{"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":"como-treinar-inteligencia-artificial-para-inspecao-de-fixadores","status":"publish","type":"post","link":"https:\/\/www.dimacsrl.com\/pt\/archives\/how-to-train-artificial-intelligence-for-fastener-inspection\/","title":{"rendered":"Como treinar a IA para a inspe\u00e7\u00e3o 100% de fixadores e pe\u00e7as met\u00e1licas"},"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)\">Gra\u00e7as ao uso avan\u00e7ado de ferramentas de Intelig\u00eancia Artificial (IA), o Dimac agora \u00e9 capaz de replicar at\u00e9 mesmo as inspe\u00e7\u00f5es visuais humanas mais complexas <\/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)\">de componentes met\u00e1licos<\/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>Esse avan\u00e7o amplia a automa\u00e7\u00e3o do controle de qualidade para setores em que os sistemas tradicionais de vis\u00e3o mec\u00e2nica n\u00e3o conseguiam fornecer resultados confi\u00e1veis.<\/p><p><strong>A nova gera\u00e7\u00e3o de m\u00e1quinas de controle de qualidade Dimac para fixadores agora pode detectar defeitos que antes eram imposs\u00edveis de identificar usando sistemas convencionais.<\/strong><\/p><p><strong>O resultado \u00e9:<\/strong><\/p><ul><li>inspe\u00e7\u00e3o mais precisa e eficaz,<\/li><li>redu\u00e7\u00e3o significativa do desperd\u00edcio de produ\u00e7\u00e3o,<\/li><li>economia econ\u00f4mica e de energia, e<\/li><li>um tempo mais curto para o mercado.<\/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);\">Inspe\u00e7\u00e3o \u00f3ptica de alta velocidade com tecnologia de 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)\">As m\u00e1quinas de classifica\u00e7\u00e3o da Dimac <a href=\"https:\/\/www.dimacsrl.com\/it\/macchine-per-lo-smistamento-automatico\/\" target=\"_self\">sorting machines<\/a> integram esta\u00e7\u00f5es de controle \u00f3ptico de alta velocidade -<\/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)\"> at\u00e9 700 pe\u00e7as por minuto <\/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)\">- equipada com c\u00e2meras e unidades de ilumina\u00e7\u00e3o avan\u00e7adas, combinadas com software de vis\u00e3o alimentado por IA. Na mesma m\u00e1quina, voc\u00ea tamb\u00e9m pode realizar verifica\u00e7\u00f5es com outras esta\u00e7\u00f5es tradicionais.<\/span><\/p><p>O software de IA processa as imagens em escala de cinza adquiridas das c\u00e2meras, interpreta seu conte\u00fado e determina em tempo real se cada pe\u00e7a est\u00e1 em conformidade ou com defeito.<\/p><p>Os algoritmos de IA da Dimac comparam as imagens recebidas com um banco de dados de refer\u00eancia, identificando instantaneamente as pe\u00e7as n\u00e3o conformes.<\/p><p><b>Alguns exemplos de aplicativos:<\/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);\">A IA pode diferenciar uma marca\u00e7\u00e3o gravada de uma rachadura na superf\u00edcie, evitando falsas rejei\u00e7\u00f5es.<\/span><\/li><li>Ele pode medir dimens\u00f5es reais mesmo quando a superf\u00edcie est\u00e1 suja ou contaminada.<\/li><li>Ele pode reconhecer defeitos de apar\u00eancia em materiais com cores ou acabamentos n\u00e3o uniformes.<\/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)\">A IA n\u00e3o apenas \u201cv\u00ea\u201d defeitos: <br>ela os entende<\/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=\"Exemplo de defeito na esta\u00e7\u00e3o de controle Dimac SFS: arranh\u00e3o na arruela\" 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);\">Algoritmos baseados em similaridade e aprendizado cont\u00ednuo<\/span><\/strong><\/h4><p>Diferentemente dos sistemas de vis\u00e3o tradicionais baseados em regras, o software de IA da Dimac n\u00e3o depende de par\u00e2metros ou limites predefinidos.<\/p><p>Em vez disso, <b>O algoritmo avalia a similaridade estat\u00edstica<\/b> entre as imagens analisadas e as categorias de refer\u00eancia, determinando a probabilidade de uma nova imagem pertencer \u00e0 classe \u201cconforme\u201d ou \u201cn\u00e3o conforme\u201d.<\/p><p class=\"translation-block\"><b>Cada \u201crede neural\u201d \u00e9 inicialmente treinada para reconhecer um tipo espec\u00edfico de defeito, mas pode ser ampliada<\/b> para inspecionar fam\u00edlias de fixadores com caracter\u00edsticas semelhantes (por exemplo, formato id\u00eantico, mas material diferente).