{"id":2291,"date":"2026-04-26T16:20:07","date_gmt":"2026-04-26T14:20:07","guid":{"rendered":"https:\/\/askem.eu\/?p=2291"},"modified":"2026-04-26T16:20:22","modified_gmt":"2026-04-26T14:20:22","slug":"moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme","status":"publish","type":"post","link":"https:\/\/askem.eu\/en\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/","title":{"rendered":"Moondream, un petit mod\u00e8le de vision open source pour analyser des images sans GPU haut de gamme"},"content":{"rendered":"<h2 class=\"wp-block-heading\">Moondream&nbsp;: un petit mod\u00e8le de vision open source.<\/h2>\n\n\n\n<p>Quand on construit une stack IA auto-h\u00e9berg\u00e9e, on finit toujours par buter sur la m\u00eame question&nbsp;: comment faire comprendre une image \u00e0 un agent&nbsp;? Les gros mod\u00e8les multimodaux (Qwen2.5-VL, Pixtral, Llama Vision) sont impressionnants, mais leurs 7 \u00e0 90 milliards de param\u00e8tres demandent du mat\u00e9riel s\u00e9rieux. <a href=\"https:\/\/github.com\/m87-labs\/moondream-examples\">Moondream<\/a> prend le contre-pied en proposant un mod\u00e8le minuscule (environ 2 milliards de param\u00e8tres) capable de tourner sur un CPU correct ou un GPU d&rsquo;entr\u00e9e de gamme, tout en restant utile pour des t\u00e2ches concr\u00e8tes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Pourquoi un petit mod\u00e8le de vision d\u00e9di\u00e9<\/h3>\n\n\n\n<p>Demander \u00e0 un LLM g\u00e9n\u00e9raliste multimodal d&rsquo;analyser des images, c&rsquo;est souvent payer un co\u00fbt d\u00e9mesur\u00e9 pour un cas d&rsquo;usage simple. Trois sc\u00e9narios o\u00f9 Moondream brille particuli\u00e8rement&nbsp;:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>D\u00e9crire automatiquement le contenu d&rsquo;images stock\u00e9es dans Nextcloud ou un CKAN, pour alimenter des m\u00e9tadonn\u00e9es ou un index de recherche.<\/li>\n\n\n\n<li>D\u00e9tecter la pr\u00e9sence d&rsquo;\u00e9l\u00e9ments dans des flux de cam\u00e9ras (objets, personnes, panneaux), sans envoyer les images \u00e0 un service cloud.<\/li>\n\n\n\n<li>Extraire l&rsquo;information textuelle ou structurelle d&rsquo;images (diagrammes, sch\u00e9mas, captures d&rsquo;\u00e9cran) avant de la passer \u00e0 un agent qui raisonne.<\/li>\n<\/ul>\n\n\n\n<p>Sur ce type de t\u00e2ches, un mod\u00e8le de 2 milliards de param\u00e8tres entra\u00een\u00e9 sp\u00e9cifiquement pour la vision atteint souvent une qualit\u00e9 comparable \u00e0 des mod\u00e8les 5 \u00e0 10 fois plus gros, pour un dixi\u00e8me de la consommation m\u00e9moire.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Capacit\u00e9s concr\u00e8tes<\/h3>\n\n\n\n<p>Moondream se distingue par trois familles de fonctions, expos\u00e9es via une API unifi\u00e9e&nbsp;:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Caption<\/strong>&nbsp;: g\u00e9n\u00e9rer une description courte ou longue d&rsquo;une image, dans plusieurs niveaux de d\u00e9tail.<\/li>\n\n\n\n<li><strong>Query<\/strong>&nbsp;: r\u00e9pondre \u00e0 une question libre sur l&rsquo;image (Visual Question Answering), par exemple \u00ab\u00a0combien de personnes portent un casque&nbsp;?\u00a0\u00bb.<\/li>\n\n\n\n<li><strong>Detect et Point<\/strong>&nbsp;: localiser un objet d\u00e9crit en langage naturel et renvoyer ses coordonn\u00e9es, ce qui permet de cha\u00eener avec un module de d\u00e9coupe ou de comptage.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Installation et premier test<\/h3>\n\n\n\n<p>Le moyen le plus rapide de tester Moondream consiste \u00e0 utiliser sa biblioth\u00e8que Python officielle, qui t\u00e9l\u00e9charge le mod\u00e8le quantifi\u00e9 au premier appel&nbsp;:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install moondream pillow\n\n# T\u00e9l\u00e9chargement du mod\u00e8le quantifi\u00e9 (int8, environ 1,8 Go)\nimport moondream as md\nfrom PIL import Image\n\nmodel = md.vl(model=\"moondream-2b-2025-04-14-int8.mf\")\nimage = Image.open(\"salle_serveur.jpg\")\n\n# Description courte\nprint(model.caption(image, length=\"short\")&#91;\"caption\"])\n\n# Question libre\nprint(model.query(image, \"Quelle est la couleur dominante des c\u00e2bles&nbsp;?