{"id":1210014,"date":"2026-06-18T02:37:55","date_gmt":"2026-06-18T02:37:55","guid":{"rendered":"https:\/\/www.inhand.com\/?p=1210014"},"modified":"2026-06-18T02:46:41","modified_gmt":"2026-06-18T02:46:41","slug":"ai-traffic-analysis","status":"publish","type":"post","link":"https:\/\/www.inhand.com\/fr\/cases\/ai-traffic-analysis","title":{"rendered":"Transformer les vid\u00e9os en bord de route en donn\u00e9es de trafic exploitables"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"1210014\" class=\"elementor elementor-1210014\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f5deb9f e-con-full anli_box e-flex e-con e-parent\" data-id=\"f5deb9f\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6c1a9e e-con-full anli_box_l e-flex e-con e-child\" data-id=\"6c1a9e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-34437fe7 elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"34437fe7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Transformer les vid\u00e9os en bord de route en donn\u00e9es de trafic exploitables<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3775149e e-con-full e-flex e-con e-child\" data-id=\"3775149e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-10a10b91 elementor-widget elementor-widget-heading\" data-id=\"10a10b91\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Applications et cas<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-522c58ba case-banner-one elementor-widget elementor-widget-image\" data-id=\"522c58ba\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1780\" height=\"660\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Turning-Roadside-Video-into-Actionable-Traffic-Data-banner.jpg\" class=\"attachment-large size-large wp-image-1210073\" alt=\"\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Turning-Roadside-Video-into-Actionable-Traffic-Data-banner.jpg 1780w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Turning-Roadside-Video-into-Actionable-Traffic-Data-banner-300x111.jpg 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Turning-Roadside-Video-into-Actionable-Traffic-Data-banner-768x285.jpg 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Turning-Roadside-Video-into-Actionable-Traffic-Data-banner-1536x570.jpg 1536w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Turning-Roadside-Video-into-Actionable-Traffic-Data-banner-18x7.jpg 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Turning-Roadside-Video-into-Actionable-Traffic-Data-banner-600x222.jpg 600w\" sizes=\"(max-width: 1780px) 100vw, 1780px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6bac9b35 e-con-full e-flex e-con e-child\" data-id=\"6bac9b35\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-788fe74d elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"788fe74d\" data-element_type=\"widget\" id=\"maodian1\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Points cl\u00e9s \u00e0 retenir<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-257fbef5 elementor-widget elementor-widget-heading\" data-id=\"257fbef5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Transformez les vid\u00e9os routi\u00e8res en donn\u00e9es de trafic exploitables gr\u00e2ce \u00e0 l&#039;IA embarqu\u00e9e. Les ordinateurs monocartes IA de la s\u00e9rie Mo d&#039;InHand traitent la d\u00e9tection, la classification et le comptage des v\u00e9hicules au plus pr\u00e8s de la cam\u00e9ra, offrant ainsi une plateforme flexible pour les applications de surveillance et d&#039;analyse du trafic.\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23838299 elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"23838299\" data-element_type=\"widget\" id=\"maodian2\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Arri\u00e8re-plan<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a59363f elementor-widget elementor-widget-text-editor\" data-id=\"2a59363f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les conditions de circulation \u00e9voluent tout au long de la journ\u00e9e en fonction du volume de v\u00e9hicules, de l&#039;utilisation des routes, des travaux et des \u00e9v\u00e9nements locaux. Les relev\u00e9s manuels et les \u00e9chantillonnages p\u00e9riodiques ne permettent pas de suivre ces variations en continu. L&#039;analyse vid\u00e9o embarqu\u00e9e permet de d\u00e9tecter et de classifier les v\u00e9hicules en bord de route et de g\u00e9n\u00e9rer des donn\u00e9es structur\u00e9es sans avoir \u00e0 envoyer chaque flux vid\u00e9o \u00e0 un serveur central. Les d\u00e9veloppeurs de syst\u00e8mes de gestion du trafic peuvent utiliser ces r\u00e9sultats pour cr\u00e9er des tableaux de bord, des rapports historiques, des indicateurs de congestion et d&#039;autres applications adapt\u00e9es aux besoins locaux.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14d13a6e elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"14d13a6e\" data-element_type=\"widget\" id=\"maodian3\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Exigences du client<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-301108f9 e-grid e-con-full e-con e-child\" data-id=\"301108f9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-152200 anli_hover elementor-widget elementor-widget-ucaddon_icon_box_hover_effect\" data-id=\"152200\" data-element_type=\"widget\" data-widget_type=\"ucaddon_icon_box_hover_effect.