{"id":952,"date":"2022-05-09T11:28:58","date_gmt":"2022-05-09T09:28:58","guid":{"rendered":"https:\/\/web.umons.ac.be\/isia\/?p=952"},"modified":"2023-06-26T22:03:18","modified_gmt":"2023-06-26T20:03:18","slug":"publication220501","status":"publish","type":"post","link":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/","title":{"rendered":"A new journal paper has been published 22\/05"},"content":{"rendered":"<p><strong>Title<\/strong><\/p>\n<blockquote>\n<h1 class=\"document-title text-2xl-md-lh\">PhyDAA: Physiological Dataset Assessing Attention<\/h1>\n<\/blockquote>\n<p><strong>Authors<\/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><strong>Abstract<\/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>Link to the article: <a href=\"https:\/\/ieeexplore.ieee.org\/document\/9361688\">https:\/\/ieeexplore.ieee.org\/document\/9361688<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A new journal article from ISIA Lab has been published in IEEE Transactions on Circuits and Systems for Video Technology. The article is titled:<br \/>\n\u00ab\u00a0PhyDAA: Physiological Dataset Assessing Attention.\u00a0\u00bb Congrats to ISIA Lab researchers: Victor Delvigne, and Thierry Dutoit.<\/p>\n","protected":false},"author":233,"featured_media":575,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-952","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>A new journal paper has been published 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\/en\/publication220501\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A new journal paper has been published 22\/05 - Service \/ FPMS - Information, Signal, et Intelligence Artificielle\" \/>\n<meta property=\"og:description\" content=\"A new journal article from ISIA Lab has been published in IEEE Transactions on Circuits and Systems for Video Technology. The article is titled: &quot;PhyDAA: Physiological Dataset Assessing Attention.&quot; Congrats to ISIA Lab researchers: Victor Delvigne, and Thierry Dutoit.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/\" \/>\n<meta property=\"og:site_name\" content=\"Service \/ FPMS - Information, Signal, et Intelligence Artificielle\" \/>\n<meta property=\"article:published_time\" content=\"2022-05-09T09:28:58+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-06-26T20:03:18+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/02\/announcement-g584f6125c_640.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\/en\/publication220501\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/\"},\"author\":{\"name\":\"Hugo Bohy\",\"@id\":\"https:\/\/web.umons.ac.be\/isia\/#\/schema\/person\/2ed9914beaf16e53e35a6d5092339209\"},\"headline\":\"A new journal paper has been published 22\/05\",\"datePublished\":\"2022-05-09T09:28:58+00:00\",\"dateModified\":\"2023-06-26T20:03:18+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/\"},\"wordCount\":239,\"commentCount\":0,\"image\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/02\/announcement-g584f6125c_640.jpg\",\"articleSection\":[\"Research\"],\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/\",\"url\":\"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/\",\"name\":\"A new journal paper has been published 22\/05 - Service \/ FPMS - Information, Signal, et Intelligence Artificielle\",\"isPartOf\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/02\/announcement-g584f6125c_640.jpg\",\"datePublished\":\"2022-05-09T09:28:58+00:00\",\"dateModified\":\"2023-06-26T20:03:18+00:00\",\"author\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/#\/schema\/person\/2ed9914beaf16e53e35a6d5092339209\"},\"breadcrumb\":{\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#primaryimage\",\"url\":\"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/02\/announcement-g584f6125c_640.jpg\",\"contentUrl\":\"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/02\/announcement-g584f6125c_640.jpg\",\"width\":640,\"height\":442},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/web.umons.ac.be\/isia\/en\/home\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"A new journal paper has been published 22\/05\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/web.umons.ac.be\/isia\/#website\",\"url\":\"https:\/\/web.umons.ac.be\/isia\/\",\"name\":\"Service \/ FPMS - Information, Signal, et Intelligence Artificielle\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/web.umons.ac.be\/isia\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/web.umons.ac.be\/isia\/#\/schema\/person\/2ed9914beaf16e53e35a6d5092339209\",\"name\":\"Hugo Bohy\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/secure.gravatar.com\/avatar\/832099105f635547a6bdc752e168e4e00891c1d44a13300275fc1af9f59b478c?s=96&d=mm&r=g\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/832099105f635547a6bdc752e168e4e00891c1d44a13300275fc1af9f59b478c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/832099105f635547a6bdc752e168e4e00891c1d44a13300275fc1af9f59b478c?s=96&d=mm&r=g\",\"caption\":\"Hugo Bohy\"},\"url\":\"https:\/\/web.umons.ac.be\/isia\/author\/hbohy\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"A new journal paper has been published 22\/05 - Service \/ FPMS - Information, Signal, et Intelligence Artificielle","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/","og_locale":"fr_FR","og_type":"article","og_title":"A new journal paper has been published 22\/05 - Service \/ FPMS - Information, Signal, et Intelligence Artificielle","og_description":"A new journal article from ISIA Lab has been published in IEEE Transactions on Circuits and Systems for Video Technology. The article is titled: \"PhyDAA: Physiological Dataset Assessing Attention.