{"id":986,"date":"2022-05-14T14:00:45","date_gmt":"2022-05-14T12:00:45","guid":{"rendered":"https:\/\/web.umons.ac.be\/isia\/?p=986"},"modified":"2023-06-26T22:04:07","modified_gmt":"2023-06-26T20:04:07","slug":"infortech-numediart220519","status":"publish","type":"post","link":"https:\/\/web.umons.ac.be\/isia\/en\/infortech-numediart220519\/","title":{"rendered":"Infortech-Numediart seminars on 19\/5"},"content":{"rendered":"<ul type=\"disc\">\n<li><b>Time: <\/b>Thursday, May 19 12:30<\/li>\n<li><b>Location\u00a0:\u00a0<\/b>Auditorium 05, Houdain Site. Polytechnic Faculty<\/li>\n<li><b>Speakers\u00a0:\u00a0<\/b>Mohamed Benkedadra (ILIA &amp; <a href=\"http:\/\/web.umons.ac.be\/isia\/\"><strong>ISIA<\/strong><\/a>) and Otmane Amel (ILIA)<b>\u00a0&#8211;\u00a0<\/b>FPMS<b><\/b><\/li>\n<li class=\"x_Default\"><b>Title\u00a0:\u00a0<\/b>\u00a0\u00bb InfraSecure : AI models for the detection of 2D\/3D dangerous actions for the security of workers in railway sites at Infrabel\u00a0\u00bb<\/li>\n<li class=\"x_Default\"><b>Summary\u00a0:<\/b>\u00a0during this presentation, we present the results of our UMONS-Infrabel service mission, which is part of Infrabel&rsquo;s desire to make construction sites as safe as possible and preserve workers working in dangerous environments. The research aims to use new artificial intelligence and computer vision technologies to ensure sustained and effective monitoring of potentially hazardous areas, a task that is difficult for humans to perform effectively. During this mission, we developed two solutions, the first is based on the analysis of distances between detected dangerous 3D objects (excavators, train rails, etc.) and workers using ZED2 cameras. The second solution relies on the exploitation of a database of annotated and mixed actions (composed of real and artificial scenes) to generate an explainable deep learning model for the detection of dangerous actions.The experimental results demonstrated the relevance of both approaches with an accuracy of up to 90% for the rate of good detection of 2D\/3D dangerous actions.<\/li>\n<li class=\"x_Default\"><b>UMONS Coordinators\u00a0:\u00a0<\/b>Sidi Ahmed Mahmoudi (ILIA) and Matei Mancas (ISIA)<b><\/b><\/li>\n<\/ul>\n<p class=\"x_MsoNormal\">Sandwiches are planned for this seminar. You can confirm your attendance by email before 18\/05.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Benkedadra, ISIA researcher, co-presented about \u00ab\u00a0\u00a0\u00bbAI models for the detection of 2D\/3D dangerous actions for the security of workers in railway sites at Infrabel\u00a0\u00bb on 19\/5\/2022.<\/p>\n","protected":false},"author":233,"featured_media":1018,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-986","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-research"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Infortech-Numediart seminars on 19\/5 - Service \/ FPMS - Information, Signal, et Intelligence Artificielle<\/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:\/\/web.umons.ac.be\/isia\/en\/infortech-numediart220519\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Infortech-Numediart seminars on 19\/5 - Service \/ FPMS - Information, Signal, et Intelligence Artificielle\" \/>\n<meta property=\"og:description\" content=\"Benkedadra, ISIA researcher, co-presented about &quot;&quot;AI models for the detection of 2D\/3D dangerous actions for the security of workers in railway sites at Infrabel&quot; on 19\/5\/2022.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/web.umons.ac.be\/isia\/en\/infortech-numediart220519\/\" \/>\n<meta property=\"og:site_name\" content=\"Service \/ FPMS - Information, Signal, et Intelligence Artificielle\" \/>\n<meta property=\"article:published_time\" content=\"2022-05-14T12:00:45+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-06-26T20:04:07+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/05\/seminar.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"640\" \/>\n\t<meta property=\"og:image:height\" content=\"427\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Hugo Bohy\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Hugo Bohy\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/infortech-numediart220519\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/infortech-numediart220519\/\"},\"author\":{\"name\":\"Hugo Bohy\",\"@id\":\"https:\/\/web.umons.ac.be\/isia\/#\/schema\/person\/2ed9914beaf16e53e35a6d5092339209\"},\"headline\":\"Infortech-Numediart seminars on 19\/5\",\"datePublished\":\"2022-05-14T12:00:45+00:00\",\"dateModified\":\"2023-06-26T20:04:07+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/infortech-numediart220519\/\"},\"wordCount\":227,\"commentCount\":0,\"image\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/infortech-numediart220519\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/05\/seminar.jpg\",\"articleSection\":[\"Research\"],\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/web.umons.ac.be\/isia\/en\/infortech-numediart220519\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/infortech-numediart220519\/\",\"url\":\"https:\/\/web.umons.ac.be\/isia\/en\/infortech-numediart220519\/\",\"name\":\"Infortech-Numediart seminars on 19\/5 - 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