{"id":12179,"date":"2020-10-12T15:00:50","date_gmt":"2020-10-12T14:00:50","guid":{"rendered":"https:\/\/datascientest.com\/?p=12179"},"modified":"2023-04-20T08:59:19","modified_gmt":"2023-04-20T08:59:19","slug":"intelligence-artificielle-detecteurs-deepfake","status":"publish","type":"post","link":"https:\/\/datascientest.com\/intelligence-artificielle-detecteurs-deepfake","title":{"rendered":"Intelligence artificielle : les d\u00e9tecteurs de DeepFake sont devenus indispensables"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"12179\" class=\"elementor elementor-12179\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-82cad7d e-flex e-con-boxed e-con\" data-id=\"82cad7d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f05efde elementor-widget elementor-widget-heading\" data-id=\"f05efde\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Les outils de d\u00e9tection de DeepFakes sont d'ores et d\u00e9j\u00e0 indispensables face \u00e0 la prolif\u00e9ration de vid\u00e9os falsifi\u00e9es gr\u00e2ce \u00e0 l'intelligence artificielle. D\u00e9couvrez o\u00f9 en est la recherche dans ce domaine, et quelles sont les m\u00e9thodes employ\u00e9es par les outils d\u00e9j\u00e0 existants.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f214130 e-flex e-con-boxed e-con\" data-id=\"f214130\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-da17905 elementor-widget elementor-widget-text-editor\" data-id=\"da17905\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Gr\u00e2ce \u00e0 l&rsquo;intelligence artificielle, il est d\u00e9sormais possible de modifier une vid\u00e9o ou de la monter de toutes pi\u00e8ces. Ce sont<strong> les \u00ab\u00a0DeepFakes\u00a0\u00bb : des vid\u00e9os fallacieuses <\/strong>cr\u00e9\u00e9es \u00e0 l&rsquo;aide du <a href=\"https:\/\/datascientest.com\/deep-learning-definition\">Deep Learning<\/a>. Or, cette technologie peut \u00eatre exploit\u00e9e \u00e0 des fins malveillantes&#8230;<\/p><p>Discr\u00e9diter une c\u00e9l\u00e9brit\u00e9 en rempla\u00e7ant le visage d&rsquo;une actrice de film X par le sien, manipuler les foules en imputant des paroles \u00e0 un homme politique&#8230; les DeepFakes ouvrent <strong>de nombreuses possibilit\u00e9s de d\u00e9sinformation<\/strong>.<\/p><p>L&rsquo;\u00e9dition de vid\u00e9os n\u00e9cessitait autrefois l&rsquo;expertise de professionnels et des budgets de plusieurs millions d&rsquo;euros. D\u00e9sormais,<strong> le DeepFake est accessible \u00e0 n&rsquo;importe quel amateur<\/strong>. Quelques semaines suffisent pour cr\u00e9er de fausses vid\u00e9os.<\/p><p>De fait, et c&rsquo;est peut-\u00eatre la cons\u00e9quence la plus grave, il n&rsquo;est <strong>plus possible de \u00ab\u00a0croire ce que l&rsquo;on voit\u00a0\u00bb<\/strong>. D\u00e9sormais, chaque vid\u00e9o sur internet est potentiellement fausse. \u00c0 l&rsquo;\u00e8re du DeepFake, toutes les images que nous voyons doivent \u00eatre remises en question, le doute est de rigueur. Et ce ph\u00e9nom\u00e8ne ne fera que s&rsquo;intensifier au fil des ann\u00e9es \u00e0 venir, \u00e0 mesure que la technologie se d\u00e9veloppera.<\/p><blockquote><p><em>Ainsi, tout comme les \u00ab\u00a0D\u00e9codeurs\u00a0\u00bb et consorts v\u00e9rifient la v\u00e9racit\u00e9 des articles d&rsquo;actualit\u00e9 sur internet, il est n\u00e9cessaire de d\u00e9ployer des outils permettant de d\u00e9tecter les DeepFakes et de les identifier comme tels.<\/em><\/p><\/blockquote><p>Depuis environ trois ans, <strong>un champ de recherche se d\u00e9veloppe<\/strong> autour de la d\u00e9tection de DeepFakes. On distingue deux principales approches.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c60cfc9 e-flex e-con-boxed e-con\" data-id=\"c60cfc9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-067db63 elementor-widget elementor-widget-heading\" data-id=\"067db63\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Comment fonctionnent les d\u00e9tecteurs de DeepFakes ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d861a4d elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"d861a4d\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/RoGHVI-w9bE&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-868df92 elementor-widget elementor-widget-text-editor\" data-id=\"868df92\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>La premi\u00e8re consiste \u00e0 <strong>rep\u00e9rer le comportement suspect<\/strong> d&rsquo;une personne dans une vid\u00e9o. Une IA peut \u00eatre nourrie \u00e0 partir de nombreuses vid\u00e9os authentiques d&rsquo;une c\u00e9l\u00e9brit\u00e9, afin d&rsquo;apprendre \u00e0 d\u00e9tecter imm\u00e9diatement toute anomalie dans sa gestuelle ou son discours.