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<!-- start Icon Box Hover Effect -->\n\t\t<link id='font-awesome-css' href='https:\/\/www.inhand.com\/wp-content\/plugins\/unlimited-elements-for-elementor-premium\/assets_libraries\/font-awesome6\/fontawesome-all.min.css' type='text\/css' rel='stylesheet' >\n\t\t<link id='font-awesome-4-shim-css' href='https:\/\/www.inhand.com\/wp-content\/plugins\/unlimited-elements-for-elementor-premium\/assets_libraries\/font-awesome6\/fontawesome-v4-shims.min.css' type='text\/css' rel='stylesheet' >\n\n<style>\/* widget: Icon Box Hover Effect *\/\n\n#uc_icon_box_hover_effect_elementor_152200{\n  display:block;\n  padding:50px 40px;\n  text-align:center;\n  text-decoration:none;\n  color:black;\n  transition:1s ease-in-out;\n}\n\n#uc_icon_box_hover_effect_elementor_152200 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79.0773 19.25 78.4289 19.25 77.75V35.5C19.25 34.8211 19.3807 34.1727 19.6421 33.5547C19.895 32.9567 20.2524 32.4267 20.7144 31.9647C21.1765 31.5026 21.7064 31.1451 22.3044 30.8922Z\" fill=\"#5A5A5A\"><\/path>\n  <path d=\"M42.4648 50.375C41.4883 52.6836 41 55.0996 41 57.625C41 60.1504 41.4883 62.5664 42.4648 64.875C43.4062 67.1035 44.7363 69.0762 46.4551 70.7949C48.1738 72.5137 50.1465 73.8438 52.375 74.7852C54.6836 75.7617 57.0996 76.25 59.625 76.25C62.1504 76.25 64.5664 75.7617 66.875 74.7852C69.1035 73.8438 71.0762 72.5137 72.7949 70.7949C74.5137 69.0762 75.8438 67.1035 76.7852 64.875C77.7617 62.5664 78.25 60.1504 78.25 57.625C78.25 55.0996 77.7617 52.6836 76.7852 50.375C75.8438 48.1465 74.5137 46.1738 72.7949 44.4551C71.0762 42.7363 69.1035 41.4062 66.875 40.4648C64.5664 39.4883 62.1504 39 59.625 39C57.0996 39 54.6836 39.4883 52.375 40.4648C50.1465 41.4062 48.1738 42.7363 46.4551 44.4551C44.7363 46.1738 43.4062 48.1465 42.4648 50.375ZM57.625 57.625V72.1172C56.3574 71.9453 55.125 71.6055 53.9336 71.1016C52.1836 70.3613 50.6328 69.3164 49.2832 67.9668C47.9336 66.6172 46.8887 65.0664 46.1484 63.3164C45.3828 61.5078 45 59.6094 45 57.625C45 55.6406 45.3828 53.7422 46.1484 51.9336C46.8887 50.1836 47.9336 48.6328 49.2832 47.2832C50.6328 45.9336 52.1836 44.8887 53.9336 44.1484C55.7422 43.3828 57.6406 43 59.625 43C61.6094 43 63.5078 43.3828 65.3164 44.1484C67.0664 44.8887 68.6172 45.9336 69.9668 47.2832C71.3164 48.6328 72.3613 50.1836 73.1016 51.9336C73.6055 53.125 73.9453 54.3574 74.1172 55.625H59.625C59.0723 55.625 58.6016 55.8203 58.2109 56.2109C57.8203 56.6016 57.625 57.0723 57.625 57.625ZM65.3164 71.1016C64.125 71.6055 62.8926 71.9453 61.625 72.1172V59.625H74.1172C73.9453 60.8926 73.6055 62.125 73.1016 63.3164C72.3613 65.0664 71.3164 66.6172 69.9668 67.9668C68.6172 69.3164 67.0664 70.3613 65.3164 71.1016Z\" fill=\"#388E3C\"><\/path>\n<\/svg>\n<\/div>\n  <div  class=\"iconBoxHoverEffectTitle\">Donn\u00e9es entre les manuels<br>Enqu\u00eates<\/div>  <div class=\"iconBoxHoverEffectText\">\n    Les \u00e9quipes charg\u00e9es de la circulation ont besoin d&#039;informations plus coh\u00e9rentes sur le flux de v\u00e9hicules que celles que peuvent fournir des enqu\u00eates p\u00e9riodiques ou de courtes p\u00e9riodes d&#039;observation.\n  <\/div>\n  \n  <\/div>\n<!-- end Icon Box Hover Effect -->\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-34724579 anli_hover elementor-widget elementor-widget-ucaddon_icon_box_hover_effect\" data-id=\"34724579\" data-element_type=\"widget\" data-widget_type=\"ucaddon_icon_box_hover_effect.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<!-- start Icon Box Hover Effect -->\n\n<style>\/* widget: Icon Box Hover Effect *\/\n\n#uc_icon_box_hover_effect_elementor_34724579{\n  display:block;\n  padding:50px 40px;\n  text-align:center;\n  text-decoration:none;\n  color:black;\n  transition:1s ease-in-out;\n}\n\n#uc_icon_box_hover_effect_elementor_34724579 .ue-box-icon{\n  line-height:1em;\n  padding-bottom:20px;\n  display:block;\n  width:100%;\n  transition:1s ease-in-out;\n  transform:translateY(40px);\n}\n\n#uc_icon_box_hover_effect_elementor_34724579 .ue-box-icon svg{\n  height:1em;\n  width:1em;  \n  margin-left: auto;\n  margin-right: auto;\n}\n\n#uc_icon_box_hover_effect_elementor_34724579 .iconBoxHoverEffectTitle{\n  display:block;\n  white-space: nowrap;\n  transition:1s ease-in-out;\n  width:100%;\n  padding-bottom:14px;\n  transform:translateY(40px);\n}\n.iconBoxHoverEffectTitle{\n  font-size:32px; \n}\n\n#uc_icon_box_hover_effect_elementor_34724579 .iconBoxHoverEffectText{\n  text-align:left;\n  opacity:0;\n  transition:1s ease-in-out;\n  transform:translateY(30px);\n}\n\n\n#uc_icon_box_hover_effect_elementor_34724579:hover .iconBoxHoverEffectTitle{\n  width:0%;\n  transform:translateY(0px);\n}\n\n#uc_icon_box_hover_effect_elementor_34724579:hover 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55.1868C38.7637 54.4968 38.6238 53.2387 39.3137 52.3762L56.3137 31.1262Z\" fill=\"#5A5A5A\"><\/path><path d=\"M55.75 83.5C61.549 83.5 66.25 88.201 66.25 94C66.25 99.799 61.549 104.5 55.75 104.5C49.951 104.5 45.25 99.799 45.25 94C45.25 88.201 49.951 83.5 55.75 83.5ZM55.75 