{"id":653317,"date":"2021-11-27T14:13:00","date_gmt":"2021-11-27T13:13:00","guid":{"rendered":"https:\/\/www.devoteam.com\/?post_type=success-story&#038;p=653317"},"modified":"2025-06-27T14:14:12","modified_gmt":"2025-06-27T12:14:12","slug":"food-tray-recognition-avec-google-cloud-platform","status":"publish","type":"success-story","link":"https:\/\/devoteam.info\/fr\/success-story\/food-tray-recognition-avec-google-cloud-platform\/","title":{"rendered":"Food tray Recognition avec Google Cloud Platform"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"h-en-resume\">En r\u00e9sum\u00e9<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Notre client est l\u2019un des leaders fran\u00e7ais de la restauration d\u2019entreprise en France, il compte pr\u00e8s d\u2019un million de repas cuisin\u00e9s chaque jour.<\/li>\n\n\n\n<li>L\u2019un des d\u00e9fis d\u00e9tect\u00e9s pour am\u00e9liorer l\u2019exp\u00e9rience utilisateur dans leurs restaurants est de r\u00e9duire le temps d\u2019attente \u00e0 la caisse.<\/li>\n\n\n\n<li>En s\u2019appuyant sur le Machine Learning de Google, nous avons accompagn\u00e9 notre client dans la dissociation, la reconnaissance et la classification automatique des \u00e9l\u00e9ments de chaque plateau.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Notre client est l\u2019un des leaders fran\u00e7ais de la restauration d\u2019entreprise en France, il compte pr\u00e8s d\u2019un million de repas cuisin\u00e9s chaque jour.<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Le Contexte<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Cette soci\u00e9t\u00e9 de restauration d\u2019entreprise am\u00e9liore continuellement son offre et ses services. Ils disposent d\u2019une \u00e9quipe charg\u00e9e d\u2019exp\u00e9rimenter de nouveaux cas d\u2019utilisation pour les restaurants : ergonomie, flux, d\u00e9coration, am\u00e9nagement\u2026&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">L\u2019objectif final \u00e9tant de d\u00e9velopper de fa\u00e7on optimale l\u2019ensemble de ses services.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Le D\u00e9fis<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">L\u2019un des d\u00e9fis d\u00e9tect\u00e9s pour am\u00e9liorer l\u2019exp\u00e9rience utilisateur dans leurs restaurants est de r\u00e9duire le temps d\u2019attente \u00e0 la caisse. Sur le mode de travail traditionnel, le caissier doit int\u00e9grer \u00e0 la main chaque plat du plateau sur sa machine.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cComment automatiser le processus de collecte pour r\u00e9duire les files d\u2019attente ?\u201d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">L\u2019accompagnement Devoteam G Cloud&nbsp;<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">En s\u2019appuyant sur le Machine Learning de Google, nous avons accompagn\u00e9 notre client dans la dissociation, la reconnaissance et la classification automatique des \u00e9l\u00e9ments de chaque plateau.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Notre accompagnement se d\u00e9cline en 3 \u00e9tapes :<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Formation au Machine Learning<\/li>\n\n\n\n<li>D\u00e9finition des \u00e9tapes cl\u00e9s d\u2019un projet de Machine Learning<\/li>\n\n\n\n<li>Mise en place d\u2019une solution basique de bout en bout afin de prouver la faisabilit\u00e9 du concept<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">L\u2019environnement technique et fonctionnel&nbsp;<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Prototypage sur le cahier Colab<\/li>\n\n\n\n<li>D\u00e9tection d\u2019objet Tensorflow<\/li>\n\n\n\n<li>Application App Engine<\/li>\n\n\n\n<li>API Vision<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Les b\u00e9n\u00e9fices clients<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Le mod\u00e8le personnalis\u00e9 que nous avons cr\u00e9\u00e9 avec Tensorflow a donn\u00e9 d\u2019excellents r\u00e9sultats pour la reconnaissance et la facturation automatique.