\")&#91;\"answer\"])\n\n# D\u00e9tection d'objets\nprint(model.detect(image, \"rack serveur\"))<\/code><\/pre>\n\n\n\n<p>Pour une int\u00e9gration en production, Moondream s&rsquo;expose aussi via un serveur HTTP compatible OpenAI Vision, ce qui permet de le brancher sur Open WebUI, LiteLLM ou n&rsquo;importe quel client habituel sans r\u00e9\u00e9crire de code.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">D\u00e9ploiement avec Docker<\/h3>\n\n\n\n<p>Pour un usage partag\u00e9 entre plusieurs services, le serveur Moondream packag\u00e9 dans un conteneur reste la voie la plus simple&nbsp;:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>services:\n  moondream:\n    image: vikhyatk\/moondream-server:latest\n    ports:\n      - \"2020:2020\"\n    volumes:\n      - .\/models:\/models\n    environment:\n      - MODEL_PATH=\/models\/moondream-2b-int8.mf\n    restart: unless-stopped<\/code><\/pre>\n\n\n\n<p>Sur un serveur sans GPU, comptez environ 3 secondes par requ\u00eate pour une description simple. Avec un GPU m\u00eame modeste (RTX 3060 ou \u00e9quivalent), le temps tombe sous la seconde, ce qui rend l&rsquo;usage interactif r\u00e9aliste.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Int\u00e9gration dans un pipeline agentique<\/h3>\n\n\n\n<p>L&rsquo;int\u00e9r\u00eat r\u00e9el appara\u00eet quand Moondream devient une \u00ab\u00a0brique outil\u00a0\u00bb dans un syst\u00e8me d&rsquo;agents. Un agent orchestr\u00e9 par LangGraph ou Letta peut, par exemple&nbsp;:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Recevoir un dossier d&rsquo;images depuis Nextcloud via webhook.<\/li>\n\n\n\n<li>Appeler Moondream pour g\u00e9n\u00e9rer une description courte de chaque image.<\/li>\n\n\n\n<li>Vectoriser ces descriptions avec un mod\u00e8le d&#8217;embeddings et les stocker dans pgvector.<\/li>\n\n\n\n<li>Permettre ensuite une recherche en langage naturel (\u00ab\u00a0trouve les photos avec un tableau blanc et un sch\u00e9ma r\u00e9seau\u00a0\u00bb) sans repasser par un mod\u00e8le de vision.<\/li>\n<\/ol>\n\n\n\n<p>Cette architecture en deux temps, vision puis recherche textuelle, est nettement plus \u00e9conomique que de relancer un mod\u00e8le multimodal \u00e0 chaque requ\u00eate.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Limites \u00e0 conna\u00eetre<\/h3>\n\n\n\n<p>Moondream n&rsquo;est pas magique. Trois limites \u00e0 anticiper&nbsp;:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Il a \u00e9t\u00e9 entra\u00een\u00e9 majoritairement sur de l&rsquo;anglais, ses descriptions en fran\u00e7ais sont correctes mais souvent moins fines.<\/li>\n\n\n\n<li>Sur des images tr\u00e8s denses en texte (factures, contrats scann\u00e9s), un OCR d\u00e9di\u00e9 comme Tesseract ou Docling reste plus fiable.<\/li>\n\n\n\n<li>Pour des t\u00e2ches de raisonnement complexe \u00e0 partir d&rsquo;une image, mieux vaut combiner Moondream pour l&rsquo;extraction et un LLM textuel costaud pour l&rsquo;analyse, plut\u00f4t que d&rsquo;attendre tout d&rsquo;un seul mod\u00e8le.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u00c0 retenir<\/h3>\n\n\n\n<p>Moondream incarne une tendance discr\u00e8te mais importante de l&rsquo;IA open source&nbsp;: les \u00ab\u00a0petits mod\u00e8les sp\u00e9cialis\u00e9s\u00a0\u00bb qui font une chose, la font bien, et tournent sur du mat\u00e9riel raisonnable. Dans une infrastructure auto-h\u00e9berg\u00e9e, c&rsquo;est exactement ce qu&rsquo;on veut pour ajouter de la vision \u00e0 des agents sans monter une carte graphique \u00e0 5 000 euros. Combin\u00e9 \u00e0 Faster Whisper pour l&rsquo;audio, Piper pour la voix et Ollama pour le texte, on obtient une stack multimodale compl\u00e8te, locale, et ma\u00eetris\u00e9e de bout en bout.