{"id":955,"date":"2022-05-09T11:35:40","date_gmt":"2022-05-09T09:35:40","guid":{"rendered":"https:\/\/web.umons.ac.be\/isia\/?p=955"},"modified":"2023-06-26T22:03:32","modified_gmt":"2023-06-26T20:03:32","slug":"publie-22-05","status":"publish","type":"post","link":"https:\/\/web.umons.ac.be\/isia\/publie-22-05\/","title":{"rendered":"Un nouvel article de journal a \u00e9t\u00e9 publi\u00e9 22\/05"},"content":{"rendered":"<p class=\"text-2xl-md-lh u-m-0\">L&rsquo;article a \u00e9t\u00e9 publi\u00e9 dans IEEE Transactions on Circuits and Systems for Video Technology.<\/p>\n<p><strong>Titre<\/strong><\/p>\n<blockquote>\n<h1 class=\"document-title text-2xl-md-lh\">PhyDAA: Physiological Dataset Assessing Attention<\/h1>\n<\/blockquote>\n<p><strong>Auteurs<\/strong><\/p>\n<p><span class=\"authors-info\"><span class=\"blue-tooltip\"><a>Victor Delvigne<\/a><\/span><i class=\"icon icon-orcid\"><\/i>;\u00a0<\/span><span class=\"authors-info\"><span class=\"blue-tooltip\"><a>Hazem Wannous<\/a><\/span><i class=\"icon icon-orcid\"><\/i>;\u00a0<\/span><span class=\"authors-info\"><span class=\"blue-tooltip\"><a>Thierry Dutoit<\/a><\/span>;\u00a0<\/span><span class=\"authors-info\"><span class=\"blue-tooltip\"><a>Laurence Ris<\/a><\/span>;\u00a0<\/span><span class=\"authors-info\"><span class=\"blue-tooltip\"><a>Jean-Philippe Vandeborre<\/a><\/span><\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>R\u00e9sum\u00e9<\/strong><\/p>\n<p>Attention Deficit Hyperactivity Disorder (ADHD) is the most prevalent neurodevelopmental disorder among children. It affects patients\u2019 lives in many ways: inattention, difficulty with stimuli inhibition or motor function regulation. Different treatments exist today, but these can present side effects or are not effective for all subgroups. Neurofeedback (NF) is an innovative treatment consisting of brain activity display. NF training could consist of a virtual reality (VR) video-game in which the participant\u2019s attention affects the game. Attention being assessed through physiological signals, one of the main steps is to design an estimator for the attention state. We present a novel framework able to record physiological signals in specific attention states and able to estimate the corresponding attention state. We propose a database composed of electroencephalography signals (EEG), and an eye-tracker labelled with a score representing the attention span for 32 healthy participants. Different features are extracted from the signals and machine learning (ML) algorithms are proposed. Our approach exhibits high accuracy for attention estimation, which corroborates a correlation between attention state and physiological signals (i.e. EEG, eye-tracking signals). The dataset has been made publicly available to promote research in the domain and we encourage other scientists to use their own approach for attention estimation.<\/p>\n<p>&nbsp;<\/p>\n<p>L&rsquo;article: <a href=\"https:\/\/ieeexplore.ieee.org\/document\/9361688?source=authoralert\">https:\/\/ieeexplore.ieee.org\/document\/9361688?source=authoralert<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Un nouvel article de revue d&rsquo;ISIA Lab a \u00e9t\u00e9 publi\u00e9. L&rsquo;article est intitul\u00e9 :<br \/>\n\u00ab\u00a0PhyDAA: Physiological Dataset Assessing Attention\u00a0\u00bb<br \/>\nF\u00e9licitations aux chercheurs de l&rsquo;ISIA Lab : Victor Delvigne et Thierry Dutoit.<\/p>\n","protected":false},"author":233,"featured_media":627,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33],"tags":[],"class_list":["post-955","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-recherche"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Un nouvel article de journal a \u00e9t\u00e9 publi\u00e9 22\/05 - 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\/publie-22-05\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Un nouvel article de journal a \u00e9t\u00e9 publi\u00e9 22\/05 - Service \/ FPMS - Information, Signal, et Intelligence Artificielle\" \/>\n<meta property=\"og:description\" content=\"Un nouvel article de revue d&#039;ISIA Lab a \u00e9t\u00e9 publi\u00e9. L&#039;article est intitul\u00e9 : &quot;PhyDAA: Physiological Dataset Assessing Attention&quot; F\u00e9licitations aux chercheurs de l&#039;ISIA Lab : Victor Delvigne et Thierry Dutoit.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/web.umons.ac.be\/isia\/publie-22-05\/\" \/>\n<meta property=\"og:site_name\" content=\"Service \/ FPMS - Information, Signal, et Intelligence Artificielle\" \/>\n<meta property=\"article:published_time\" content=\"2022-05-09T09:35:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-06-26T20:03:32+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/02\/announcement-g584f6125c_640-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"640\" \/>\n\t<meta property=\"og:image:height\" content=\"442\" \/>\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\/publie-22-05\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/publie-22-05\/\"},\"author\":{\"name\":\"Hugo Bohy\",\"@id\":\"https:\/\/web.umons.ac.be\/isia\/#\/schema\/person\/2ed9914beaf16e53e35a6d5092339209\"},\"headline\":\"Un nouvel article de journal a \u00e9t\u00e9 publi\u00e9 22\/05\",\"datePublished\":\"2022-05-09T09:35:40+00:00\",\"dateModified\":\"2023-06-26T20:03:32+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/publie-22-05\/\"},\"wordCount\":257,\"commentCount\":0,\"image\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/publie-22-05\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/02\/announcement-g584f6125c_640-1.jpg\",\"articleSection\":[\"Recherche\"],\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/web.umons.ac.be\/isia\/publie-22-05\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/web.umons.ac.be\/isia\/publie-22-05\/\",\"url\":\"https:\/\/web.umons.ac.be\/isia\/publie-22-05\/\",\"name\":\"Un nouvel article de journal a \u00e9t\u00e9 publi\u00e9 22\/05 - 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