{"id":93,"date":"2022-06-27T01:38:57","date_gmt":"2022-06-26T23:38:57","guid":{"rendered":"https:\/\/web.umons.ac.be\/maia\/?p=93"},"modified":"2023-08-18T11:36:30","modified_gmt":"2023-08-18T09:36:30","slug":"publication_cvpr2022","status":"publish","type":"post","link":"https:\/\/web.umons.ac.be\/maia\/en\/publication_cvpr2022\/","title":{"rendered":"MAIA Lab took part in CVPR2022-Neurovision workshop"},"content":{"rendered":"<p>The IEEE \/ CVF Computer Vision and Pattern Recognition Conference (CVPR) is the premier annual computer vision event. <a href=\"https:\/\/cvpr2022.thecvf.com\/\">CVPR 2022<\/a> was held in a hybrid format which involved remote and in-person participation. The conference took place in New Orleans in the United States from 19\/6 to 24\/6.<\/p>\n<p>&nbsp;<\/p>\n<p><iframe loading=\"lazy\" title=\"CVPR 2022 Neurovision Workshop: How rotational encoding affects ConvNets\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/TEMyIiZms9c?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p>&nbsp;<\/p>\n<p><strong>Title<\/strong><\/p>\n<blockquote>\n<h1 class=\"document-title text-2xl-md-lh\"><span lang=\"EN-US\">How does explicit orientation encoding affect image classification of ConvNets?<\/span><\/h1>\n<\/blockquote>\n<p><strong>Authors<\/strong><\/p>\n<p><span lang=\"EN-US\"><a href=\"https:\/\/www.linkedin.com\/in\/ahmadhammoudeh\/\">Ahmad Hammoudeh<\/a> and <a href=\"https:\/\/be.linkedin.com\/in\/st%C3%A9phane-dupont-0573b64\">St\u00e9phabe Dupont<\/a><br \/>\n<\/span><\/p>\n<p><strong>Abstract<\/strong><\/p>\n<p>Some shapes look different to us if rotated. That is attributed to the use of a rotation frame of coordinates in the human visual system. However, no evidence that ConvNets, which is a machine learning architecture, use a frame of coordinates for rotation. We investigated the effect of adding one to ConvNets. An explicit orientation encoding kernel was developed using a mathematically inspired self-supervised approach. The experimental results showed that rotation encoding improved the accuracy of classifying rotated images and the resilience against noise.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>MAIA Lab took part in CVPR 2022 &#8211; NeuroVision workshop. Ahmad Hammoudeh and Prof. St\u00e9phabe Dupont presented their paper titled \u00ab\u00a0How does explicit orientation encoding affect image classification of ConvNets?\u00a0\u00bb, which was accepted for a lightning talk and a poster presentation.<\/p>\n","protected":false},"author":188,"featured_media":106,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[15,48],"tags":[],"class_list":["post-93","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-conferences-and-symposiums","category-research"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>MAIA Lab took part in CVPR2022-Neurovision workshop - Service \/ FS - 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\/maia\/en\/publication_cvpr2022\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MAIA Lab took part in CVPR2022-Neurovision workshop - Service \/ FS - Intelligence Artificielle\" \/>\n<meta property=\"og:description\" content=\"MAIA Lab took part in CVPR 2022 - NeuroVision workshop. Ahmad Hammoudeh and Prof. St\u00e9phabe Dupont presented their paper titled &quot;How does explicit orientation encoding affect image classification of ConvNets?&quot;, which was accepted for a lightning talk and a poster presentation.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/web.umons.ac.be\/maia\/en\/publication_cvpr2022\/\" \/>\n<meta property=\"og:site_name\" content=\"Service \/ FS - Intelligence Artificielle\" \/>\n<meta property=\"article:published_time\" content=\"2022-06-26T23:38:57+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-08-18T09:36:30+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/105\/2022\/06\/CVPR-3-400x400-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"400\" \/>\n\t<meta property=\"og:image:height\" content=\"400\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"IA Lab\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"IA Lab\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/web.umons.ac.be\/maia\/en\/publication_cvpr2022\/\",\"url\":\"https:\/\/web.umons.ac.be\/maia\/en\/publication_cvpr2022\/\",\"name\":\"MAIA Lab took part in CVPR2022-Neurovision workshop - Service \/ FS - Intelligence Artificielle\",\"isPartOf\":{\"@id\":\"https:\/\/web.umons.ac.be\/maia\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/web.umons.ac.be\/maia\/en\/publication_cvpr2022\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/web.umons.ac.be\/maia\/en\/publication_cvpr2022\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/105\/2022\/06\/CVPR-3-400x400-1.png\",\"datePublished\":\"2022-06-26T23:38:57+00:00\",\"dateModified\":\"2023-08-18T09:36:30+00:00\",\"author\":{\"@id\":\"https:\/\/web.umons.ac.be\/maia\/#\/schema\/person\/7c4d43ad252cf3d85c5d92071009a9fa\"},\"breadcrumb\":{\"@id\":\"https:\/\/web.umons.ac.be\/maia\/en\/publication_cvpr2022\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/web.umons.ac.be\/maia\/en\/publication_cvpr2022\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/web.umons.ac.be\/maia\/en\/publication_cvpr2022\/#primaryimage\",\"url\":\"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/105\/2022\/06\/CVPR-3-400x400-1.png\",\"contentUrl\":\"https:\/\/web.umons.ac.be\/app\/uploads\/sites\/105\/2022\/06\/CVPR-3-400x400-1.png\",\"width\":400,\"height\":400},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/web.umons.ac.be\/maia\/en\/publication_cvpr2022\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/web.umons.ac.be\/maia\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"MAIA Lab took part in CVPR2022-Neurovision workshop\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/web.umons.ac.be\/maia\/#website\",\"url\":\"https:\/\/web.umons.ac.be\/maia\/\",\"name\":\"Service \/ FS - Intelligence Artificielle\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/web.umons.ac.be\/maia\/?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\/maia\/#\/schema\/person\/7c4d43ad252cf3d85c5d92071009a9fa\",\"name\":\"IA Lab\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/web.umons.ac.be\/maia\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/771eea89fbd8ee71d04dbc5fb825b0d21261391cd91bb1daf834ee97a45b2f9f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/771eea89fbd8ee71d04dbc5fb825b0d21261391cd91bb1daf834ee97a45b2f9f?s=96&d=mm&r=g\",\"caption\":\"IA Lab\"},\"url\":\"https:\/\/web.umons.ac.be\/maia\/author\/ahammoudeh\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"MAIA Lab took part in CVPR2022-Neurovision workshop - Service \/ FS - 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\/maia\/en\/publication_cvpr2022\/","og_locale":"fr_FR","og_type":"article","og_title":"MAIA Lab took part in CVPR2022-Neurovision workshop - Service \/ FS - Intelligence Artificielle","og_description":"MAIA Lab took part in CVPR 2022 - NeuroVision workshop. 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