<\/p>","protected":false},"excerpt":{"rendered":"<p>Moondream&nbsp;: un petit mod\u00e8le de vision open source. Quand on construit une stack IA auto-h\u00e9berg\u00e9e, on finit toujours par buter sur la m\u00eame question&nbsp;: comment faire comprendre une image \u00e0 un agent&nbsp;? Les gros mod\u00e8les multimodaux (Qwen2.5-VL, Pixtral, Llama Vision) sont impressionnants, mais leurs 7 \u00e0 90 milliards de param\u00e8tres demandent du mat\u00e9riel s\u00e9rieux. Moondream [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2292,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"","ocean_second_sidebar":"","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"","ocean_custom_header_template":"","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"","ocean_menu_typo_font_family":"","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"","osh_disable_topbar_sticky":"default","osh_disable_header_sticky":"default","osh_sticky_header_style":"default","osh_sticky_header_effect":"","osh_custom_sticky_logo":0,"osh_custom_retina_sticky_logo":0,"osh_custom_sticky_logo_height":0,"osh_background_color":"","osh_links_color":"","osh_links_hover_color":"","osh_links_active_color":"","osh_links_bg_color":"","osh_links_hover_bg_color":"","osh_links_active_bg_color":"","osh_menu_social_links_color":"","osh_menu_social_hover_links_color":"","ocean_post_oembed":"","ocean_post_self_hosted_media":"","ocean_post_video_embed":"","ocean_link_format":"","ocean_link_format_target":"self","ocean_quote_format":"","ocean_quote_format_link":"post","ocean_gallery_link_images":"on","ocean_gallery_id":[],"footnotes":""},"categories":[16],"tags":[],"class_list":["post-2291","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","entry","has-media"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Moondream, un petit mod\u00e8le de vision open source pour analyser des images sans GPU haut de gamme - askem<\/title>\n<meta name=\"description\" content=\"ASKEM BUREAU D&#039;\u00c9TUDES ET DE FORMATION NUM\u00c9RIQUE. Nous vous assistons dans la transformation num\u00e9rique de vos outils, services et organisations tout en pla\u00e7ant l\u2019humain au c\u0153ur de notre d\u00e9marche d\u2019accompagnement.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/askem.eu\/en\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Moondream, un petit mod\u00e8le de vision open source pour analyser des images sans GPU haut de gamme - askem\" \/>\n<meta property=\"og:description\" content=\"ASKEM BUREAU D&#039;\u00c9TUDES ET DE FORMATION NUM\u00c9RIQUE. Nous vous assistons dans la transformation num\u00e9rique de vos outils, services et organisations tout en pla\u00e7ant l\u2019humain au c\u0153ur de notre d\u00e9marche d\u2019accompagnement.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/askem.eu\/en\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/\" \/>\n<meta property=\"og:site_name\" content=\"askem\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/fb.me\/askem.eu\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-26T14:20:07+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-26T14:20:22+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mlpi0fxo3sth.i.optimole.com\/cb:3obA.c61\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/askem.eu\/wp-content\/uploads\/2026\/04\/sujet-askem-2026-04-26.