{"id":30653,"date":"2025-11-06T12:32:36","date_gmt":"2025-11-06T11:32:36","guid":{"rendered":"https:\/\/www.dimacsrl.com\/?p=30653"},"modified":"2025-11-17T09:29:09","modified_gmt":"2025-11-17T08:29:09","slug":"comment-former-lintelligence-artificielle-a-linspection-des-fixations","status":"publish","type":"post","link":"https:\/\/www.dimacsrl.com\/fr\/archives\/how-to-train-artificial-intelligence-for-fastener-inspection\/","title":{"rendered":"Comment former l'IA \u00e0 la norme 100% Inspection des \u00e9l\u00e9ments de fixation et des pi\u00e8ces m\u00e9talliques ?"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"30653\" class=\"elementor elementor-30653\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-94e64d3 e-flex e-con-boxed e-con e-parent\" data-id=\"94e64d3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc6a1dc elementor-widget elementor-widget-image\" data-id=\"cc6a1dc\" data-element_type=\"widget\" data-e-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=\"800\" height=\"520\" src=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/banner-2025.jpg\" class=\"attachment-large size-large wp-image-30752\" alt=\"\" srcset=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/banner-2025.jpg 800w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/banner-2025-300x195.jpg 300w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/banner-2025-768x499.jpg 768w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/banner-2025-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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-35f800d elementor-widget elementor-widget-spacer\" data-id=\"35f800d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/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-73fc4b1 elementor-widget elementor-widget-text-editor\" data-id=\"73fc4b1\" data-element_type=\"widget\" data-e-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 class=\"translation-block\"><strong><span style=\"color : var( --e-global-color-text );font-family : var( --e-global-typography-text-font-family ), Sans-serif;text-align : var(--text-align)\">Gr\u00e2ce \u00e0 l'utilisation avanc\u00e9e d'outils d'intelligence artificielle (IA), Dimac est d\u00e9sormais capable de reproduire les inspections visuelles humaines les plus complexes <\/span><span style=\"color : var( --e-global-color-text );font-family : var( --e-global-typography-text-font-family ), Sans-serif;text-align : var(--text-align)\">des composants m\u00e9talliques<\/span><span style=\"color : var( --e-global-color-text );font-family : var( --e-global-typography-text-font-family ), Sans-serif;text-align : var(--text-align)\">.<\/span><\/strong><\/p><p>Cette avanc\u00e9e permet d'\u00e9tendre l'automatisation du contr\u00f4le de la qualit\u00e9 \u00e0 des secteurs o\u00f9 les syst\u00e8mes traditionnels de vision industrielle n'\u00e9taient pas en mesure de fournir des r\u00e9sultats fiables.<\/p><p><strong>La nouvelle g\u00e9n\u00e9ration de machines de contr\u00f4le de la qualit\u00e9 Dimac pour les fixations peut d\u00e9sormais d\u00e9tecter des d\u00e9fauts qui \u00e9taient auparavant impossibles \u00e0 identifier avec les syst\u00e8mes conventionnels.<\/strong><\/p><p><strong>Le r\u00e9sultat est le suivant :<\/strong><\/p><ul><li>une inspection plus pr\u00e9cise et plus efficace,<\/li><li>une r\u00e9duction significative des d\u00e9chets de production,<\/li><li>les \u00e9conomies d'\u00e9nergie et d'argent, et<\/li><li>un d\u00e9lai de mise sur le march\u00e9 plus court.<\/li><\/ul>\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-5406b4d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5406b4d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/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-3586681 elementor-widget elementor-widget-text-editor\" data-id=\"3586681\" data-element_type=\"widget\" data-e-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<h4><strong><span style=\"text-align: var(--text-align);\">Inspection optique \u00e0 grande vitesse gr\u00e2ce \u00e0 l'IA<\/span><\/strong><\/h4><p class=\"translation-block\"><span style=\"color : var( --e-global-color-text );font-family : var( --e-global-typography-text-font-family ), Sans-serif;font-weight : var( --e-global-typography-text-font-weight );text-align : var(--text-align)\">Dimac <a href=\"https:\/\/www.dimacsrl.com\/it\/macchine-per-lo-smistamento-automatico\/\" target=\"_self\">trieuses<\/a> int\u00e8grent des stations de contr\u00f4le optique \u00e0 grande vitesse -<\/span><b style=\"color : var( --e-global-color-text );font-family : var( --e-global-typography-text-font-family ), Sans-serif;text-align : var(--text-align)\"> jusqu'\u00e0 700 pi\u00e8ces par minute <\/b><span style=\"color : var( --e-global-color-text );font-family : var( --e-global-typography-text-font-family ), Sans-serif;font-weight : var( --e-global-typography-text-font-weight );text-align : var(--text-align)\">- \u00e9quip\u00e9 de cam\u00e9ras et d'unit\u00e9s d'\u00e9clairage avanc\u00e9es, combin\u00e9es \u00e0 un logiciel de vision aliment\u00e9 par l'IA. Sur la m\u00eame machine, vous pouvez \u00e9galement effectuer des contr\u00f4les avec d'autres stations traditionnelles.