{"id":13,"date":"2020-02-08T09:00:53","date_gmt":"2020-02-08T08:00:53","guid":{"rendered":"https:\/\/machinelearning.humanativaspa.it\/en\/?p=13"},"modified":"2023-03-03T14:53:51","modified_gmt":"2023-03-03T13:53:51","slug":"evolution-of-generative-adversarial-neural-network","status":"publish","type":"post","link":"https:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/","title":{"rendered":"Evolution of generative adversarial neural network"},"content":{"rendered":"<h2 class=\"entry_title\"><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-192 size-full aligncenter\" src=\"https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/03\/2-1.png\" alt=\"\" width=\"516\" height=\"258\" srcset=\"https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/03\/2-1.png 516w, https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/03\/2-1-300x150.png 300w\" sizes=\"auto, (max-width: 516px) 100vw, 516px\" \/><\/p>\n<p>Since their introduction, machine learning algorithms have been applied to different problems in order to solve a wide range of problems.<\/p>\n<p>In this paper, the authors of the Heriot-Watt University in collaboration with Google DeepMind, describe the evolution of a particular family of neural network known as Generative Adversarial Neural Network (GANN).<br \/>\nIn particular, GANN allows to generate new unseen images showing landscape or face that do not exist in the reality. The results obtained with this technique are unbelievable, it\u2019s almost impossible to discriminate between real and artificial generated images.<\/p>\n<p>In Humanativa, we love to push forward the limit of our machine learning algorithms. We use GANN in order to improve the quality of our algorithms.<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Since their introduction, machine learning algorithms have been applied to different problems in order to solve a wide [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":196,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[56],"tags":[],"class_list":["post-13","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articoli"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Evolution of generative adversarial neural network - HN Machine Learning en<\/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:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Evolution of generative adversarial neural network - HN Machine Learning en\" \/>\n<meta name=\"twitter:description\" content=\"Since their introduction, machine learning algorithms have been applied to different problems in order to solve a wide [&hellip;]\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/03\/rete_neurale.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Andream\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/evolution-of-generative-adversarial-neural-network\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/evolution-of-generative-adversarial-neural-network\\\/\"},\"author\":{\"name\":\"Andream\",\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/#\\\/schema\\\/person\\\/a6de167b6fe30bf1d2edfcbfd3417de8\"},\"headline\":\"Evolution of generative adversarial neural network\",\"datePublished\":\"2020-02-08T08:00:53+00:00\",\"dateModified\":\"2023-03-03T13:53:51+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/evolution-of-generative-adversarial-neural-network\\\/\"},\"wordCount\":125,\"publisher\":{\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/evolution-of-generative-adversarial-neural-network\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/wp-content\\\/uploads\\\/sites\\\/4\\\/2023\\\/03\\\/rete_neurale.jpg\",\"articleSection\":[\"Articles\"],\"inLanguage\":\"en-GB\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/evolution-of-generative-adversarial-neural-network\\\/\",\"url\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/evolution-of-generative-adversarial-neural-network\\\/\",\"name\":\"Evolution of generative adversarial neural network - HN Machine Learning en\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/evolution-of-generative-adversarial-neural-network\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/evolution-of-generative-adversarial-neural-network\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/wp-content\\\/uploads\\\/sites\\\/4\\\/2023\\\/03\\\/rete_neurale.jpg\",\"datePublished\":\"2020-02-08T08:00:53+00:00\",\"dateModified\":\"2023-03-03T13:53:51+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/evolution-of-generative-adversarial-neural-network\\\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/evolution-of-generative-adversarial-neural-network\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/evolution-of-generative-adversarial-neural-network\\\/#primaryimage\",\"url\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/wp-content\\\/uploads\\\/sites\\\/4\\\/2023\\\/03\\\/rete_neurale.jpg\",\"contentUrl\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/wp-content\\\/uploads\\\/sites\\\/4\\\/2023\\\/03\\\/rete_neurale.jpg\",\"width\":1000,\"height\":563},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/evolution-of-generative-adversarial-neural-network\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Evolution of generative adversarial neural network\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/\",\"name\":\"HN Machine Learning\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/#organization\"},\"alternateName\":\"Humanativa\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/#organization\",\"name\":\"HN Machine Learning\",\"url\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/wp-content\\\/uploads\\\/sites\\\/4\\\/2023\\\/09\\\/libellula_hn.jpg\",\"contentUrl\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/wp-content\\\/uploads\\\/sites\\\/4\\\/2023\\\/09\\\/libellula_hn.jpg\",\"width\":696,\"height\":696,\"caption\":\"HN Machine Learning\"},\"image\":{\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/HumanativaGroupSpA\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/#\\\/schema\\\/person\\\/a6de167b6fe30bf1d2edfcbfd3417de8\",\"name\":\"Andream\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1f7a315d6f9ae9709ffc015996ad40b2c1779d16ea2dede3da3989ca3cf5aae8?