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1600\" \/>\n\t<meta property=\"og:image:height\" content=\"1000\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"askemadmin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"askemadmin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/askem.eu\\\/2026\\\/04\\\/26\\\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/askem.eu\\\/2026\\\/04\\\/26\\\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\\\/\"},\"author\":{\"name\":\"askemadmin\",\"@id\":\"https:\\\/\\\/askem.eu\\\/#\\\/schema\\\/person\\\/8bbee74ab9a977d56bf4826662e9d2e9\"},\"headline\":\"Moondream, un petit mod\u00e8le de vision open source pour analyser des images sans GPU haut de gamme\",\"datePublished\":\"2026-04-26T14:20:07+00:00\",\"dateModified\":\"2026-04-26T14:20:22+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/askem.eu\\\/2026\\\/04\\\/26\\\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\\\/\"},\"wordCount\":796,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/askem.eu\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/askem.eu\\\/2026\\\/04\\\/26\\\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\/\\/askem.eu\\/wp-content\\/uploads\\/2026\\/04\\/sujet-askem-2026-04-26.png\",\"articleSection\":[\"AI\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/askem.eu\\\/2026\\\/04\\\/26\\\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/askem.eu\\\/2026\\\/04\\\/26\\\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\\\/\",\"url\":\"https:\\\/\\\/askem.eu\\\/2026\\\/04\\\/26\\\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\\\/\",\"name\":\"Moondream, un petit mod\u00e8le de vision open source pour analyser des images sans GPU haut de gamme - askem\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/askem.eu\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/askem.eu\\\/2026\\\/04\\\/26\\\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/askem.eu\\\/2026\\\/04\\\/26\\\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\/\\/askem.eu\\/wp-content\\/uploads\\/2026\\/04\\/sujet-askem-2026-04-26.png\",\"datePublished\":\"2026-04-26T14:20:07+00:00\",\"dateModified\":\"2026-04-26T14:20:22+00:00\",\"description\":\"ASKEM BUREAU D'\u00c9TUDES ET DE FORMATION NUM\u00c9RIQUE. Nous vous assistons dans la transformation num\u00e9rique de vos outils, services et organisations tout en pla\u00e7ant l\u2019humain au c\u0153ur de notre d\u00e9marche d\u2019accompagnement.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/askem.eu\\\/2026\\\/04\\\/26\\\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/askem.eu\\\/2026\\\/04\\\/26\\\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/askem.eu\\\/2026\\\/04\\\/26\\\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\\\/#primaryimage\",\"url\":\"https:\\/\\/askem.eu\\/wp-content\\/uploads\\/2026\\/04\\/sujet-askem-2026-04-26.png\",\"contentUrl\":\"https:\\/\\/askem.eu\\/wp-content\\/uploads\\/2026\\/04\\/sujet-askem-2026-04-26.png\",\"width\":1600,\"height\":1000},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/askem.eu\\\/2026\\\/04\\\/26\\\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\\\/\\\/askem.eu\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Moondream, un petit mod\u00e8le de vision open source pour analyser des images sans GPU haut de gamme\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/askem.eu\\\/#website\",\"url\":\"https:\\\/\\\/askem.eu\\\/\",\"name\":\"askem\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/askem.eu\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/askem.eu\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/askem.eu\\\/#organization\",\"name\":\"Askem\",\"url\":\"https:\\\/\\\/askem.eu\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/askem.eu\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\/\\/mlpi0fxo3sth.i.optimole.com\\/cb:3obA.c61\\/w:760\\/h:480\\/q:mauto\\/f:best\\/https:\\/\\/askem.eu\\/wp-content\\/uploads\\/2020\\/10\\/logoGalaxieAskem3.png\",\"contentUrl\":\"https:\\/\\/mlpi0fxo3sth.i.optimole.com\\/cb:3obA.c61\\/w:760\\/h:480\\/q:mauto\\/f:best\\/https:\\/\\/askem.eu\\/wp-content\\/uploads\\/2020\\/10\\/logoGalaxieAskem3.png\",\"width\":760,\"height\":480,\"caption\":\"Askem\"},\"image\":{\"@id\":\"https:\\\/\\\/askem.eu\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/fb.me\\\/askem.eu\",\"https:\\\/\\\/linkedin.com\\\/company\\\/askem-eu\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/askem.eu\\\/#\\\/schema\\\/person\\\/8bbee74ab9a977d56bf4826662e9d2e9\",\"name\":\"askemadmin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a202f744ee3a4b6fdbe2ceb57fd84c72559337791a276662270d8d2fb7842e3f?