87.5C52.1601 87.5 49.25 90.4101 49.25 94C49.25 97.5898 52.1601 100.5 55.75 100.5C59.3398 100.5 62.25 97.5898 62.25 94C62.25 90.4101 59.3398 87.5 55.75 87.5Z\" fill=\"#388E3C\"><\/path><path d=\"M34.5 49.5C40.299 49.5 45 54.201 45 60C45 65.799 40.299 70.5 34.5 70.5C28.701 70.5 24 65.799 24 60C24 54.201 28.701 49.5 34.5 49.5ZM34.5 53.5C30.9101 53.5 28 56.4101 28 60C28 63.5898 30.9101 66.5 34.5 66.5C38.0898 66.5 41 63.5898 41 60C41 56.4101 38.0898 53.5 34.5 53.5Z\" fill=\"#388E3C\"><\/path><path d=\"M85.5 49.5C91.299 49.5 96 54.201 96 60C96 65.799 91.299 70.5 85.5 70.5C79.701 70.5 75 65.799 75 60C75 54.201 79.701 49.5 85.5 49.5ZM85.5 53.5C81.9101 53.5 79 56.4101 79 60C79 63.5898 81.9101 66.5 85.5 66.5C89.0898 66.5 92 63.5898 92 60C92 56.4101 89.0898 53.5 85.5 53.5Z\" fill=\"#388E3C\"><\/path><path d=\"M64.25 15.5C70.049 15.5 74.75 20.201 74.75 26C74.75 31.799 70.049 36.5 64.25 36.5C58.451 36.5 53.75 31.799 53.75 26C53.75 20.201 58.451 15.5 64.25 15.5ZM64.25 19.5C60.6601 19.5 57.75 22.4101 57.75 26C57.75 29.5898 60.6601 32.5 64.25 32.5C67.8398 32.5 70.75 29.5898 70.75 26C70.75 22.4101 67.8398 19.5 64.25 19.5Z\" fill=\"#388E3C\"><\/path><\/svg><\/div>\n  <div  class=\"iconBoxHoverEffectTitle\">Entr\u00e9es utilisables pour<br>Applications de trafic<\/div>  <div class=\"iconBoxHoverEffectText\">\n    Les vid\u00e9os brutes film\u00e9es en bord de route doivent \u00eatre converties en donn\u00e9es structur\u00e9es sur les v\u00e9hicules, que le logiciel client peut organiser par lieu et par heure \u00e0 des fins d&#039;analyse et de reporting.\n  <\/div>\n  \n  <\/div>\n<!-- end Icon Box Hover Effect -->\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-671a1c04 anli_hover elementor-widget elementor-widget-ucaddon_icon_box_hover_effect\" data-id=\"671a1c04\" data-element_type=\"widget\" data-widget_type=\"ucaddon_icon_box_hover_effect.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<!-- start Icon Box Hover Effect -->\n\n<style>\/* widget: Icon Box Hover Effect *\/\n\n#uc_icon_box_hover_effect_elementor_671a1c04{\n  display:block;\n  padding:50px 40px;\n  text-align:center;\n  text-decoration:none;\n  color:black;\n  transition:1s ease-in-out;\n}\n\n#uc_icon_box_hover_effect_elementor_671a1c04 .ue-box-icon{\n  line-height:1em;\n  padding-bottom:20px;\n  display:block;\n  width:100%;\n  transition:1s ease-in-out;\n  transform:translateY(40px);\n}\n\n#uc_icon_box_hover_effect_elementor_671a1c04 .ue-box-icon svg{\n  height:1em;\n  width:1em;  \n  margin-left: auto;\n  margin-right: auto;\n}\n\n#uc_icon_box_hover_effect_elementor_671a1c04 .iconBoxHoverEffectTitle{\n  display:block;\n  white-space: nowrap;\n  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-->\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-194b3bf3 elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"194b3bf3\" data-element_type=\"widget\" id=\"maodian4\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Solution<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47c66da0 elementor-widget elementor-widget-image\" data-id=\"47c66da0\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1900\" height=\"726\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Road-camera-surveillance-2000x764.webp\" class=\"attachment-large size-large wp-image-1210469\" alt=\"\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Road-camera-surveillance-2000x764.webp 2000w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Road-camera-surveillance-300x115.webp 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Road-camera-surveillance-768x293.webp 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Road-camera-surveillance-1536x587.webp 1536w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Road-camera-surveillance-2048x782.webp 2048w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Road-camera-surveillance-18x7.webp 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Road-camera-surveillance-600x229.webp 600w\" sizes=\"(max-width: 1900px) 100vw, 1900px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-240e12e2 elementor-widget elementor-widget-text-editor\" data-id=\"240e12e2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>La solution d&#039;analyse du trafic combine des cam\u00e9ras de bord de route, un ordinateur monocarte d&#039;IA InHand s\u00e9rie Mo, une connectivit\u00e9 r\u00e9seau et un logiciel d&#039;analyse d\u00e9velopp\u00e9 par le client. Mo traite localement le flux vid\u00e9o entrant et ex\u00e9cute des mod\u00e8les compatibles pour la d\u00e9tection, la classification et le comptage des v\u00e9hicules.<\/p><p>Son environnement bas\u00e9 sur Debian inclut TI TIDL, OpenCV et GStreamer, et prend en charge les mod\u00e8les TFLite et ONNX. Les d\u00e9veloppeurs peuvent utiliser les donn\u00e9es v\u00e9hicules ainsi obtenues pour cr\u00e9er des statistiques temporelles, des tableaux de bord, des indicateurs d&#039;\u00e9tat du trafic ou des int\u00e9grations avec des plateformes de gestion existantes. Le choix et le r\u00e9glage du mod\u00e8le doivent \u00eatre effectu\u00e9s en fonction de la position de la cam\u00e9ra, de l&#039;\u00e9clairage, des cat\u00e9gories de v\u00e9hicules et de la fr\u00e9quence de d\u00e9tection requise.