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1f7a315d6f9ae9709ffc015996ad40b2c1779d16ea2dede3da3989ca3cf5aae8?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1f7a315d6f9ae9709ffc015996ad40b2c1779d16ea2dede3da3989ca3cf5aae8?s=96&d=mm&r=g\",\"caption\":\"Andream\"},\"sameAs\":[\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/\"],\"url\":\"https:\\\/\\\/machinelearning.humanativaspa.it\\\/en\\\/author\\\/andream\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Evolution of generative adversarial neural network - HN Machine Learning en","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:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/","twitter_card":"summary_large_image","twitter_title":"Evolution of generative adversarial neural network - HN Machine Learning en","twitter_description":"Since their introduction, machine learning algorithms have been applied to different problems in order to solve a wide [&hellip;]","twitter_image":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/03\/rete_neurale.jpg","twitter_misc":{"Written by":"Andream","Estimated reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/#article","isPartOf":{"@id":"https:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/"},"author":{"name":"Andream","@id":"https:\/\/machinelearning.humanativaspa.it\/en\/#\/schema\/person\/a6de167b6fe30bf1d2edfcbfd3417de8"},"headline":"Evolution of generative adversarial neural network","datePublished":"2020-02-08T08:00:53+00:00","dateModified":"2023-03-03T13:53:51+00:00","mainEntityOfPage":{"@id":"https:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/"},"wordCount":125,"publisher":{"@id":"https:\/\/machinelearning.humanativaspa.it\/en\/#organization"},"image":{"@id":"https:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/#primaryimage"},"thumbnailUrl":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/03\/rete_neurale.jpg","articleSection":["Articles"],"inLanguage":"en-GB"},{"@type":"WebPage","@id":"https:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/","url":"https:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/","name":"Evolution of generative adversarial neural network - HN Machine Learning en","isPartOf":{"@id":"https:\/\/machinelearning.humanativaspa.it\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/#primaryimage"},"image":{"@id":"https:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/#primaryimage"},"thumbnailUrl":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/03\/rete_neurale.jpg","datePublished":"2020-02-08T08:00:53+00:00","dateModified":"2023-03-03T13:53:51+00:00","breadcrumb":{"@id":"https:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/#primaryimage","url":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/03\/rete_neurale.jpg","contentUrl":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/03\/rete_neurale.jpg","width":1000,"height":563},{"@type":"BreadcrumbList","@id":"https:\/\/machinelearning.humanativaspa.it\/en\/evolution-of-generative-adversarial-neural-network\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/machinelearning.humanativaspa.it\/en\/"},{"@type":"ListItem","position":2,"name":"Evolution of generative adversarial neural network"}]},{"@type":"WebSite","@id":"https:\/\/machinelearning.humanativaspa.it\/en\/#website","url":"https:\/\/machinelearning.humanativaspa.it\/en\/","name":"HN Machine Learning","description":"","publisher":{"@id":"https:\/\/machinelearning.humanativaspa.it\/en\/#organization"},"alternateName":"Humanativa","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/machinelearning.humanativaspa.it\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/machinelearning.humanativaspa.it\/en\/#organization","name":"HN Machine Learning","url":"https:\/\/machinelearning.humanativaspa.it\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/machinelearning.humanativaspa.it\/en\/#\/schema\/logo\/image\/","url":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/09\/libellula_hn.jpg","contentUrl":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/09\/libellula_hn.jpg","width":696,"height":696,"caption":"HN Machine Learning"},"image":{"@id":"https:\/\/machinelearning.humanativaspa.it\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/HumanativaGroupSpA\/"]},{"@type":"Person","@id":"https:\/\/machinelearning.humanativaspa.it\/en\/#\/schema\/person\/a6de167b6fe30bf1d2edfcbfd3417de8","name":"Andream","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/secure.gravatar.com\/avatar\/1f7a315d6f9ae9709ffc015996ad40b2c1779d16ea2dede3da3989ca3cf5aae8?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/1f7a315d6f9ae9709ffc015996ad40b2c1779d16ea2dede3da3989ca3cf5aae8?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/1f7a315d6f9ae9709ffc015996ad40b2c1779d16ea2dede3da3989ca3cf5aae8?s=96&d=mm&r=g","caption":"Andream"},"sameAs":["https:\/\/machinelearning.humanativaspa.it\/"],"url":"https:\/\/machinelearning.humanativaspa.it\/en\/author\/andream\/"}]}},"_links":{"self":[{"href":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-json\/wp\/v2\/posts\/13","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-json\/wp\/v2\/comments?post=13"}],"version-history":[{"count":4,"href":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-json\/wp\/v2\/posts\/13\/revisions"}],"predecessor-version":[{"id":193,"href":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-json\/wp\/v2\/posts\/13\/revisions\/193"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-json\/wp\/v2\/media\/196"}],"wp:attachment":[{"href":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-json\/wp\/v2\/media?parent=13"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-json\/wp\/v2\/categories?post=13"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/machinelearning.humanativaspa.it\/en\/wp-json\/wp\/v2\/tags?post=13"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}