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a202f744ee3a4b6fdbe2ceb57fd84c72559337791a276662270d8d2fb7842e3f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a202f744ee3a4b6fdbe2ceb57fd84c72559337791a276662270d8d2fb7842e3f?s=96&d=mm&r=g\",\"caption\":\"askemadmin\"},\"sameAs\":[\"https:\\\/\\\/askem.eu\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Moondream, un petit mod\u00e8le de vision open source pour analyser des images sans GPU haut de gamme - askem","description":"ASKEM BUREAU D'\u00c9TUDES ET DE FORMATION NUM\u00c9RIQUE. Nous vous assistons dans la transformation num\u00e9rique de vos outils, services et organisations tout en pla\u00e7ant l\u2019humain au c\u0153ur de notre d\u00e9marche d\u2019accompagnement.","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:\/\/askem.eu\/en\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/","og_locale":"en_US","og_type":"article","og_title":"Moondream, un petit mod\u00e8le de vision open source pour analyser des images sans GPU haut de gamme - askem","og_description":"ASKEM BUREAU D'\u00c9TUDES ET DE FORMATION NUM\u00c9RIQUE. Nous vous assistons dans la transformation num\u00e9rique de vos outils, services et organisations tout en pla\u00e7ant l\u2019humain au c\u0153ur de notre d\u00e9marche d\u2019accompagnement.","og_url":"https:\/\/askem.eu\/en\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/","og_site_name":"askem","article_publisher":"https:\/\/fb.me\/askem.eu","article_published_time":"2026-04-26T14:20:07+00:00","article_modified_time":"2026-04-26T14:20:22+00:00","og_image":[{"width":1600,"height":1000,"url":"https:\/\/mlpi0fxo3sth.i.optimole.com\/cb:3obA.c61\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/askem.eu\/wp-content\/uploads\/2026\/04\/sujet-askem-2026-04-26.png","type":"image\/png"}],"author":"askemadmin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"askemadmin","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/askem.eu\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/#article","isPartOf":{"@id":"https:\/\/askem.eu\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/"},"author":{"name":"askemadmin","@id":"https:\/\/askem.eu\/#\/schema\/person\/8bbee74ab9a977d56bf4826662e9d2e9"},"headline":"Moondream, un petit mod\u00e8le de vision open source pour analyser des images sans GPU haut de gamme","datePublished":"2026-04-26T14:20:07+00:00","dateModified":"2026-04-26T14:20:22+00:00","mainEntityOfPage":{"@id":"https:\/\/askem.eu\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/"},"wordCount":796,"commentCount":0,"publisher":{"@id":"https:\/\/askem.eu\/#organization"},"image":{"@id":"https:\/\/askem.eu\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/#primaryimage"},"thumbnailUrl":"https:\/\/mlpi0fxo3sth.i.optimole.com\/cb:3obA.c61\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/askem.eu\/wp-content\/uploads\/2026\/04\/sujet-askem-2026-04-26.png","articleSection":["AI"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/askem.eu\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/askem.eu\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/","url":"https:\/\/askem.eu\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/","name":"Moondream, un petit mod\u00e8le de vision open source pour analyser des images sans GPU haut de gamme - askem","isPartOf":{"@id":"https:\/\/askem.eu\/#website"},"primaryImageOfPage":{"@id":"https:\/\/askem.eu\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/#primaryimage"},"image":{"@id":"https:\/\/askem.eu\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/#primaryimage"},"thumbnailUrl":"https:\/\/mlpi0fxo3sth.i.optimole.com\/cb:3obA.c61\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/askem.eu\/wp-content\/uploads\/2026\/04\/sujet-askem-2026-04-26.png","datePublished":"2026-04-26T14:20:07+00:00","dateModified":"2026-04-26T14:20:22+00:00","description":"ASKEM