\" Congrats to ISIA Lab researchers: Victor Delvigne, and Thierry Dutoit.","og_url":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/","og_site_name":"Service \/ FPMS - Information, Signal, et Intelligence Artificielle","article_published_time":"2022-05-09T09:28:58+00:00","article_modified_time":"2023-06-26T20:03:18+00:00","og_image":[{"width":640,"height":442,"url":"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/02\/announcement-g584f6125c_640.jpg","type":"image\/jpeg"}],"author":"Hugo Bohy","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"Hugo Bohy","Dur\u00e9e de lecture estim\u00e9e":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#article","isPartOf":{"@id":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/"},"author":{"name":"Hugo Bohy","@id":"https:\/\/web.umons.ac.be\/isia\/#\/schema\/person\/2ed9914beaf16e53e35a6d5092339209"},"headline":"A new journal paper has been published 22\/05","datePublished":"2022-05-09T09:28:58+00:00","dateModified":"2023-06-26T20:03:18+00:00","mainEntityOfPage":{"@id":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/"},"wordCount":239,"commentCount":0,"image":{"@id":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#primaryimage"},"thumbnailUrl":"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/02\/announcement-g584f6125c_640.jpg","articleSection":["Research"],"inLanguage":"fr-FR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/","url":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/","name":"A new journal paper has been published 22\/05 - Service \/ FPMS - Information, Signal, et Intelligence Artificielle","isPartOf":{"@id":"https:\/\/web.umons.ac.be\/isia\/#website"},"primaryImageOfPage":{"@id":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#primaryimage"},"image":{"@id":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#primaryimage"},"thumbnailUrl":"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/02\/announcement-g584f6125c_640.jpg","datePublished":"2022-05-09T09:28:58+00:00","dateModified":"2023-06-26T20:03:18+00:00","author":{"@id":"https:\/\/web.umons.ac.be\/isia\/#\/schema\/person\/2ed9914beaf16e53e35a6d5092339209"},"breadcrumb":{"@id":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#primaryimage","url":"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/02\/announcement-g584f6125c_640.jpg","contentUrl":"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/58\/2022\/02\/announcement-g584f6125c_640.jpg","width":640,"height":442},{"@type":"BreadcrumbList","@id":"https:\/\/web.umons.ac.be\/isia\/en\/publication220501\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/web.umons.ac.be\/isia\/en\/home\/"},{"@type":"ListItem","position":2,"name":"A new journal paper has been published 22\/05"}]},{"@type":"WebSite","@id":"https:\/\/web.umons.ac.be\/isia\/#website","url":"https:\/\/web.umons.ac.be\/isia\/","name":"Service \/ FPMS - Information, Signal, et Intelligence Artificielle","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/web.umons.ac.be\/isia\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Person","@id":"https:\/\/web.umons.ac.be\/isia\/#\/schema\/person\/2ed9914beaf16e53e35a6d5092339209","name":"Hugo Bohy","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/secure.gravatar.com\/avatar\/832099105f635547a6bdc752e168e4e00891c1d44a13300275fc1af9f59b478c?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/832099105f635547a6bdc752e168e4e00891c1d44a13300275fc1af9f59b478c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/832099105f635547a6bdc752e168e4e00891c1d44a13300275fc1af9f59b478c?s=96&d=mm&r=g","caption":"Hugo Bohy"},"url":"https:\/\/web.umons.ac.be\/isia\/author\/hbohy\/"}]}},"lang":"en","translations":{"en":952,"fr":955},"pll_sync_post":[],"_links":{"self":[{"href":"https:\/\/web.umons.ac.be\/isia\/wp-json\/wp\/v2\/posts\/952","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/web.umons.ac.be\/isia\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/web.umons.ac.be\/isia\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/web.umons.ac.be\/isia\/wp-json\/wp\/v2\/users\/233"}],"replies":[{"embeddable":true,"href":"https:\/\/web.umons.ac.be\/isia\/wp-json\/wp\/v2\/comments?post=952"}],"version-history":[{"count":3,"href":"https:\/\/web.umons.ac.be\/isia\/wp-json\/wp\/v2\/posts\/952\/revisions"}],"predecessor-version":[{"id":983,"href":"https:\/\/web.umons.ac.be\/isia\/wp-json\/wp\/v2\/posts\/952\/revisions\/983"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/web.umons.ac.be\/isia\/wp-json\/wp\/v2\/media\/575"}],"wp:attachment":[{"href":"https:\/\/web.umons.ac.be\/isia\/wp-json\/wp\/v2\/media?parent=952"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/web.umons.ac.be\/isia\/wp-json\/wp\/v2\/categories?post=952"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/web.umons.ac.be\/isia\/wp-json\/wp\/v2\/tags?post=952"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}