<\/p><p>La seconde technique, plus g\u00e9n\u00e9rale, consiste \u00e0 <strong>identifier les diff\u00e9rences entre les DeepFakes et les vraies vid\u00e9os<\/strong>. Par exemple, sachant que les DeepFakes sont souvent cr\u00e9\u00e9s en combinant des images, il est possible de comparer les images pour d\u00e9tecter des inconsistances dans la vid\u00e9o. Cette m\u00eame m\u00e9thode peut aussi \u00eatre exploit\u00e9e pour identifier les contenus audio frauduleux.<\/p><p>Il existe d\u00e9j\u00e0 des outils de d\u00e9tection reposant sur ces deux approches, mais ils ne sont pas encore tr\u00e8s performants. Il sera donc n\u00e9cessaire pour les chercheurs <strong>d&rsquo;am\u00e9liorer et de renforcer cette technologie<\/strong>, avant de pouvoir la mettre \u00e0 disposition de tout un chacun pour contrecarrer la vague de DeepFakes \u00e0 venir.<\/p><p>Toutefois, le temps presse. Les outils permettant de cr\u00e9er des DeepFakes sont d\u00e9j\u00e0 \u00e0 la port\u00e9e de n&rsquo;importe qui. Il est donc urgent de permettre \u00e0 <strong>ceux qui sont en premi\u00e8re ligne<\/strong> de faire face \u00e0 cette menace.<\/p><p>Par exemple, les chercheurs John Sohrawardi et Matthew Wright du <a href=\"https:\/\/www.rit.edu\" target=\"_blank\" rel=\"noopener\">Rochester Institute of Technology<\/a> ont ainsi d\u00e9cid\u00e9 de <strong>collaborer avec des journalistes<\/strong> pour les aider \u00e0 lutter contre la d\u00e9sinformation. Leur outil d\u00e9tecteur de DeepFakes vient compl\u00e9ter les techniques de v\u00e9rification de l&rsquo;information d\u00e9j\u00e0 existantes comme le croisement des sources.<\/p><p>En parall\u00e8le, les g\u00e9ants de la technologie tels que <strong>Facebook et Microsoft investissent dans les technologies<\/strong> permettant de comprendre et de d\u00e9tecter les DeepFakes. Ces investissements vont permettre d&rsquo;acc\u00e9l\u00e9rer la recherche et de gagner un temps pr\u00e9cieux dans cette course contre la montre.<\/p><p>Il sera aussi n\u00e9cessaire <strong>d&rsquo;\u00e9duquer et d&rsquo;avertir massivement le grand public <\/strong>concernant ce danger nouveau. \u00c0 l&rsquo;\u00e2ge de l&rsquo;intelligence artificielle, le combat contre la d\u00e9sinformation sera plus ardu que jamais.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11745d4 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"11745d4\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=4YpoYvhVmDw&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9885423 elementor-widget elementor-widget-text-editor\" data-id=\"9885423\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Vous savez maintenant ce que sont les d\u00e9tecteurs de DeepFakes. Pour plus d&rsquo;informations, d\u00e9couvrez <a href=\"https:\/\/datascientest.com\/le-deepfake-loutil-dangereux-qui-se-democratise\">notre dossier sur les DeepFakes<\/a> ou encore les diff\u00e9rentes fa\u00e7ons dont <a href=\"https:\/\/datascientest.com\/cybercriminels-intelligence-artificielle\">les hackers exploitent l&rsquo;IA<\/a>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f830f6e elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"f830f6e\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formation-deep-learning\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Se former au Deep Learning<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Les outils de d\u00e9tection de DeepFakes sont d&rsquo;ores et d\u00e9j\u00e0 indispensables face \u00e0 la prolif\u00e9ration de vid\u00e9os falsifi\u00e9es gr\u00e2ce \u00e0 l&rsquo;intelligence artificielle. D\u00e9couvrez o\u00f9 en est la recherche dans ce domaine, et quelles sont les m\u00e9thodes employ\u00e9es par les outils d\u00e9j\u00e0 existants. Gr\u00e2ce \u00e0 l&rsquo;intelligence artificielle, il est d\u00e9sormais possible de modifier une vid\u00e9o ou [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":12304,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2431],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>IA : les d\u00e9tecteurs de DeepFake sont devenus indispensables<\/title>\n<meta name=\"description\" content=\"Face \u00e0 l&#039;essor du Deep Learning et de l&#039;intelligence artificielle, les outils de d\u00e9tection de DeepFakes sont devenus indispensables...\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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