BUREAU D'\u00c9TUDES ET DE FORMATION NUM\u00c9RIQUE. Nous vous assistons dans la transformation num\u00e9rique de vos outils, services et organisations tout en pla\u00e7ant l\u2019humain au c\u0153ur de notre d\u00e9marche d\u2019accompagnement.","breadcrumb":{"@id":"https:\/\/askem.eu\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/askem.eu\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/askem.eu\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/#primaryimage","url":"https:\/\/mlpi0fxo3sth.i.optimole.com\/cb:3obA.c61\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/askem.eu\/wp-content\/uploads\/2026\/04\/sujet-askem-2026-04-26.png","contentUrl":"https:\/\/mlpi0fxo3sth.i.optimole.com\/cb:3obA.c61\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/askem.eu\/wp-content\/uploads\/2026\/04\/sujet-askem-2026-04-26.png","width":1600,"height":1000},{"@type":"BreadcrumbList","@id":"https:\/\/askem.eu\/2026\/04\/26\/moondream-un-petit-modele-de-vision-open-source-pour-analyser-des-images-sans-gpu-haut-de-gamme\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/askem.eu\/"},{"@type":"ListItem","position":2,"name":"Moondream, un petit mod\u00e8le de vision open source pour analyser des images sans GPU haut de gamme"}]},{"@type":"WebSite","@id":"https:\/\/askem.eu\/#website","url":"https:\/\/askem.eu\/","name":"askem","description":"","publisher":{"@id":"https:\/\/askem.eu\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/askem.eu\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/askem.eu\/#organization","name":"Askem","url":"https:\/\/askem.eu\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/askem.eu\/#\/schema\/logo\/image\/","url":"https:\/\/mlpi0fxo3sth.i.optimole.com\/cb:3obA.c61\/w:760\/h:480\/q:mauto\/f:best\/https:\/\/askem.eu\/wp-content\/uploads\/2020\/10\/logoGalaxieAskem3.png","contentUrl":"https:\/\/mlpi0fxo3sth.i.optimole.com\/cb:3obA.c61\/w:760\/h:480\/q:mauto\/f:best\/https:\/\/askem.eu\/wp-content\/uploads\/2020\/10\/logoGalaxieAskem3.png","width":760,"height":480,"caption":"Askem"},"image":{"@id":"https:\/\/askem.eu\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/fb.me\/askem.eu","https:\/\/linkedin.com\/company\/askem-eu"]},{"@type":"Person","@id":"https:\/\/askem.eu\/#\/schema\/person\/8bbee74ab9a977d56bf4826662e9d2e9","name":"askemadmin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/a202f744ee3a4b6fdbe2ceb57fd84c72559337791a276662270d8d2fb7842e3f?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/a202f744ee3a4b6fdbe2ceb57fd84c72559337791a276662270d8d2fb7842e3f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/a202f744ee3a4b6fdbe2ceb57fd84c72559337791a276662270d8d2fb7842e3f?s=96&d=mm&r=g","caption":"askemadmin"},"sameAs":["https:\/\/askem.eu"]}]}},"_links":{"self":[{"href":"https:\/\/askem.eu\/en\/wp-json\/wp\/v2\/posts\/2291","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/askem.eu\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/askem.eu\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/askem.eu\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/askem.eu\/en\/wp-json\/wp\/v2\/comments?post=2291"}],"version-history":[{"count":1,"href":"https:\/\/askem.eu\/en\/wp-json\/wp\/v2\/posts\/2291\/revisions"}],"predecessor-version":[{"id":2293,"href":"https:\/\/askem.eu\/en\/wp-json\/wp\/v2\/posts\/2291\/revisions\/2293"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/askem.eu\/en\/wp-json\/wp\/v2\/media\/2292"}],"wp:attachment":[{"href":"https:\/\/askem.eu\/en\/wp-json\/wp\/v2\/media?parent=2291"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/askem.eu\/en\/wp-json\/wp\/v2\/categories?post=2291"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/askem.eu\/en\/wp-json\/wp\/v2\/tags?post=2291"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}