<\/p><p>Le logiciel d'IA traite les images en niveaux de gris acquises par les cam\u00e9ras, interpr\u00e8te leur contenu et d\u00e9termine en temps r\u00e9el si chaque pi\u00e8ce est conforme ou d\u00e9fectueuse.<\/p><p>Les algorithmes d'IA de Dimac comparent les images entrantes avec une base de donn\u00e9es de r\u00e9f\u00e9rence, ce qui permet d'identifier instantan\u00e9ment les pi\u00e8ces non conformes.<\/p><p><b>Quelques exemples d'application :<\/b><\/p><ul><li><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align);\">L'IA peut diff\u00e9rencier un marquage grav\u00e9 d'une fissure superficielle, ce qui permet d'\u00e9viter les faux rejets.<\/span><\/li><li>Il peut mesurer les dimensions r\u00e9elles m\u00eame lorsque la surface est sale ou contamin\u00e9e.<\/li><li>Il peut reconna\u00eetre les d\u00e9fauts d'aspect des mat\u00e9riaux dont la couleur ou la finition n'est pas uniforme.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b1b4c20 e-con-full e-flex e-con e-child\" data-id=\"b1b4c20\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-71e0157 elementor-widget elementor-widget-text-editor\" data-id=\"71e0157\" data-element_type=\"widget\" data-e-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<h6 style=\"text-align: center;\" class=\"translation-block\"><span style=\"font-family : var( --e-global-typography-primary-font-family ), Sans-serif;font-size : 1.25rem;font-weight : var( --e-global-typography-primary-font-weight );text-align : var(--text-align)\">L'IA ne se contente pas de \u201cvoir\u201d les d\u00e9fauts : <br>elle les comprend<\/span>.<\/h6>\t\t\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-b366dc1 elementor-widget elementor-widget-image\" data-id=\"b366dc1\" data-element_type=\"widget\" data-e-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=\"800\" height=\"450\" data-src=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/scratches-on-washers-web.jpg\" class=\"attachment-large size-large wp-image-30695 lazyload\" alt=\"Exemple de d\u00e9faut sur le poste de contr\u00f4le Dimac SFS : rayure sur la rondelle\" data-srcset=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/scratches-on-washers-web.jpg 900w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/scratches-on-washers-web-300x169.jpg 300w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/scratches-on-washers-web-768x432.jpg 768w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/scratches-on-washers-web-18x10.jpg 18w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/450;\" \/>\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-5d30e64 elementor-widget elementor-widget-spacer\" data-id=\"5d30e64\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/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-5f93f78 elementor-widget elementor-widget-text-editor\" data-id=\"5f93f78\" data-element_type=\"widget\" data-e-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<h4><strong><span style=\"text-align: var(--text-align);\">Algorithmes bas\u00e9s sur la similarit\u00e9 et apprentissage continu<\/span><\/strong><\/h4><p>Contrairement aux syst\u00e8mes de vision traditionnels bas\u00e9s sur des r\u00e8gles, le logiciel d'IA de Dimac ne repose pas sur des param\u00e8tres ou des seuils pr\u00e9d\u00e9finis.<\/p><p>Au lieu de cela, <b>l'algorithme \u00e9value la similarit\u00e9 statistique<\/b> entre les images analys\u00e9es et les cat\u00e9gories de r\u00e9f\u00e9rence, en d\u00e9terminant la probabilit\u00e9 qu'une nouvelle image appartienne \u00e0 la classe \u201cconforme\u201d ou \u201cnon conforme\u201d.<\/p><p class=\"translation-block\">&lt;Chaque \u201cr\u00e9seau neuronal\u201d est initialement form\u00e9 pour reconna\u00eetre un type de d\u00e9faut sp\u00e9cifique, mais peut \u00eatre \u00e9tendu<\/b> pour inspecter des familles de fixations pr\u00e9sentant des caract\u00e9ristiques similaires (par exemple, une forme identique mais un mat\u00e9riau diff\u00e9rent).<\/p><h5><span style=\"color: #008080;\">Une fois form\u00e9, le mod\u00e8le peut \u00eatre mis \u00e0 jour avec de nouveaux param\u00e8tres ou de nouveaux types de d\u00e9fauts tout en pr\u00e9servant la base de formation initiale.