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Le temps d\u2019attente est nettement diminu\u00e9 et la productivit\u00e9 augmente.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>En r\u00e9sum\u00e9 Notre client est l\u2019un des leaders fran\u00e7ais de la restauration d\u2019entreprise en France, il compte pr\u00e8s d\u2019un million de repas cuisin\u00e9s chaque jour. Le Contexte Cette soci\u00e9t\u00e9 de restauration d\u2019entreprise am\u00e9liore continuellement son offre et ses services. Ils disposent d\u2019une \u00e9quipe charg\u00e9e d\u2019exp\u00e9rimenter de nouveaux cas d\u2019utilisation pour les restaurants : ergonomie, flux, [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","categories":[934],"tags":[],"industry":[],"class_list":["post-653317","success-story","type-success-story","status-publish","hentry","category-google-cloud"],"acf":[],"cards":"\n\t<div class=\"single-post-card\">\n\n\t\t\n\n\t\t\n\t\t<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-43282307 wp-block-group-is-layout-flex\">\n\t<p style=\"font-style:normal;font-weight:700\" class=\"has-link-color wp-elements-1 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Success story<\/p>\n\n\t\t\n\t\t<h3 style=\"font-style:normal;font-weight:400\" class=\"wp-block-post-title has-base-font-size\"><a href=\"https:\/\/devoteam.info\/fr\/success-story\/food-tray-recognition-avec-google-cloud-platform\/\" target=\"_self\" >Food tray Recognition avec Google Cloud Platform<\/a><\/h3><\/div>\n\t\t\n\t<\/div>\n\n","yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.4 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Food tray Recognition avec Google Cloud Platform | Devoteam<\/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:\/\/devoteam.info\/fr\/success-story\/food-tray-recognition-avec-google-cloud-platform\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Food tray Recognition avec Google Cloud Platform\" \/>\n<meta property=\"og:description\" content=\"En r\u00e9sum\u00e9 Notre client est l\u2019un des leaders fran\u00e7ais de la restauration d\u2019entreprise en France, il compte pr\u00e8s d\u2019un million de repas cuisin\u00e9s chaque jour. Le Contexte Cette soci\u00e9t\u00e9 de restauration d\u2019entreprise am\u00e9liore continuellement son offre et ses services. Ils disposent d\u2019une \u00e9quipe charg\u00e9e d\u2019exp\u00e9rimenter de nouveaux cas d\u2019utilisation pour les restaurants : ergonomie, flux, [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/devoteam.info\/fr\/success-story\/food-tray-recognition-avec-google-cloud-platform\/\" \/>\n<meta property=\"og:site_name\" content=\"Devoteam\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-27T12:14:12+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/fr\\\/success-story\\\/food-tray-recognition-avec-google-cloud-platform\\\/\",\"url\":\"https:\\\/\\\/devoteam.info\\\/fr\\\/success-story\\\/food-tray-recognition-avec-google-cloud-platform\\\/\",\"name\":\"Food tray Recognition avec Google Cloud Platform | Devoteam\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/fr\\\/#website\"},\"datePublished\":\"2021-11-27T13:13:00+00:00\",\"dateModified\":\"2025-06-27T12:14:12+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/devoteam.info\\\/fr\\\/success-story\\\/food-tray-recognition-avec-google-cloud-platform\\\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/devoteam.info\\\/fr\\\/success-story\\\/food-tray-recognition-avec-google-cloud-platform\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/fr\\\/success-story\\\/food-tray-recognition-avec-google-cloud-platform\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/devoteam.info\\\/fr\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Success stories\",\"item\":\"https:\\\/\\\/devoteam.info\\\/fr\\\/success-story\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Food tray Recognition avec Google Cloud Platform\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/devoteam.info\\\/fr\\\/#website\",\"url\":\"https:\\\/\\\/devoteam.info\\\/fr\\\/\",\"name\":\"Devoteam\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/devoteam.info\\\/fr\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Food