{"id":48266,"date":"2023-10-04T17:32:53","date_gmt":"2023-10-04T09:32:53","guid":{"rendered":"https:\/\/raffles-university.edu.my\/?post_type=portfolio&#038;p=48266"},"modified":"2023-10-04T17:37:45","modified_gmt":"2023-10-04T09:37:45","slug":"synthetic-media-deepfake-generation-and-detection-methods-and-challenges","status":"publish","type":"portfolio","link":"https:\/\/raffles-university.edu.my\/cn\/portfolio\/synthetic-media-deepfake-generation-and-detection-methods-and-challenges\/","title":{"rendered":"Synthetic Media (Deepfake) Generation and Detection Methods and Challenges"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"48266\" class=\"elementor elementor-48266\" data-elementor-post-type=\"portfolio\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-51fff0f elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"51fff0f\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-238a7d2\" data-id=\"238a7d2\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-acd5284 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"acd5284\" data-element_type=\"section\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;],&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-270f7fa\" data-id=\"270f7fa\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-180723a elementor-widget elementor-widget-heading\" data-id=\"180723a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/ruijass.com\/\">PUBLICATION<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5899b69 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5899b69\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b10f81 elementor-widget elementor-widget-text-editor\" data-id=\"4b10f81\" 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\t\t<div>\n<p><strong><strong>Authors Name: <br \/><\/strong><\/strong><i>Sasa Arsovski<\/i><span class=\"s1\"><i>*<\/i><\/span><i>, Angely Sim Jia Wun<\/i><span class=\"s1\"><i>*<\/i><\/span><i>, Branko Markoski <\/i><span class=\"s1\"><i>**<\/i><\/span><i>, Aleksandar Sofic<\/i><span class=\"s1\"><i>***<\/i><\/span><i>, Velibor Premcevski <\/i><span class=\"s1\"><i>**<br \/><\/i><\/span><strong style=\"font-size: 16px;\">\u4eba\u5de5\u667a\u80fd\u4e0e\u673a\u68b0\u7cfb<\/strong><\/p>\n<\/div>\n<div>\n<p class=\"p1\"><i>11th International Conference on Applied Information and Internet Technologies &#8211; AIIT 2021, <\/i>138-141.<\/p>\n<p class=\"p2\"><b><i>Keywords: <\/i><\/b><i>Synthetic media, Deep Neural Networks, <\/i><i>Autoencoders, Machine Learning<\/i><\/p>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff3cdf4 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"ff3cdf4\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&#038;hl=en&#038;user=DiDDnRQAAAAJ&#038;sortby=pubdate&#038;citation_for_view=DiDDnRQAAAAJ:ZeXyd9-uunAC\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chevron-right\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">View the Full Journal<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-6ace79e\" data-id=\"6ace79e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4ca9725 elementor-widget elementor-widget-image\" data-id=\"4ca9725\" 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\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"479\" src=\"https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.33.25-PM-1024x479.png\" class=\"attachment-large size-large wp-image-48271\" alt=\"\" srcset=\"https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.33.25-PM-1024x479.png 1024w, https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.33.25-PM-300x140.png 300w, https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.33.25-PM-768x360.png 768w, https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.33.25-PM-1536x719.png 1536w, https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.33.25-PM-18x8.png 18w, https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.33.25-PM.png 1542w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a22f6c elementor-widget elementor-widget-image\" data-id=\"3a22f6c\" 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\t\t\t<img decoding=\"async\" width=\"1024\" height=\"868\" src=\"https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.37.09-PM-1024x868.png\" class=\"attachment-large size-large wp-image-48272\" alt=\"\" srcset=\"https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.37.09-PM-1024x868.png 1024w, https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.37.09-PM-300x254.png 300w, https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.37.09-PM-768x651.png 768w, https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.37.09-PM-1536x1302.png 1536w, https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.37.09-PM-14x12.png 14w, https:\/\/raffles-university.edu.my\/wp-content\/uploads\/2023\/10\/Screenshot-2023-10-04-at-5.37.09-PM.png 1602w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08d3232 elementor-widget elementor-widget-heading\" data-id=\"08d3232\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Synthetic Media (Deepfake) Generation and Detection Methods and Challenges<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ba673e0 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ba673e0\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07198a0 elementor-widget elementor-widget-heading\" data-id=\"07198a0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Abstract<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1795b8d elementor-widget elementor-widget-text-editor\" data-id=\"1795b8d\" 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\t\t<p>Synthetic media (Deepfake) are digital manipulations of an image\/video in which a person and\/or content of the media has been altered. Artificial Intelligence (AI) driven Deepfake can lead towards online disinformation, reduce trust in social media, and challenge online culture. Deepfakes can easily change viewer perception of truth in business or politics, so it is very important to develop models and strategies to improve their detection. In this paper authors will analyze latest state-of-the-art Deepfake generation and detection methods. The aim of the research that is presented in this paper is to detect and analyze disparity gap between Deepfake detection methods &#8211; machine learning and deep learning approaches used for binary classification and generative adversarial approaches used for Deepfake generation. From the results of our experiment, we can conclude that binary classifiers used for Deepfake detection are not reliable enough to properly generalize real-world data, thus Deepfake media still represent a high threat in online society, and new technological solutions are indispensable to counter this challenge.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e9b140 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"8e9b140\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.researchgate.net\/profile\/Vuk-Vukovic-4\/publication\/362712042_Improving_Test_Execution_Phase_through_Diversity_of_Approaches_A_Systematic_Literature_Review\/links\/62fb69f4aa4b1206fab5ec2e\/Improving-Test-Execution-Phase-through-Diversity-of-Approaches-A-Systematic-Literature-Review.pdf#page=148\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chevron-right\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">View the Full Journal<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"featured_media":48272,"template":"elementor_header_footer","meta":{"_acf_changed":false,"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"unboxed","site-sidebar-style":"unboxed","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}}},"programmes":[211],"class_list":["post-48266","portfolio","type-portfolio","status-publish","has-post-thumbnail","hentry","programmes-ai-robotics"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - 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