<\/span><\/h5><p>Le r\u00e9seau neuronal est un fichier li\u00e9 au plan de contr\u00f4le et appel\u00e9 automatiquement \u00e0 chaque chargement du plan.<\/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-0afc2de elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"0afc2de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/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-60dce22 elementor-widget elementor-widget-text-editor\" data-id=\"60dce22\" data-element_type=\"widget\" data-e-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<h4><span style=\"color: #008080;\"><strong>Dimac assure la formation \u00e0 l'IA en tant que service<\/strong><\/span><\/h4><p><strong>La formation \u00e0 l'IA n\u00e9cessite :<\/strong><\/p><ul><li>une station de calcul \u00e0 haute performance,<\/li><li>les licences logicielles n\u00e9cessaires, et<\/li><li>une expertise sp\u00e9cialis\u00e9e dans la vision artificielle et l'apprentissage automatique.<\/li><\/ul>\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-1f4e5b7 elementor-widget elementor-widget-text-editor\" data-id=\"1f4e5b7\" data-element_type=\"widget\" data-e-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>Le processus de formation \u00e0 l'IA n\u00e9cessite une station informatique appropri\u00e9e, les licences logicielles n\u00e9cessaires et des comp\u00e9tences sp\u00e9cialis\u00e9es, et peut \u00eatre r\u00e9alis\u00e9 \u00e0 distance par les techniciens Dimac.<\/p><p class=\"translation-block\">Pour une formation plus pouss\u00e9e, le logiciel embarqu\u00e9 de la machine de tri de Dimac comprend une proc\u00e9dure guid\u00e9e simple<\/b> pour aider les op\u00e9rateurs \u00e0 capturer des images des \u00e9chantillons bons et d\u00e9fectueux.<\/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-38acade elementor-widget elementor-widget-spacer\" data-id=\"38acade\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/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-f1c241a elementor-widget elementor-widget-image\" data-id=\"f1c241a\" data-element_type=\"widget\" data-e-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=\"800\" height=\"446\" data-src=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_1-800-1.jpg\" class=\"attachment-large size-large wp-image-30693 lazyload\" alt=\"\" data-srcset=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_1-800-1.jpg 800w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_1-800-1-300x167.jpg 300w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_1-800-1-768x428.jpg 768w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_1-800-1-18x10.jpg 18w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/446;\" \/>\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-93c31b1 elementor-widget elementor-widget-spacer\" data-id=\"93c31b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/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-325fbb9 elementor-widget elementor-widget-image\" data-id=\"325fbb9\" data-element_type=\"widget\" data-e-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=\"800\" height=\"451\" data-src=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_3_800-1.jpg\" class=\"attachment-large size-large wp-image-30694 lazyload\" alt=\"Dimac AI training Neural Network\" data-srcset=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_3_800-1.jpg 800w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_3_800-1-300x169.jpg 300w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_3_800-1-768x433.jpg 768w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/Training-AI_3_800-1-18x10.jpg 18w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/451;\" \/>\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-088800d elementor-widget elementor-widget-text-editor\" data-id=\"088800d\" data-element_type=\"widget\" data-e-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>Ainsi, les ing\u00e9nieurs de Dimac <b>peut effectuer des formations ou des mises \u00e0 jour de mod\u00e8les \u00e0 distance, dans les 3 jours suivant la r\u00e9ception des images.<\/b><\/p>\n<p class=\"translation-block\">\u00c0 partir des images acquises sur la machine, <b>Dimac effectue l'entra\u00eenement, le r\u00e9glage fin et la validation du mod\u00e8le d'IA en interne,<\/b> puis installe le r\u00e9seau neuronal entra\u00een\u00e9 directement sur la machine de tri du client.