<\/p><p>Le Mo 68A est la solution privil\u00e9gi\u00e9e lorsqu&#039;une application n\u00e9cessite une capacit\u00e9 de traitement accrue ou plusieurs entr\u00e9es vid\u00e9o. La charge de travail prise en charge d\u00e9pend du mod\u00e8le, de la r\u00e9solution, de la fr\u00e9quence d&#039;images et de la strat\u00e9gie d&#039;\u00e9chantillonnage. Le Mo fournit la base de l&#039;IA embarqu\u00e9e\u00a0; l&#039;analyse de la congestion et l&#039;optimisation du trafic sont impl\u00e9ment\u00e9es dans l&#039;application cliente.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2beb9fbc elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"2beb9fbc\" data-element_type=\"widget\" id=\"maodian5\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Avantages<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-40e64bb1 e-grid e-con-full e-con e-child\" data-id=\"40e64bb1\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a0a4ec6 anli_hover elementor-widget elementor-widget-ucaddon_icon_box_hover_effect\" data-id=\"a0a4ec6\" data-element_type=\"widget\" data-widget_type=\"ucaddon_icon_box_hover_effect.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<!-- start Icon Box Hover Effect -->\n\n<style>\/* widget: Icon Box Hover Effect *\/\n\n#uc_icon_box_hover_effect_elementor_a0a4ec6{\n  display:block;\n  padding:50px 40px;\n  text-align:center;\n  text-decoration:none;\n  color:black;\n  transition:1s ease-in-out;\n}\n\n#uc_icon_box_hover_effect_elementor_a0a4ec6 .ue-box-icon{\n  line-height:1em;\n  padding-bottom:20px;\n  display:block;\n  width:100%;\n  transition:1s ease-in-out;\n  transform:translateY(40px);\n}\n\n#uc_icon_box_hover_effect_elementor_a0a4ec6 .ue-box-icon svg{\n  height:1em;\n  width:1em;  \n  margin-left: auto;\n  margin-right: auto;\n}\n\n#uc_icon_box_hover_effect_elementor_a0a4ec6 .iconBoxHoverEffectTitle{\n  display:block;\n  white-space: nowrap;\n  transition:1s ease-in-out;\n  width:100%;\n  padding-bottom:14px;\n  transform:translateY(40px);\n}\n.iconBoxHoverEffectTitle{\n  font-size:32px; \n}\n\n#uc_icon_box_hover_effect_elementor_a0a4ec6 .iconBoxHoverEffectText{\n  text-align:left;\n  opacity:0;\n  transition:1s ease-in-out;\n  transform:translateY(30px);\n}\n\n\n#uc_icon_box_hover_effect_elementor_a0a4ec6:hover .iconBoxHoverEffectTitle{\n  width:0%;\n  transform:translateY(0px);\n}\n\n#uc_icon_box_hover_effect_elementor_a0a4ec6:hover .ue-box-icon{\n  width:0%;\n  transform:translateY(0px);\n}\n\n#uc_icon_box_hover_effect_elementor_a0a4ec6:hover .iconBoxHoverEffectText\n{\n  opacity:1;\n  transform:translateY(0px);\n}\n\n\n\n<\/style>\n\n<div id=\"uc_icon_box_hover_effect_elementor_a0a4ec6\" class=\"icon_box_hover_effect\">\n  <div class=\"ue-box-icon\"><?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"120\" height=\"120\" viewbox=\"0 0 120 120\" fill=\"none\">\n  <path d=\"M14.666 37C14.666 32.582 18.248 29 22.666 29H96.332C100.75 29 104.332 32.582 104.332 37V83C104.332 87.418 100.75 91 96.332 91H22.666C18.248 91 14.666 87.418 14.666 83V37ZM29.666 33H22.666C20.457 33 18.666 34.791 18.666 37V44H29.666V33ZM33.666 87H84.998V33H33.666V87ZM88.998 33V44H100.332V37C100.332 34.791 98.541 33 96.332 33H88.998ZM18.666 48V58H29.666V48H18.666ZM88.998 58H100.332V48H88.998V58ZM18.666 62V73H29.666V62H18.666ZM88.998 62V73H100.332V62H88.998ZM18.666 77V83C18.666 85.209 20.457 87 22.666 87H29.666V77H18.666ZM88.998 77V87H96.332C98.541 87 100.332 85.209 100.332 83V77H88.998Z\" fill=\"#5A5A5A\"><\/path>\n  <path d=\"M71.3314 63.4642L56.3314 72.1244C55.3748 72.6767 54.3631 72.8099 53.2961 72.524C52.2292 72.2381 51.4196 71.6169 50.8673 70.6603C50.6918 70.3563 50.5586 70.0347 50.4677 69.6956C50.3768 69.3565 50.3314 69.0114 50.3314 68.6603V51.3398C50.3314 50.2352 50.7219 49.2924 51.503 48.5114C52.284 47.7303 53.2268 47.3398 54.3314 47.3398C54.6825 47.3398 55.0276 47.3852 55.3667 47.4761C55.7058 47.567 56.0274 47.7002 56.3314 47.8757L71.3314 56.5359C71.7908 56.8012 72.1819 57.1442 72.5048 57.565C72.8278 57.9858 73.0579 58.4524 73.1951 58.9648C73.3324 59.4771 73.3665 59.9963 73.2972 60.5222C73.228 61.0481 73.0608 61.5407 72.7955 62.0001C72.62 62.3041 72.4081 62.5802 72.1599 62.8285C71.9116 63.0767 71.6355 63.2886 71.3314 63.4642ZM54.3314 51.3398V68.6603L69.3314 60.0001L54.3314 51.3398Z\" fill=\"#388E3C\"><\/path>\n<\/svg>\n<\/div>\n  <div  class=\"iconBoxHoverEffectTitle\">R\u00e9duction du trafic de retour vid\u00e9o<\/div>  <div class=\"iconBoxHoverEffectText\">\n    En traitant la vid\u00e9o au plus pr\u00e8s de la cam\u00e9ra, la solution peut fournir des r\u00e9sultats structur\u00e9s sans avoir \u00e0 envoyer en permanence chaque flux vid\u00e9o \u00e0 un serveur d&#039;analyse central.\n  <\/div>\n  \n  <\/div>\n<!