tray Recognition avec Google Cloud Platform | Devoteam","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:\/\/devoteam.info\/fr\/success-story\/food-tray-recognition-avec-google-cloud-platform\/","og_locale":"fr_FR","og_type":"article","og_title":"Food tray Recognition avec Google Cloud Platform","og_description":"En r\u00e9sum\u00e9 Notre client est l\u2019un des leaders fran\u00e7ais de la restauration d\u2019entreprise en France, il compte pr\u00e8s d\u2019un million de repas cuisin\u00e9s chaque jour. Le Contexte Cette soci\u00e9t\u00e9 de restauration d\u2019entreprise am\u00e9liore continuellement son offre et ses services. Ils disposent d\u2019une \u00e9quipe charg\u00e9e d\u2019exp\u00e9rimenter de nouveaux cas d\u2019utilisation pour les restaurants : ergonomie, flux, [&hellip;]","og_url":"https:\/\/devoteam.info\/fr\/success-story\/food-tray-recognition-avec-google-cloud-platform\/","og_site_name":"Devoteam","article_modified_time":"2025-06-27T12:14:12+00:00","twitter_card":"summary_large_image","twitter_misc":{"Dur\u00e9e de lecture estim\u00e9e":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/devoteam.info\/fr\/success-story\/food-tray-recognition-avec-google-cloud-platform\/","url":"https:\/\/devoteam.info\/fr\/success-story\/food-tray-recognition-avec-google-cloud-platform\/","name":"Food tray Recognition avec Google Cloud Platform | Devoteam","isPartOf":{"@id":"https:\/\/devoteam.info\/fr\/#website"},"datePublished":"2021-11-27T13:13:00+00:00","dateModified":"2025-06-27T12:14:12+00:00","breadcrumb":{"@id":"https:\/\/devoteam.info\/fr\/success-story\/food-tray-recognition-avec-google-cloud-platform\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/devoteam.info\/fr\/success-story\/food-tray-recognition-avec-google-cloud-platform\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/devoteam.info\/fr\/success-story\/food-tray-recognition-avec-google-cloud-platform\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/devoteam.info\/fr\/"},{"@type":"ListItem","position":2,"name":"Success stories","item":"https:\/\/devoteam.info\/fr\/success-story\/"},{"@type":"ListItem","position":3,"name":"Food tray Recognition avec Google Cloud Platform"}]},{"@type":"WebSite","@id":"https:\/\/devoteam.info\/fr\/#website","url":"https:\/\/devoteam.info\/fr\/","name":"Devoteam","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/devoteam.info\/fr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"}]}},"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"Julien Pawlowski","author_link":"https:\/\/devoteam.info\/fr\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"En r\u00e9sum\u00e9 Notre client est l\u2019un des leaders fran\u00e7ais de la restauration d\u2019entreprise en France, il compte pr\u00e8s d\u2019un million de repas cuisin\u00e9s chaque jour. Le Contexte Cette soci\u00e9t\u00e9 de restauration d\u2019entreprise am\u00e9liore continuellement son offre et ses services. Ils disposent d\u2019une \u00e9quipe charg\u00e9e d\u2019exp\u00e9rimenter de nouveaux cas d\u2019utilisation pour les restaurants : ergonomie, flux,\u2026","_links":{"self":[{"href":"https:\/\/devoteam.info\/fr\/wp-json\/wp\/v2\/success-story\/653317","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devoteam.info\/fr\/wp-json\/wp\/v2\/success-story"}],"about":[{"href":"https:\/\/devoteam.info\/fr\/wp-json\/wp\/v2\/types\/success-story"}],"version-history":[{"count":0,"href":"https:\/\/devoteam.info\/fr\/wp-json\/wp\/v2\/success-story\/653317\/revisions"}],"wp:attachment":[{"href":"https:\/\/devoteam.info\/fr\/wp-json\/wp\/v2\/media?parent=653317"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devoteam.info\/fr\/wp-json\/wp\/v2\/categories?post=653317"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devoteam.info\/fr\/wp-json\/wp\/v2\/tags?post=653317"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/devoteam.info\/fr\/wp-json\/wp\/v2\/industry?post=653317"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}