<\/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-3c3862c elementor-widget elementor-widget-spacer\" data-id=\"3c3862c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a369627 e-con-full e-flex e-con e-child\" data-id=\"a369627\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-38df9b2 elementor-widget elementor-widget-text-editor\" data-id=\"38df9b2\" data-element_type=\"widget\" data-e-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<h6><strong>LE PROCESSUS DE FORMATION DE L'AI<\/strong><\/h6>\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-3c63a00 elementor-widget elementor-widget-image\" data-id=\"3c63a00\" data-element_type=\"widget\" data-e-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=\"800\" height=\"504\" data-src=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/AI-training-schema-web-1.png\" class=\"attachment-large size-large wp-image-30692 lazyload\" alt=\"Diagramme de formation Dimac AI\" data-srcset=\"https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/AI-training-schema-web-1.png 900w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/AI-training-schema-web-1-300x189.png 300w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/AI-training-schema-web-1-768x484.png 768w, https:\/\/www.dimacsrl.com\/wp-content\/uploads\/2025\/11\/AI-training-schema-web-1-18x12.png 18w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/504;\" \/>\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-c40d842 elementor-widget elementor-widget-text-editor\" data-id=\"c40d842\" data-element_type=\"widget\" data-e-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><strong>1. Acquisition d'images r\u00e9elles annot\u00e9es<\/strong><\/p><p>Des images r\u00e9elles de composants sont captur\u00e9es dans diverses conditions de fonctionnement (\u00e9clairage, orientation, \u00e9tat de surface), y compris des pi\u00e8ces conformes et d\u00e9fectueuses.<\/p><p>Les zones d\u00e9fectueuses sont annot\u00e9es manuellement ou \u00e0 l'aide d'outils d'\u00e9tiquetage semi-automatiques.<\/p><p><b>2. Augmentation des donn\u00e9es<\/b><\/p><p>De nouvelles variations d'images sont cr\u00e9\u00e9es \u00e0 partir d'\u00e9chantillons r\u00e9els gr\u00e2ce \u00e0 des transformations g\u00e9om\u00e9triques (rotation, translation, zoom), ainsi qu'\u00e0 des ajustements de la luminosit\u00e9, du contraste et du bruit.<\/p><p>Cela permet d'accro\u00eetre la diversit\u00e9 des ensembles de donn\u00e9es et d'am\u00e9liorer la g\u00e9n\u00e9ralisation des mod\u00e8les.<\/p><p><b>3. G\u00e9n\u00e9ration d'images synth\u00e9tiques<\/b><\/p><p>Lorsque les \u00e9chantillons de d\u00e9fauts r\u00e9els sont rares ou indisponibles, Dimac utilise la simulation photor\u00e9aliste et la mod\u00e9lisation proc\u00e9durale pour g\u00e9n\u00e9rer des images synth\u00e9tiques de composants m\u00e9talliques. Les d\u00e9fauts simul\u00e9s sont des rayures, des fissures, des bosses ou des contaminations de surface.<\/p><p><b>4. Randomisation du domaine et variabilit\u00e9 contr\u00f4l\u00e9e<\/b><\/p><p>Lors de la g\u00e9n\u00e9ration d'images synth\u00e9tiques, des variations al\u00e9atoires contr\u00f4l\u00e9es de l'\u00e9clairage, de la texture, de l'angle de la cam\u00e9ra et du bruit sont introduites. Cette technique, connue sous le nom de randomisation du domaine, rend le mod\u00e8le plus robuste aux conditions impr\u00e9visibles du monde r\u00e9el et r\u00e9duit l'\u00e9cart entre les donn\u00e9es synth\u00e9tiques et les donn\u00e9es r\u00e9elles.<\/p>\t\t\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-33e4208 elementor-widget elementor-widget-spacer\" data-id=\"33e4208\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/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-57b3f2c elementor-widget elementor-widget-text-editor\" data-id=\"57b3f2c\" data-element_type=\"widget\" data-e-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<h4><strong>Au-del\u00e0 des fixations : L'IA pour l'interpr\u00e9tation des images<\/strong><\/h4><p>L'utilisation de l'IA pour l'interpr\u00e9tation visuelle s'est r\u00e9v\u00e9l\u00e9e tr\u00e8s souple et \u00e9volutive.<\/p><p>Les m\u00eames algorithmes d\u00e9velopp\u00e9s par Dimac peuvent \u00eatre appliqu\u00e9s dans n'importe quel domaine n\u00e9cessitant le discernement humain de l'inspection visuelle de la qualit\u00e9, mais avec une vitesse nettement sup\u00e9rieure et un processus de formation rationalis\u00e9.<\/p><p>Par exemple, ces technologies sont de plus en plus pertinentes dans le domaine de l'imagerie m\u00e9dicale et du diagnostic, o\u00f9 l'IA peut faciliter l'interpr\u00e9tation de donn\u00e9es visuelles complexes avec une pr\u00e9cision exceptionnelle.<\/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-4a62b48 elementor-widget elementor-widget-text-editor\" data-id=\"4a62b48\" data-element_type=\"widget\" data-e-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<h4><strong>Conclusion<\/strong><\/h4><p>L'int\u00e9gration de l'intelligence artificielle dans les machines de tri de Dimac repr\u00e9sente un saut technologique majeur dans le domaine du contr\u00f4le de qualit\u00e9 automatis\u00e9.