{"id":45037,"date":"2021-03-11T10:42:00","date_gmt":"2021-03-11T08:42:00","guid":{"rendered":"https:\/\/www.iemn.fr\/articles-temporaires-anglais\/une-approche-collaborative-multi-vues-pour-la-detection-de-pietons-dans-les-systemes-de-transport-intelligents-2.html"},"modified":"2021-04-06T13:14:48","modified_gmt":"2021-04-06T11:14:48","slug":"une-approche-collaborative-multi-vues-pour-la-detection-de-pietons-dans-les-systemes-de-transport-intelligents-2","status":"publish","type":"post","link":"https:\/\/www.iemn.fr\/en\/newsletter\/une-approche-collaborative-multi-vues-pour-la-detection-de-pietons-dans-les-systemes-de-transport-intelligents-2.html","title":{"rendered":"A collaborative multi-view approach to pedestrian detection in intelligent transportation systems"},"content":{"rendered":"<div id='layer_slider_1'  class='avia-layerslider main_color avia-shadow  avia-builder-el-0  el_before_av_one_full  avia-builder-el-first  container_wrap sidebar_right'  style='height: 261px;'  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l'IEMN<\/ls-layer><\/div><\/div><\/div><div id='after_layer_slider_1'  class='main_color av_default_container_wrap container_wrap sidebar_right'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-45037'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-o0zi5m-c6bf2015330af9c8a2d4bfaf47986fec\">\n.flex_column.av-o0zi5m-c6bf2015330af9c8a2d4bfaf47986fec{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-o0zi5m-c6bf2015330af9c8a2d4bfaf47986fec av_one_full  avia-builder-el-1  el_after_av_layerslider  avia-builder-el-no-sibling  first flex_column_div av-zero-column-padding'     ><section  class='av_textblock_section av-km4mgjur-896a8b21872590575b2eadc56840f46c'   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><h4 style=\"text-align: center;\">A collaborative multi-view approach to pedestrian detection in intelligent transportation systems<\/h4>\n<h5 style=\"text-align: center;\"><a href=\"..\/wp-content\/uploads\/2021\/03\/visuel_ishen3.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-44719\" src=\"..\/wp-content\/uploads\/2021\/03\/visuel_ishen3-300x219.jpg\" alt=\"\" width=\"300\" height=\"219\" srcset=\"https:\/\/www.iemn.fr\/wp-content\/uploads\/2021\/03\/visuel_ishen3-300x219.jpg 300w, https:\/\/www.iemn.fr\/wp-content\/uploads\/2021\/03\/visuel_ishen3-16x12.jpg 16w, https:\/\/www.iemn.fr\/wp-content\/uploads\/2021\/03\/visuel_ishen3.jpg 405w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/h5>\n<blockquote>\n<p>Since pedestrians are the most vulnerable road users, the design of accurate pedestrian detection methods is a priority task for safe intelligent transportation systems.<\/p>\n<\/blockquote>\n<p>However, traditional monocular pedestrian detection methods are limited, especially in the case of occlusions. Therefore, a collaborative perception scheme in which vehicles no longer limit their inputs to their immediate on-board sensors and instead exploit data from remote sensors is needed to achieve a more complete perception of the environment. In this work, we first propose a new public database (I2V-MVPD) that combines synchronized images from both a mobile in-car camera and a static camera in the road infrastructure. We also propose a new multi-view pedestrian detection approach based on collaborative intelligence between vehicles and infrastructure. Our results show a significant improvement in detection performance compared to monocular detection.<\/p>\n<p><a href=\"..\/wp-content\/uploads\/2021\/03\/visuel_ishen2.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-44715\" src=\"..\/wp-content\/uploads\/2021\/03\/visuel_ishen2-300x144.jpg\" alt=\"\" width=\"800\" height=\"384\" srcset=\"https:\/\/www.iemn.fr\/wp-content\/uploads\/2021\/03\/visuel_ishen2-300x144.jpg 300w, https:\/\/www.iemn.fr\/wp-content\/uploads\/2021\/03\/visuel_ishen2-768x369.jpg 768w, https:\/\/www.iemn.fr\/wp-content\/uploads\/2021\/03\/visuel_ishen2-16x8.jpg 16w, https:\/\/www.iemn.fr\/wp-content\/uploads\/2021\/03\/visuel_ishen2-705x338.jpg 705w, https:\/\/www.iemn.fr\/wp-content\/uploads\/2021\/03\/visuel_ishen2.jpg 1000w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/a><\/p>\n<p>A. Ben Khalifa, I. Alouani, M. Ali Mahjoub, A. Rivenq,<br \/>\nFuture Generation Computer Systems, 113, 506 (2020)<\/p>\n<p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-13ewzjw-200864d32f296374539bd4fdd33f238c\">\n.av_font_icon.av-13ewzjw-200864d32f296374539bd4fdd33f238c{\ncolor:#bfbfbf;\nborder-color:#bfbfbf;\n}\n.av_font_icon.av-13ewzjw-200864d32f296374539bd4fdd33f238c .av-icon-char{\nfont-size:30px;\nline-height:30px;\n}\n<\/style>\n<span  class='av_font_icon av-13ewzjw-200864d32f296374539bd4fdd33f238c avia_animate_when_visible av-icon-style- avia-icon-pos-left avia-icon-animate'><span class='av-icon-char' aria-hidden='true' data-av_icon='\ue803' data-av_iconfont='entypo-fontello' ><\/span><\/span><a href=\"https:\/\/doi.org\/10.1016\/j.future.2020.07.025\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1016\/j.future.2020.07.025<\/a><\/p>\n<div  class='avia-button-wrap av-rpqvoq-d7db4535485adf15560b1285c1fb2b13-wrap avia-button-left  avia-builder-el-4  el_after_av_font_icon  avia-builder-el-last'><a href='mailto:Ihsen.Alouani@uphf.fr'  class='avia-button av-rpqvoq-d7db4535485adf15560b1285c1fb2b13 av-link-btn avia-icon_select-yes-left-icon avia-size-small avia-position-left avia-color-silver'   aria-label=\"Ihsen.Alouani@uphf.fr\"><span class='avia_button_icon avia_button_icon_left' aria-hidden='true' data-av_icon='\ue805' data-av_iconfont='entypo-fontello'><\/span><span class='avia_iconbox_title' >Ihsen.Alouani@uphf.fr<\/span><\/a><\/div>\n<\/div><\/section><\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[297],"tags":[],"class_list":["post-45037","post","type-post","status-publish","format-standard","hentry","category-newsletter"],"_links":{"self":[{"href":"https:\/\/www.iemn.fr\/en\/wp-json\/wp\/v2\/posts\/45037","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.iemn.fr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.iemn.fr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.iemn.fr\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.iemn.fr\/en\/wp-json\/wp\/v2\/comments?post=45037"}],"version-history":[{"count":0,"href":"https:\/\/www.iemn.fr\/en\/wp-json\/wp\/v2\/posts\/45037\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.iemn.fr\/en\/wp-json\/wp\/v2\/media?parent=45037"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.iemn.fr\/en\/wp-json\/wp\/v2\/categories?post=45037"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.iemn.fr\/en\/wp-json\/wp\/v2\/tags?post=45037"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}