-- end Icon Box Hover Effect -->\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28bd72d6 anli_hover elementor-widget elementor-widget-ucaddon_icon_box_hover_effect\" data-id=\"28bd72d6\" 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49.0118 72.416 50.293 72.9551C51.9024 73.6289 53.6485 73.9668 55.5313 73.9668C56.6348 73.9668 57.5313 74.8633 57.5313 75.9668C57.5313 77.0722 56.6348 77.9668 55.5313 77.9668C53.1114 77.9668 50.8497 77.5254 48.7461 76.6426C47.0567 75.9336 45.5137 74.9609 44.1192 73.7246C43.125 72.8437 42.25 71.875 41.4981 70.8144C41.1055 70.2637 40.8086 69.7871 40.6075 69.3847Z\" fill=\"#5A5A5A\"><\/path>\n  <path d=\"M84.2435 71.2336C82.6044 70.3669 80.852 69.9336 78.9864 69.9336C77.4644 69.9336 76.0073 70.227 74.6152 70.8137C73.271 71.3803 72.081 72.1797 71.0449 73.2121C70.0084 74.245 69.2057 75.4317 68.6366 76.7723C68.0468 78.1618 67.752 79.6162 67.752 81.1356C67.752 83.6388 68.4283 86.1696 69.7809 88.7278C70.9271 90.8956 72.5084 92.994 74.5246 95.023C76.2864 96.796 78.2281 98.3717 80.3497 99.7502C82.3482 101.049 84.2027 101.981 85.9132 102.548C86.1173 102.615 86.3269 102.649 86.5419 102.649C86.7569 102.649 86.9665 102.615 87.1706 102.548C88.881 101.981 90.7355 101.049 92.7341 99.7502C94.8557 98.3717 96.7974 96.796 98.5592 95.023C100.575 92.994 102.157 90.8956 103.303 88.7278C104.655 86.1696 105.332 83.6388 105.332 81.1356C105.332 79.6162 105.037 78.1618 104.447 76.7723C103.878 75.4317 103.075 74.245 102.039 73.2121C101.003 72.1797 99.8127 71.3803 98.4686 70.8137C97.0764 70.227 95.6193 69.9336 94.0973 69.9336C92.2318 69.9336 90.4794 70.3669 88.8403 71.2336C87.9962 71.6799 87.2301 72.2151 86.5419 72.839C85.8537 72.2151 85.0876 71.6799 84.2435 71.2336ZM76.1687 74.4997C77.0642 74.1223 78.0035 73.9336 78.9864 73.9336C80.1904 73.9336 81.3195 74.2123 82.3738 74.7698C83.396 75.3102 84.2409 76.0529 84.9086 76.9977C84.9742 77.0906 85.0473 77.1772 85.1277 77.2576C85.2081 77.3381 85.2948 77.4111 85.3877 77.4768C85.6042 77.6298 85.8419 77.7356 86.1006 77.7941C86.3592 77.8527 86.6193 77.8595 86.8807 77.8145C87.142 77.7696 87.3849 77.6764 87.6092 77.5349C87.8335 77.3933 88.0221 77.2143 88.1752 76.9977C88.8429 76.0529 89.6878 75.3102 90.71 74.7698C91.7643 74.2123 92.8934 73.9336 94.0973 73.9336C95.0803 73.9336 96.0195 74.1223 96.915 74.4997C97.7805 74.8645 98.5473 75.3798 99.2153 76.0455C99.8829 76.7108 100.399 77.474 100.765 78.3352C101.143 79.2253 101.332 80.1588 101.332 81.1356C101.332 82.9772 100.81 84.8847 99.7667 86.8581C98.8062 88.6746 97.4579 90.4564 95.7218 92.2035C94.1604 93.7749 92.438 95.1724 90.5548 96.396C89.099 97.3419 87.7614 98.0512 86.5419 98.5241C85.3224 98.0512 83.9848 97.3419 82.529 96.396C80.6458 95.1724 78.9234 93.7749 77.3619 92.2035C75.6258 90.4564 74.2775 88.6746 73.3171 86.8581C72.2737 84.8848 71.752 82.9772 71.752 81.1356C71.752 80.1588 71.9409 79.2253 72.3187 78.3352C72.6842 77.474 73.2008 76.7108 73.8684 76.0455C74.5365 75.3798 75.3033 74.8645 76.1687 74.4997Z\" fill=\"#388E3C\"><\/path>\n<\/svg>\n<\/div>\n  <div  class=\"iconBoxHoverEffectTitle\"> D\u00e9ploiement progressif simplifi\u00e9<\/div>  <div class=\"iconBoxHoverEffectText\">\n    Le mat\u00e9riel compact et les interfaces communes permettent aux \u00e9quipes de commencer par des emplacements s\u00e9lectionn\u00e9s et d&#039;int\u00e9grer des points suppl\u00e9mentaires en bord de route au fur et \u00e0 mesure du d\u00e9veloppement du projet.\n  <\/div>\n  \n  <\/div>\n<!-- end Icon Box Hover Effect -->\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ced942d elementor-widget elementor-widget-shortcode\" data-id=\"ced942d\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-15d3e6f0 elementor-widget elementor-widget-heading\" data-id=\"15d3e6f0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Produits associ\u00e9s<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2a74113 e-con-full e-flex e-con e-child\" data-id=\"2a74113\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2f8b19dc elementor-widget__width-inherit elementor-widget elementor-widget-shortcode\" data-id=\"2f8b19dc\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">    <div class=\"product-cards-outer-container-top\">\n        <div class=\"product-cards-carousel-wrapper\" id=\"carousel-6a38de1fd03e6\">\n            <div class=\"product-cards-carousel\">\n\n<div class=\"product-cards-track\">\n        <a href=\"\/fr\/products\/ai-edge-computers\/mo-62a\/\" class=\"product-card-item\">\n                    <div class=\"product-card-image\">\n                <img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/05\/mo62.png\">\n            <\/div>\n                <h3 class=\"product-card-title\">Mo 62A<\/h3>\n        <p class=\"product-card-desc\">TI AM62A74\/2 TOPS\/2 Go, 4 Go ou 8 Go LPDDR4<\/p>\n                    <p class=\"product-card-category\">Ordinateur de p\u00e9riph\u00e9rie IA<\/p>\n        \n                    <div class=\"product-card-button\">Apprendre encore plus <img decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/08\/\u7bad\u5934\u7eff\u8272.svg\" alt=\"\" style=\"width:1em;height:1em;margin-left:0.5em;vertical-align:middle;\"><\/div>\n            <\/a>\n        <a href=\"\/fr\/products\/ai-edge-computers\/mo-68a\/\" class=\"product-card-item\">\n                    <div class=\"product-card-image\">\n                <img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/05\/mo68.png\">\n            <\/div>\n                <h3 class=\"product-card-title\">Mo 68A<\/h3>\n        <p class=\"product-card-desc\">TI AM68A\/8 TOPS\/4 Go ou 8 Go LPDDR4<\/p>\n                    <p class=\"product-card-category\">Ordinateur de p\u00e9riph\u00e9rie IA<\/p>\n        \n                    <div class=\"product-card-button\">Apprendre encore plus <img decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/08\/\u7bad\u5934\u7eff\u8272.svg\" alt=\"\" style=\"width:1em;height:1em;margin-left:0.5em;vertical-align:middle;\"><\/div>\n            <\/a>\n    <\/div>\n            <\/div>\n\n            <div class=\"carousel-footer-controls\">\n                <div class=\"carousel-progress-container\">\n                    <div class=\"carousel-progress-bar-thumb\"><\/div>\n                <\/div>\n                <div class=\"carousel-nav-buttons\">\n                    <button class=\"carousel-nav-btn prev\" aria-label=\"Pr\u00e9c\u00e9dent\">\n                        <svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><polyline points=\"15 18 9 12 15 6\"><\/polyline><\/svg>\n                    <\/button>\n                    <button class=\"carousel-nav-btn next\" aria-label=\"Suivant\">\n                        <svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n                    <\/button>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n    <\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a14c13b e-con-full anli_l_st e-flex e-con e-child\" data-id=\"a14c13b\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_offset&quot;:90,&quot;sticky_effects_offset&quot;:100,&quot;sticky_anchor_link_offset&quot;:100,&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\">\n\t\t<div class=\"elementor-element elementor-element-1da7e082 e-con-full e-flex e-con e-child\" data-id=\"1da7e082\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69473ed elementor-widget elementor-widget-heading\" data-id=\"69473ed\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Table des mati\u00e8res<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3834dc53 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"3834dc53\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#maodian1\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"9\" height=\"9\" viewbox=\"0 0 9 9\"><g id=\"&#x692D;&#x5706;_51\" data-name=\"&#x692D;&#x5706; 51\" fill=\"#fff\" stroke=\"#d7d7d7\" stroke-width=\"2\"><circle cx=\"4.5\" cy=\"4.5\" r=\"4.5\" stroke=\"none\"><\/circle><circle cx=\"4.5\" cy=\"4.5\" r=\"3.5\" fill=\"none\"><\/circle><\/g><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Points cl\u00e9s \u00e0 retenir<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#maodian2\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"9\" height=\"9\" viewbox=\"0 0 9 9\"><g id=\"&#x692D;&#x5706;_51\" data-name=\"&#x692D;&#x5706; 51\" fill=\"#fff\" stroke=\"#d7d7d7\" stroke-width=\"2\"><circle cx=\"4.5\" cy=\"4.5\" r=\"4.5\" stroke=\"none\"><\/circle><circle cx=\"4.5\" cy=\"4.5\" r=\"3.5\" fill=\"none\"><\/circle><\/g><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Arri\u00e8re-plan<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#maodian3\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"9\" height=\"9\" viewbox=\"0 0 9 9\"><g id=\"&#x692D;&#x5706;_51\" data-name=\"&#x692D;&#x5706; 51\" fill=\"#fff\" stroke=\"#d7d7d7\" stroke-width=\"2\"><circle cx=\"4.5\" cy=\"4.5\" r=\"4.5\" stroke=\"none\"><\/circle><circle cx=\"4.5\" cy=\"4.5\" r=\"3.5\" fill=\"none\"><\/circle><\/g><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Exigences du client<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#maodian4\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"9\" height=\"9\" viewbox=\"0 0 9 9\"><g id=\"&#x692D;&#x5706;_51\" data-name=\"&#x692D;&#x5706; 51\" fill=\"#fff\" stroke=\"#d7d7d7\" stroke-width=\"2\"><circle cx=\"4.5\" cy=\"4.5\" r=\"4.5\" stroke=\"none\"><\/circle><circle cx=\"4.5\" cy=\"4.5\" r=\"3.5\" fill=\"none\"><\/circle><\/g><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Solution<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#maodian5\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"9\" height=\"9\" viewbox=\"0 0 9 9\"><g id=\"&#x692D;&#x5706;_51\" data-name=\"&#x692D;&#x5706; 51\" fill=\"#fff\" stroke=\"#d7d7d7\" stroke-width=\"2\"><circle cx=\"4.5\" cy=\"4.5\" r=\"4.5\" stroke=\"none\"><\/circle><circle cx=\"4.5\" cy=\"4.5\" r=\"3.5\" fill=\"none\"><\/circle><\/g><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Avantages<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#maodian6\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"9\" height=\"9\" viewbox=\"0 0 9 9\"><g id=\"&#x692D;&#x5706;_51\" data-name=\"&#x692D;&#x5706; 51\" fill=\"#fff\" stroke=\"#d7d7d7\" stroke-width=\"2\"><circle cx=\"4.5\" cy=\"4.5\" r=\"4.5\" stroke=\"none\"><\/circle><circle cx=\"4.5\" cy=\"4.5\" r=\"3.5\" fill=\"none\"><\/circle><\/g><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Produits<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-108ac635 elementor-widget elementor-widget-shortcode\" data-id=\"108ac635\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">    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decoding=\"async\" width=\"1360\" height=\"540\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2023\/10\/SD-WAN-networking-facilitates-distributed-road-monitoring.png\" class=\"attachment-full size-full wp-post-image\" alt=\"Sites de surveillance