{"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":"how-to-train-artificial-intelligence-for-fastener-inspection","status":"publish","type":"post","link":"https:\/\/www.dimacsrl.com\/it\/archives\/how-to-train-artificial-intelligence-for-fastener-inspection\/","title":{"rendered":"Come addestrare l'IA per il controllo al 100% di fasteners e componenti metalliche"},"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>Grazie all'uso avanzato di strumenti di intelligenza artificiale (AI), Dimac \u00e8 ora in grado di replicare anche le pi\u00f9 complesse ispezioni visive umane sui componenti metallici.<\/strong><\/p><p>Questa innovazione estende l'automazione del controllo qualit\u00e0 a settori in cui i tradizionali sistemi di visione industriale non erano in grado di fornire risultati affidabili.<\/p><p><strong>La nuova generazione di macchine Dimac per il controllo qualit\u00e0 dei fasteners \u00e8 in grado di rilevare difetti che un tempo erano impossibili da identificare con i sistemi tradizionali.<\/strong><\/p><p><strong>Il risultato \u00e8:<\/strong><\/p><ul><li>controlli pi\u00f9 accurati ed efficaci,<\/li><li>riduzione significativa degli scarti di produzione,<\/li><li>risparmio economico ed energetico<\/li><li>un time to market pi\u00f9 breve.<\/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);\">Ispezione ottica ad alta velocit\u00e0 alimentata dall'intelligenza artificiale<\/span><\/strong><\/h4><p class=\"translation-block\">Le selezionatrici Dimac integrano stazioni di controllo ottico ad alta velocit\u00e0 <strong> - fino a 700 pezzi al minuto - <\/strong>dotate di telecamere e unit\u00e0 di illuminazione avanzate, con un software di visione AI-powered. Sulla stessa macchina \u00e8 possibile eseguire controlli anche con altre stazioni tradizionali.<\/p><p>Il software AI elabora le immagini in scala di grigio acquisite dalle telecamere, ne interpreta il contenuto e determina in tempo reale se ogni pezzo \u00e8 conforme o difettoso.<\/p><p>Gli algoritmi di intelligenza artificiale di Dimac confrontano le immagini in arrivo con un database di riferimento, identificando istantaneamente i pezzi non conformi.<\/p><p><b>Alcuni esempi di applicazione:<\/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'intelligenza artificiale \u00e8 in grado di distinguere una marcatura incisa da una crepa superficiale, evitando falsi scarti.<\/span><\/li><li>\u00c8 in grado di misurare le dimensioni reali anche quando la superficie \u00e8 sporca o contaminata.<\/li><li>\u00c8 in grado di riconoscere i difetti di aspetto dei materiali con colore o finitura non uniformi.<\/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'intelligenza artificiale non si limita a \u201cvedere\u201d i difetti: li comprende<\/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=\"Example of defect on Dimac SFS control station: scratch on washer\" 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);\">Algoritmi basati sulla similarit\u00e0 e apprendimento continuo<\/span><\/strong><\/h4><p>A differenza dei tradizionali sistemi di visione basati su regole, il software AI di Dimac non si basa su parametri o soglie predefinite.<\/p><p>Invece, <b>l'algoritmo valuta la similarit\u00e0 statistica<\/b> tra le immagini analizzate e le categorie di riferimento, determinando la probabilit\u00e0 che una nuova immagine appartenga alla classe \u201cconforme\u201d o \u201cnon conforme\u201d.<\/p><p class=\"translation-block\"><b>Ogni \u201crete neurale\u201d \u00e8 inizialmente addestrata per riconoscere un tipo specifico di difetto, ma pu\u00f2 essere ampliata <\/b>per ispezionare famiglie di pezzi con caratteristiche simili (ad esempio, forma identica ma materiale diverso).<\/p><h5><span style=\"color: #008080;\">Una volta addestrato, il modello pu\u00f2 essere aggiornato con nuovi parametri o tipi di difetti, mantenendo la base di addestramento originale.<\/span><\/h5><p>La rete neurale \u00e8 un file collegato al piano di controllo e viene richiamata automaticamente ogni volta che il piano viene caricato.<\/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 esegue la formazione AI come servizio<\/strong><\/span><\/h4><p><strong>L'addestramento dell'intelligenza artificiale richiede:<\/strong><\/p><ul><li>una stazione di calcolo ad alte prestazioni dedicata,<\/li><li>le licenze software necessarie e<\/li><li>competenze specialistiche nella visione artificiale e nell'apprendimento automatico.<\/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>Il processo di formazione dell'intelligenza artificiale richiede una stazione di calcolo adeguata, le necessarie licenze software e competenze specialistiche e pu\u00f2 essere eseguito in remoto dai tecnici Dimac.<\/p><p class=\"translation-block\"><b>Il software installato della selezionatrice Dimac \u00e8 fornito di serie con una semplice procedura guidata <\/b>per assistere gli operatori nell'acquisizione di immagini di campioni buoni e difettosi.