www.teoresigroup.com\/it\/","logo":{"@type":"ImageObject","inLanguage":"it-IT","@id":"https:\/\/www.teoresigroup.com\/it\/#\/schema\/logo\/image\/","url":"https:\/\/www.teoresigroup.com\/wp-content\/uploads\/2020\/12\/teoresi-logo-color.svg","contentUrl":"https:\/\/www.teoresigroup.com\/wp-content\/uploads\/2020\/12\/teoresi-logo-color.svg","width":1,"height":1,"caption":"Teoresi Group"},"image":{"@id":"https:\/\/www.teoresigroup.com\/it\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/pages\/Gruppo-Teoresi\/118393464917205","https:\/\/www.instagram.com\/teoresigroup\/","https:\/\/www.linkedin.com\/company\/teoresigroup\/","https:\/\/www.youtube.com\/channel\/UCNdBBSSax2EWPmFk5QzYP8Q"]}]}},"acf":[],"_links":{"self":[{"href":"https:\/\/www.teoresigroup.com\/it\/wp-json\/wp\/v2\/thesis\/12727","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.teoresigroup.com\/it\/wp-json\/wp\/v2\/thesis"}],"about":[{"href":"https:\/\/www.teoresigroup.com\/it\/wp-json\/wp\/v2\/types\/thesis"}],"version-history":[{"count":4,"href":"https:\/\/www.teoresigroup.com\/it\/wp-json\/wp\/v2\/thesis\/12727\/revisions"}],"predecessor-version":[{"id":13460,"href":"https:\/\/www.teoresigroup.com\/it\/wp-json\/wp\/v2\/thesis\/12727\/revisions\/13460"}],"wp:attachment":[{"href":"https:\/\/www.teoresigroup.com\/it\/wp-json\/wp\/v2\/media?parent=12727"}],"wp:term":[{"taxonomy":"university","embeddable":true,"href":"https:\/\/www.teoresigroup.com\/it\/wp-json\/wp\/v2\/university?post=12727"},{"taxonomy":"thesis_type","embeddable":true,"href":"https:\/\/www.teoresigroup.com\/it\/wp-json\/wp\/v2\/thesis_type?post=12727"},{"taxonomy":"keyword","embeddable":true,"href":"https:\/\/www.teoresigroup.com\/it\/wp-json\/wp\/v2\/keyword?post=12727"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}