routi\u00e8re distribu\u00e9s connect\u00e9s via la solution SD-WAN d&#039;InHand\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2023\/10\/SD-WAN-networking-facilitates-distributed-road-monitoring.png 1360w, https:\/\/www.inhand.com\/wp-content\/uploads\/2023\/10\/SD-WAN-networking-facilitates-distributed-road-monitoring-300x119.png 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2023\/10\/SD-WAN-networking-facilitates-distributed-road-monitoring-768x305.png 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2023\/10\/SD-WAN-networking-facilitates-distributed-road-monitoring-18x7.png 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2023\/10\/SD-WAN-networking-facilitates-distributed-road-monitoring-600x238.png 600w\" sizes=\"(max-width: 1360px) 100vw, 1360px\" \/>                                            <\/a>\n                <\/div>\n                <div class=\"vpro-content\">\n                    <div class=\"vpro-title\">\n                        <a href=\"https:\/\/www.inhand.com\/fr\/cases\/road-monitoring-sd-wan\">R\u00e9seau SD-WAN pour la surveillance routi\u00e8re distribu\u00e9e<\/a>\n                    <\/div>\n                <\/div>\n            <\/div>\n                    <div class=\"vpro-item\">\n                <div class=\"vpro-img-box\">\n                    <a href=\"https:\/\/www.inhand.com\/fr\/industries\/intelligent-public-transport-system-2\">\n                                                    <div style=\"width:100%;height:100%;display:flex;align-items:center;justify-content:center;background:#eee;color:#999;\">Aucune image<\/div>\n                                            <\/a>\n                <\/div>\n                <div class=\"vpro-content\">\n       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https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/Wireless-Connectivity-for-DR-Imaging-Device-banner-300x111.jpg 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/Wireless-Connectivity-for-DR-Imaging-Device-banner-768x285.jpg 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/Wireless-Connectivity-for-DR-Imaging-Device-banner-1536x570.jpg 1536w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/Wireless-Connectivity-for-DR-Imaging-Device-banner-18x7.jpg 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/Wireless-Connectivity-for-DR-Imaging-Device-banner-600x222.jpg 600w\" sizes=\"(max-width: 1780px) 100vw, 1780px\" \/>                                            <\/a>\n                <\/div>\n                <div class=\"vpro-content\">\n                    <div class=\"vpro-title\">\n                        <a href=\"https:\/\/www.inhand.com\/fr\/cases\/wireless-connectivity-for-dr-imaging-device\">Connectivit\u00e9 sans fil pour les appareils d&#039;imagerie DR<\/a>\n                    <\/div>\n                <\/div>\n            <\/div>\n                    <div class=\"vpro-item\">\n                <div class=\"vpro-img-box\">\n                    <a href=\"https:\/\/www.inhand.com\/fr\/cases\/5g-connectivity-for-business-travels\">\n                                                    <img loading=\"lazy\" decoding=\"async\" width=\"1780\" height=\"660\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-Business-Travels-banner.jpg\" class=\"attachment-full size-full wp-post-image\" alt=\"\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-Business-Travels-banner.jpg 1780w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-Business-Travels-banner-300x111.jpg 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-Business-Travels-banner-768x285.jpg 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-Business-Travels-banner-1536x570.jpg 1536w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-Business-Travels-banner-18x7.jpg 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-Business-Travels-banner-600x222.jpg 600w\" sizes=\"(max-width: 1780px) 100vw, 1780px\" \/>                                            <\/a>\n                <\/div>\n                <div class=\"vpro-content\">\n                    <div class=\"vpro-title\">\n                        <a href=\"https:\/\/www.inhand.com\/fr\/cases\/5g-connectivity-for-business-travels\">La connectivit\u00e9 5G pour les voyages d&#039;affaires<\/a>\n                    <\/div>\n                <\/div>\n            <\/div>\n                    <div class=\"vpro-item\">\n                <div class=\"vpro-img-box\">\n                    <a 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https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-Small-Retail-Stores-banner-600x222.jpg 600w\" sizes=\"(max-width: 1780px) 100vw, 1780px\" \/>                                            <\/a>\n                <\/div>\n                <div class=\"vpro-content\">\n                    <div class=\"vpro-title\">\n                        <a href=\"https:\/\/www.inhand.com\/fr\/cases\/5g-connectivity-for-small-retail-stores\">La connectivit\u00e9 5G pour les petits commerces de d\u00e9tail<\/a>\n                    <\/div>\n                <\/div>\n            <\/div>\n                    <div class=\"vpro-item\">\n                <div class=\"vpro-img-box\">\n                    <a