{"id":174774,"date":"2023-12-03T21:09:15","date_gmt":"2023-12-03T20:09:15","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=174774"},"modified":"2023-12-03T21:14:21","modified_gmt":"2023-12-03T20:14:21","slug":"deepfake-a-dangerous-tool-on-the-rise","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/deepfake-a-dangerous-tool-on-the-rise","title":{"rendered":"DeepFake, a dangerous tool on the rise"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"174774\" class=\"elementor elementor-174774\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d5d1783 e-flex e-con-boxed e-con\" data-id=\"d5d1783\" 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-6d5ff91 elementor-widget elementor-widget-heading\" data-id=\"6d5ff91\" 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\">Lately, the web has been inundated with photos and videos associated with the word DeepFake, but what is it really?<\/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-f672a3b e-flex e-con-boxed e-con\" data-id=\"f672a3b\" 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-5be673e elementor-widget elementor-widget-text-editor\" data-id=\"5be673e\" 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><strong>DeepFake<\/strong>\u00a0is derived from the combination of &#8220;<a href=\"https:\/\/datascientest.com\/en\/unleashing-artistic-expression-with-deep-learning-style-transfer\">Deep Learning<\/a>&#8221; and &#8220;Fake.&#8221; It involves synthesizing images or videos from entirely different images and videos to create an entirely new scene without the deception being easily detected.<\/p><p>It becomes evident quickly that this tool can be dangerous, especially in the era of social media, where massive disinformation is prevalent. One notable example is the <strong>campaign against AIDS<\/strong> conducted a few months ago by Solidarit\u00e9 Sida, which included a DeepFake video of the former U.S. President Donald Trump &#8220;announcing&#8221; the end of AIDS.<\/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-7191ff8 elementor-widget elementor-widget-image\" data-id=\"7191ff8\" data-element_type=\"widget\" data-widget_type=\"image.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-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/twitter.com\/SolidariteSida\/status\/1181086753693810689?s=20\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"417\" height=\"500\" src=\"https:\/\/datascientest.com\/en\/files\/2020\/09\/image_deep_fake.png\" class=\"attachment-full size-full wp-image-8861\" alt=\"deeep fake\" srcset=\"https:\/\/datascientest.com\/en\/files\/2020\/09\/image_deep_fake.png 417w, https:\/\/datascientest.com\/en\/files\/2020\/09\/image_deep_fake-250x300.png 250w\" sizes=\"(max-width: 417px) 100vw, 417px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Example of DeepFake produced by Solidarit\u00e9 Sida<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\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-6a7854b e-flex e-con-boxed e-con\" data-id=\"6a7854b\" 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-6ea72dc elementor-widget elementor-widget-heading\" data-id=\"6ea72dc\" 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\">How does it work?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d76f394 elementor-widget elementor-widget-text-editor\" data-id=\"d76f394\" 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>The <strong>DeepFake<\/strong> algorithms are based on <a href=\"https:\/\/datascientest.com\/en\/gan-machine-learning-putting-fictitious-faces-into-practice\">Generative Adversarial Networks (GANs).<\/a><\/p><p>In broad terms, this is a two-step learning model: a first neural network generates an object (an image, a video, a sound&#8230;), and a second network is responsible for determining whether this object is generated by the first one or not, all with a database of images similar to those desired as &#8216;fuel&#8217; for the algorithm.<\/p><p><a href=\"https:\/\/datascientest.com\/en\/edit-your-photos-at-will-with-drag-your-gan\">A GAN is thus composed of two neural networks: a generator (G in the diagram) and a discriminator (D in the diagram),<\/a> whose antagonistic interactions contribute to mutual training. For more details on the overall functioning of neural networks, please refer to our <a href=\"https:\/\/datascientest.com\/en\/edit-your-photos-at-will-with-drag-your-gan\">articles on Deep Learning and Style Transfer.<\/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-e384beb elementor-widget elementor-widget-image\" data-id=\"e384beb\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/theconversation.com\/competition-entre-reseaux-de-neurones-artificiels-pour-creer-des-images-realistes-110005\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"754\" height=\"424\" src=\"https:\/\/datascientest.com\/en\/files\/2020\/09\/image2_deeep_fake.png\" class=\"attachment-full size-full wp-image-8862\" alt=\"deep fake\" srcset=\"https:\/\/datascientest.com\/en\/files\/2020\/09\/image2_deeep_fake.png 754w, https:\/\/datascientest.com\/en\/files\/2020\/09\/image2_deeep_fake-300x169.png 300w\" sizes=\"(max-width: 754px) 100vw, 754px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">How a GAN works<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\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-2283a1d e-flex e-con-boxed e-con\" data-id=\"2283a1d\" 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-f07e766 elementor-widget elementor-widget-heading\" data-id=\"f07e766\" 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\">On the road to democratization \/ How to do it?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0eb595c elementor-widget elementor-widget-text-editor\" data-id=\"0eb595c\" 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>In recent months, it&#8217;s no longer necessary to have a master&#8217;s degree in Data Science from Stanford to be able to produce your own <strong>DeepFakes,<\/strong> which may or may not be easily detectable to the naked eye.<\/p><p>One can mention the <strong>Chinese application Zao,<\/strong> which allows users to superimpose a face onto a video sequence.<\/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-bef4f48 elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"bef4f48\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=dJYTMhKXCAc&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-86b9ae6 elementor-widget elementor-widget-text-editor\" data-id=\"86b9ae6\" 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>It&#8217;s fun to use, but you have to give up the rights to the photos you take&#8230;<\/p><p>But also the most popular on the networks: the <strong>First-Order-Motion-Model,<\/strong> a package developed by Aliaksandr Siarohin, St\u00e9phane Lathuili\u00e8re, Sergey Tulyakov, Elisa Ricci and Nicu Sebe, enabling DeepFake to create disturbingly realistic photos and videos with little effort,<strong> since a collaborative environment<\/strong> has been made available by the creators on Google Collab, enabling the program to be launched without any technical prerequisites!<\/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-4c7a36e elementor-widget elementor-widget-text-editor\" data-id=\"4c7a36e\" 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>Did you like this article? Want to<a href=\"https:\/\/datascientest.com\/en\/all-about-deep-learning\"> learn more about Deep Learning<\/a>? Discover our dedicated dossier or get started quickly on a Data Science training course with DataScientest!<\/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-2b3ddf7 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"2b3ddf7\" 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-md\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\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\">Discover our courses<\/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>Ces derniers temps, le web est inond\u00e9 de photos et de vid\u00e9os associ\u00e9es au mot DeepFake, mais de quoi s\u2019agit-il r\u00e9ellement&nbsp;? Le DeepFake, autrement appel\u00e9 \u00ab&nbsp;hypertrucage&nbsp;\u00bb, vient de la concat\u00e9nation de &#8220;Deep Learning&#8221; et surprise&#8230; &#8220;Fake&#8220;. Il consiste \u00e0 synth\u00e9tiser des images ou des vid\u00e9os \u00e0 partir d\u2019autres images et vid\u00e9os totalement diff\u00e9rentes afin de [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":174777,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2425],"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>DeepFake, a dangerous tool on the rise<\/title>\n<meta name=\"description\" content=\"DeepFake technology, which involves creating highly realistic fake videos and audio recordings, has indeed raised concerns about its potential for misuse and harm. 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