{"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 v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\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. 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