href=\"https:\/\/www.inhand.com\/fr\/cases\/5g-connectivity-for-rv-travel\">\n                                                    <img loading=\"lazy\" decoding=\"async\" width=\"1780\" height=\"660\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-RV-Travel-banner.jpg\" class=\"attachment-full size-full wp-post-image\" alt=\"\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-RV-Travel-banner.jpg 1780w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-RV-Travel-banner-300x111.jpg 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-RV-Travel-banner-768x285.jpg 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-RV-Travel-banner-1536x570.jpg 1536w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-RV-Travel-banner-18x7.jpg 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/5G-Connectivity-for-RV-Travel-banner-600x222.jpg 600w\" sizes=\"(max-width: 1780px) 100vw, 1780px\" \/>                                            <\/a>\n                <\/div>\n                <div class=\"vpro-content\">\n                    <div class=\"vpro-title\">\n                        <a href=\"https:\/\/www.inhand.com\/fr\/cases\/5g-connectivity-for-rv-travel\">La connectivit\u00e9 5G pour les voyages en camping-car<\/a>\n                    <\/div>\n                <\/div>\n            <\/div>\n        \n        <div class=\"vpro-bottom-spacer\"><\/div>\n    <\/div>\n    \n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Turning Roadside Video into Actionable Traffic Data Applications and Cases Key Takeaways Turn roadside video into actionable traffic data with on-device AI. InHand Mo-series AI single-board computers process vehicle detection, classification, and counting close to the camera, providing a flexible foundation for traffic-monitoring and analytics applications. Background Traffic conditions change throughout the day as vehicle [&hellip;]<\/p>","protected":false},"author":9,"featured_media":1210073,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[818],"tags":[],"case_tag":[811,803,812,805],"class_list":["post-1210014","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cases","case_tag-al-edge-computers","case_tag-category","case_tag-cases-device-type","case_tag-industrial-iot"],"blocksy_meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.6 (Yoast SEO v26.6) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>On-Device AI Traffic Analysis with Single-Board Computer - InHand Networks<\/title>\n<meta name=\"description\" content=\"InHand Mo AI SBCs process roadside video locally for vehicle detection, classification, counting, and traffic analytics applications.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.inhand.com\/fr\/cases\/ai-traffic-analysis\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"5G Connectivity for Small Retail Stores\" \/>\n<meta property=\"og:description\" content=\"5G, Wi-Fi 7 and 2.5G Ethernet, and equipped with redundant designs such as link backup and dual SIM failover, the CR602 provides always-on connectivity for...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.inhand.com\/fr\/cases\/ai-traffic-analysis\" \/>\n<meta property=\"og:site_name\" content=\"InHand Networks\" \/>\n<meta property=\"article:published_time\" content=\"2026-06-18T02:37:55+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-06-18T02:46:41+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Turning-Roadside-Video-into-Actionable-Traffic-Data-banner.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1780\" \/>\n\t<meta property=\"og:image:height\" content=\"660\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"MarCom\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"5G Connectivity for Small Retail Stores\" \/>\n<meta name=\"twitter:description\" content=\"5G, Wi-Fi 7 and 2.5G Ethernet, and equipped with redundant designs such as link backup and dual SIM failover, the CR602 provides always-on connectivity for...\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"MarCom\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.inhand.com\/fr\/cases\/ai-traffic-analysis#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.inhand.com\/fr\/cases\/ai-traffic-analysis\"},\"author\":{\"name\":\"MarCom\",\"@id\":\"https:\/\/www.inhand.com\/fr\/#\/schema\/person\/dc34dc47b201b183dd4d2d5155d686c8\"},\"headline\":\"Turning Roadside Video into Actionable Traffic Data\",\"datePublished\":\"2026-06-18T02:37:55+00:00\",\"dateModified\":\"2026-06-18T02:46:41+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.inhand.com\/fr\/cases\/ai-traffic-analysis\"},\"wordCount\":433,\"publisher\":{\"@id\":\"https:\/\/www.inhand.com\/fr\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.inhand.com\/fr\/cases\/ai-traffic-analysis#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/06\/Turning-Roadside-Video-into-Actionable-Traffic-Data-banner.jpg\",\"articleSection\":[\"Cases\"],\"inLanguage\":\"fr-FR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.inhand.com\/fr\/cases\/ai-traffic-analysis\",\"url\":\"https:\/\/www.inhand.com\/fr\/cases\/ai-traffic-analysis\",\"name\":\"On-Device AI Traffic Analysis with Single-Board Computer - 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