{"id":7322,"date":"2022-09-30T07:46:35","date_gmt":"2022-09-30T05:46:35","guid":{"rendered":"https:\/\/cidai.eu\/masterclass\/explainability-in-computer-vision\/"},"modified":"2025-06-26T14:50:28","modified_gmt":"2025-06-26T12:50:28","slug":"explainability-in-computer-vision","status":"publish","type":"masterclass","link":"https:\/\/cidai.eu\/en\/masterclass\/explainability-in-computer-vision\/","title":{"rendered":"Explainability in Computer Vision"},"content":{"rendered":"<p>In recent years, artificial intelligence (AI) algorithms have vastly improved and are now used much more than just in the IT industry. Today they are to be found in areas including finance, medicine, art and renewable energy.<br \/>\nSpecifically in computer vision (CV), major decisions are constantly delegated to these algorithms (medical diagnostics, autonomous cars, etc.), so it is crucial that these decisions are fair and explainable. In this context, we have the moral responsibility as a society to shift away from the concept of the &#8220;black box&#8221; in which we cannot explain the relationship between inputs and their outputs and move towards a point where any decision made by an algorithm can be interpreted.<br \/>\nIn this Masterclass<strong> we will introduce the need for and the concept of explainability in AI<\/strong> to address the <strong>specific existing techniques for explainability in computer vision<\/strong> (focusing on the image classification task)<strong> and conclude by setting out use cases in which the interpretation of computer vision models is crucial.<\/strong><\/p>\n<h2>Addressed to:<\/h2>\n<ul>\n<li>People interested in artificial intelligence and computer vision<\/li>\n<li>Machine learning developers<\/li>\n<\/ul>\n","protected":false},"featured_media":0,"template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-7322","masterclass","type-masterclass","status-publish","hentry","format-online"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Explainability in Computer Vision - CIDAI<\/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:\/\/cidai.eu\/en\/masterclass\/explainability-in-computer-vision\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Explainability in Computer Vision - CIDAI\" \/>\n<meta property=\"og:description\" content=\"In recent years, artificial intelligence (AI) algorithms have vastly improved and are now used much more than just in the IT industry. Today they are [...]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/cidai.eu\/en\/masterclass\/explainability-in-computer-vision\/\" \/>\n<meta property=\"og:site_name\" content=\"CIDAI\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-26T12:50:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cidai.eu\/wp-content\/uploads\/2025\/02\/CIDAI-header.png\" \/>\n\t<meta property=\"og:image:width\" content=\"385\" \/>\n\t<meta property=\"og:image:height\" content=\"78\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@cidai_eu\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/cidai.eu\\\/en\\\/masterclass\\\/explainability-in-computer-vision\\\/\",\"url\":\"https:\\\/\\\/cidai.eu\\\/en\\\/masterclass\\\/explainability-in-computer-vision\\\/\",\"name\":\"Explainability in Computer Vision - CIDAI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/cidai.eu\\\/#website\"},\"datePublished\":\"2022-09-30T05:46:35+00:00\",\"dateModified\":\"2025-06-26T12:50:28+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/cidai.eu\\\/en\\\/masterclass\\\/explainability-in-computer-vision\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/cidai.eu\\\/en\\\/masterclass\\\/explainability-in-computer-vision\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/cidai.eu\\\/en\\\/masterclass\\\/explainability-in-computer-vision\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/cidai.eu\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Explainability in Computer Vision\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/cidai.eu\\\/#website\",\"url\":\"https:\\\/\\\/cidai.eu\\\/\",\"name\":\"CIDAI\",\"description\":\"el Centre d\u2019Innovaci\u00f3 en IA i Tecnologies de Dades\",\"publisher\":{\"@id\":\"https:\\\/\\\/cidai.eu\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/cidai.eu\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/cidai.eu\\\/#organization\",\"name\":\"CIDAI\",\"url\":\"https:\\\/\\\/cidai.eu\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/cidai.eu\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/cidai.eu\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/CIDAI-header.png\",\"contentUrl\":\"https:\\\/\\\/cidai.eu\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/CIDAI-header.png\",\"width\":385,\"height\":78,\"caption\":\"CIDAI\"},\"image\":{\"@id\":\"https:\\\/\\\/cidai.eu\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/cidai_eu\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/cidai\\\/posts\\\/?feedView=all\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Explainability in Computer Vision - CIDAI","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:\/\/cidai.eu\/en\/masterclass\/explainability-in-computer-vision\/","og_locale":"en_US","og_type":"article","og_title":"Explainability in Computer Vision - CIDAI","og_description":"In recent years, artificial intelligence (AI) algorithms have vastly improved and are now used much more than just in the IT industry. Today they are [...]","og_url":"https:\/\/cidai.eu\/en\/masterclass\/explainability-in-computer-vision\/","og_site_name":"CIDAI","article_modified_time":"2025-06-26T12:50:28+00:00","og_image":[{"width":385,"height":78,"url":"https:\/\/cidai.eu\/wp-content\/uploads\/2025\/02\/CIDAI-header.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_site":"@cidai_eu","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/cidai.eu\/en\/masterclass\/explainability-in-computer-vision\/","url":"https:\/\/cidai.eu\/en\/masterclass\/explainability-in-computer-vision\/","name":"Explainability in Computer Vision - CIDAI","isPartOf":{"@id":"https:\/\/cidai.eu\/#website"},"datePublished":"2022-09-30T05:46:35+00:00","dateModified":"2025-06-26T12:50:28+00:00","breadcrumb":{"@id":"https:\/\/cidai.eu\/en\/masterclass\/explainability-in-computer-vision\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/cidai.eu\/en\/masterclass\/explainability-in-computer-vision\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/cidai.eu\/en\/masterclass\/explainability-in-computer-vision\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/cidai.eu\/"},{"@type":"ListItem","position":2,"name":"Explainability in Computer Vision"}]},{"@type":"WebSite","@id":"https:\/\/cidai.eu\/#website","url":"https:\/\/cidai.eu\/","name":"CIDAI","description":"el Centre d\u2019Innovaci\u00f3 en IA i Tecnologies de Dades","publisher":{"@id":"https:\/\/cidai.eu\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/cidai.eu\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/cidai.eu\/#organization","name":"CIDAI","url":"https:\/\/cidai.eu\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/cidai.eu\/#\/schema\/logo\/image\/","url":"https:\/\/cidai.eu\/wp-content\/uploads\/2025\/02\/CIDAI-header.png","contentUrl":"https:\/\/cidai.eu\/wp-content\/uploads\/2025\/02\/CIDAI-header.png","width":385,"height":78,"caption":"CIDAI"},"image":{"@id":"https:\/\/cidai.eu\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/cidai_eu","https:\/\/www.linkedin.com\/company\/cidai\/posts\/?feedView=all"]}]}},"_links":{"self":[{"href":"https:\/\/cidai.eu\/en\/wp-json\/wp\/v2\/masterclass\/7322","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cidai.eu\/en\/wp-json\/wp\/v2\/masterclass"}],"about":[{"href":"https:\/\/cidai.eu\/en\/wp-json\/wp\/v2\/types\/masterclass"}],"version-history":[{"count":1,"href":"https:\/\/cidai.eu\/en\/wp-json\/wp\/v2\/masterclass\/7322\/revisions"}],"predecessor-version":[{"id":7518,"href":"https:\/\/cidai.eu\/en\/wp-json\/wp\/v2\/masterclass\/7322\/revisions\/7518"}],"wp:attachment":[{"href":"https:\/\/cidai.eu\/en\/wp-json\/wp\/v2\/media?parent=7322"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}