<\/p><p>En combinant <b>la vision \u00e0 grande vitesse, l'apprentissage automatique et la simulation d'images synth\u00e9tiques, <\/b>Dimac repousse les limites de l'inspection visuelle industrielle en proposant une nouvelle norme de fiabilit\u00e9, de pr\u00e9cision et d'efficacit\u00e9.<\/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-9360daa elementor-widget elementor-widget-spacer\" data-id=\"9360daa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b62f0d3 e-con-full e-flex e-con e-child\" data-id=\"b62f0d3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7c0ad1d elementor-widget elementor-widget-text-editor\" data-id=\"7c0ad1d\" data-element_type=\"widget\" data-e-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<h6><strong>les outils dimac ai sont disponibles sur les machines<\/strong><\/h6>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-941b7cb e-grid e-con-boxed e-con e-child\" data-id=\"941b7cb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-eed30e0 e-flex e-con-boxed e-con e-child\" data-id=\"eed30e0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa7b87a elementor-align-justify elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"aa7b87a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.dimacsrl.com\/fr\/machines-de-triage-automatique\/mcv1\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-double-right\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34zm192-34l-136-136c-9.4-9.4-24.6-9.4-33.9 0l-22.6 22.6c-9.4 9.4-9.4 24.6 0 33.9l96.4 96.4-96.4 96.4c-9.4 9.4-9.4 24.6 0 33.9l22.6 22.6c9.4 9.4 24.6 9.4 33.9 0l136-136c9.4-9.2 9.4-24.4 0-33.8z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">mcv1<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-105770a e-flex e-con-boxed e-con e-child\" data-id=\"105770a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7cacd18 elementor-align-justify elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"7cacd18\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.dimacsrl.com\/fr\/machines-de-triage-automatique\/mcv3\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-double-right\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34zm192-34l-136-136c-9.4-9.4-24.6-9.4-33.9 0l-22.6 22.6c-9.4 9.4-9.4 24.6 0 33.9l96.4 96.4-96.4 96.4c-9.4 9.4-9.4 24.6 0 33.9l22.6 22.6c9.4 9.4 24.6 9.4 33.9 0l136-136c9.4-9.2 9.4-24.4 0-33.8z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">mcv3<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-62d9fc1 e-flex e-con-boxed e-con e-child\" data-id=\"62d9fc1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8ca1a12 elementor-align-justify elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"8ca1a12\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.dimacsrl.com\/fr\/machines-de-triage-automatique\/mcv4\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-double-right\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34zm192-34l-136-136c-9.4-9.4-24.6-9.4-33.9 0l-22.6 22.6c-9.4 9.4-9.4 24.6 0 33.9l96.4 96.4-96.4 96.4c-9.4 9.4-9.4 24.6 0 33.9l22.6 22.6c9.4 9.4 24.6 9.4 33.9 0l136-136c9.4-9.2 9.4-24.4 0-33.8z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">mcv4<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-53173f7 e-flex e-con-boxed e-con e-child\" data-id=\"53173f7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9c59248 elementor-align-justify elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"9c59248\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.dimacsrl.com\/fr\/machines-de-triage-automatique\/mcv6\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-double-right\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34zm192-34l-136-136c-9.4-9.4-24.6-9.4-33.9 0l-22.6 22.6c-9.4 9.4-9.4 24.6 0 33.9l96.4 96.4-96.4 96.4c-9.4 9.4-9.4 24.6 0 33.9l22.6 22.6c9.4 9.4 24.6 9.4 33.9 0l136-136c9.4-9.2 9.4-24.4 0-33.8z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">mcv6<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\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-7069da5 elementor-widget elementor-widget-spacer\" data-id=\"7069da5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Thanks to the advanced use of Artificial Intelligence (AI) tools, Dimac is now capable of replicating even the most complex human visual inspections\u00a0of metallic components. This breakthrough extends quality control automation to sectors where traditional machine vision systems were previously unable to deliver reliable results. 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