<\/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>In questo modo, gli ingegneri Dimac <b>pu\u00f2 effettuare l'addestramento o l'aggiornamento dei modelli in remoto, entro 3 giorni dalla ricezione delle immagini.<\/b><\/p>\n<p class=\"translation-block\">Partendo dalle immagini acquisite sulla macchina, <b>Dimac esegue internamente l'addestramento, la messa a punto e la convalida del modello AI, <\/b>e poi installa la rete neurale addestrata direttamente sulla macchina selezionatrice del 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-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>IL PROCESSO DI FORMAZIONE 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=\"Dimac AI training diagram\" 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. Acquisizione di immagini reali<\/strong><\/p><p>Vengono acquisite immagini reali di componenti in varie condizioni operative (illuminazione, orientamento, stato della superficie), compresi i pezzi conformi e quelli difettosi.<\/p><p>Le aree difettose vengono annotate manualmente o tramite strumenti di etichettatura semiautomatici.<\/p><p><b>2. Data Augmentation<\/b><\/p><p>Dai campioni reali vengono create nuove variazioni dell'immagine attraverso trasformazioni geometriche (rotazione, traslazione, zoom) e regolazioni di luminosit\u00e0, contrasto e rumore.<\/p><p>Questo aumenta la diversit\u00e0 del set di dati e migliora la generalizzazione del modello.<\/p><p><b>3. Generazione di immagini sintetiche<\/b><\/p><p>Quando i campioni di difetti reali sono rari o non disponibili, Dimac impiega la simulazione fotorealistica e la modellazione procedurale per generare immagini sintetiche di componenti metallici. I difetti simulati includono graffi, crepe, ammaccature o contaminazioni superficiali.<\/p><p><b>4. Randomizzazione del dominio e variabilit\u00e0 controllata<\/b><\/p><p>Durante la generazione di immagini sintetiche, vengono introdotte variazioni casuali controllate di illuminazione, texture, angolo di ripresa e rumore. Questa tecnica, nota come randomizzazione del dominio, rende il modello pi\u00f9 robusto alle condizioni imprevedibili del mondo reale e riduce il divario tra dati sintetici e dati reali.<\/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>Oltre i dispositivi di fissaggio: L'intelligenza artificiale per l'interpretazione delle immagini<\/strong><\/h4><p>L'uso dell'IA per l'interpretazione visiva si \u00e8 dimostrato altamente flessibile e scalabile.<\/p><p>Gli stessi algoritmi sviluppati da Dimac possono essere applicati in qualsiasi campo che richieda un discernimento simile a quello umano dell'ispezione visiva della qualit\u00e0, ma con una velocit\u00e0 nettamente superiore e un processo di formazione semplificato.<\/p><p>Ad esempio, queste tecnologie sono sempre pi\u00f9 importanti nell'imaging e nella diagnostica medica, dove l'IA pu\u00f2 supportare l'interpretazione di dati visivi complessi con una precisione eccezionale.<\/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>Conclusione<\/strong><\/h4><p>L'integrazione dell'intelligenza artificiale nelle macchine di selezione Dimac rappresenta un importante salto tecnologico nel controllo qualit\u00e0 automatizzato.<\/p><p>Combinando <b>visione ad alta velocit\u00e0, apprendimento automatico e simulazione di immagini sintetiche, <\/b>Dimac si spinge oltre i confini dell'ispezione visiva industriale, offrendo un nuovo standard di affidabilit\u00e0, precisione ed efficienza.<\/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>Gli strumenti dimac ai sono disponibili sulle macchine<\/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\/it\/automatic-sorting-machines\/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\/it\/automatic-sorting-machines\/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\/it\/automatic-sorting-machines\/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\/it\/automatic-sorting-machines\/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. The new generation of Dimac quality control machines for fasteners [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":30752,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_theme","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"footnotes":"","_members_access_role":[],"_members_access_error":""},"categories":[13],"tags":[8,11,61,10,9,113],"class_list":["post-30653","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-ai-tools","tag-mcv1","tag-mcv3","tag-mcv4","tag-mcv6","tag-sticky"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to Train AI for 100% Inspection of Fasteners and Metal Parts - Dimac - Automatic Quality Control Systems<\/title>\n<meta name=\"description\" content=\"Thanks to the advanced use of AI , Dimac is now capable of replicating even the most complex human visual inspections of metallic components.\" \/>\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.dimacsrl.com\/it\/archives\/how-to-train-artificial-intelligence-for-fastener-inspection\/\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Train AI for 100% Inspection of Fasteners and Metal Parts - 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