<\/p><h5><span style=\"color: #008080;\">Depois de treinado, o modelo pode ser atualizado com novos par\u00e2metros ou tipos de defeitos, preservando a base de treinamento original.<\/span><\/h5><p>A rede neural \u00e9 um arquivo vinculado ao plano de controle e \u00e9 chamada automaticamente sempre que o plano \u00e9 carregado.<\/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>A Dimac realiza o treinamento de IA como um servi\u00e7o<\/strong><\/span><\/h4><p><strong>O treinamento em IA requer:<\/strong><\/p><ul><li>uma esta\u00e7\u00e3o de computa\u00e7\u00e3o de alto desempenho dedicada,<\/li><li>as licen\u00e7as de software necess\u00e1rias, e<\/li><li>conhecimento especializado em vis\u00e3o e aprendizado de m\u00e1quina.<\/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>O processo de treinamento de IA requer uma esta\u00e7\u00e3o de computa\u00e7\u00e3o adequada, as licen\u00e7as de software necess\u00e1rias e habilidades especializadas, e pode ser realizado remotamente por t\u00e9cnicos da Dimac.<\/p><p class=\"translation-block\">Para treinamento adicional, o <b>software integrado da m\u00e1quina de classifica\u00e7\u00e3o da Dimac inclui um procedimento guiado simples<\/b> para ajudar os operadores a capturar imagens de amostras boas e defeituosas.<\/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 Rede Neural para treinamento de IA\" 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>Dessa forma, os engenheiros da Dimac <b>pode realizar treinamentos ou atualiza\u00e7\u00f5es de modelos remotamente, em at\u00e9 3 dias ap\u00f3s o recebimento das imagens.<\/b><\/p>\n<p class=\"translation-block\">A partir das imagens adquiridas na m\u00e1quina, a <b>Dimac realiza o treinamento, o ajuste fino e a valida\u00e7\u00e3o do modelo de IA internamente,<\/b> e, em seguida, instala a rede neural treinada diretamente na m\u00e1quina de classifica\u00e7\u00e3o do 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>O PROCESSO DE TREINAMENTO EM IA<\/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=\"Diagrama de treinamento da 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. Aquisi\u00e7\u00e3o de imagens reais anotadas<\/strong><\/p><p>Imagens reais de componentes s\u00e3o capturadas em v\u00e1rias condi\u00e7\u00f5es operacionais (ilumina\u00e7\u00e3o, orienta\u00e7\u00e3o, estado da superf\u00edcie), incluindo pe\u00e7as em conformidade e defeituosas.<\/p><p>As \u00e1reas com defeito s\u00e3o anotadas manualmente ou por meio de ferramentas de rotulagem semiautom\u00e1ticas.<\/p><p><b>2. Amplia\u00e7\u00e3o de dados<\/b><\/p><p>Novas varia\u00e7\u00f5es de imagem s\u00e3o criadas a partir de amostras reais por meio de transforma\u00e7\u00f5es geom\u00e9tricas (rota\u00e7\u00e3o, transla\u00e7\u00e3o, zoom), bem como ajustes de brilho, contraste e ru\u00eddo.<\/p><p>Isso aumenta a diversidade do conjunto de dados e melhora a generaliza\u00e7\u00e3o do modelo.<\/p><p><b>3. Gera\u00e7\u00e3o de imagens sint\u00e9ticas<\/b><\/p><p>Quando as amostras de defeitos reais s\u00e3o raras ou n\u00e3o est\u00e3o dispon\u00edveis, a Dimac emprega simula\u00e7\u00e3o fotorrealista e modelagem de procedimentos para gerar imagens sint\u00e9ticas de componentes met\u00e1licos. Os defeitos simulados incluem arranh\u00f5es, rachaduras, amassados ou contamina\u00e7\u00f5es de superf\u00edcie.<\/p><p><b>4. Randomiza\u00e7\u00e3o de dom\u00ednios e variabilidade controlada<\/b><\/p><p>Durante a gera\u00e7\u00e3o de imagens sint\u00e9ticas, s\u00e3o introduzidas varia\u00e7\u00f5es aleat\u00f3rias controladas na ilumina\u00e7\u00e3o, na textura, no \u00e2ngulo da c\u00e2mera e no ru\u00eddo. Essa t\u00e9cnica, conhecida como randomiza\u00e7\u00e3o de dom\u00ednio, torna o modelo mais robusto \u00e0s condi\u00e7\u00f5es imprevis\u00edveis do mundo real e reduz a diferen\u00e7a entre os dados sint\u00e9ticos e reais.<\/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>Al\u00e9m dos fixadores: IA para interpreta\u00e7\u00e3o de imagens<\/strong><\/h4><p>O uso de IA para interpreta\u00e7\u00e3o visual provou ser altamente flex\u00edvel e dimension\u00e1vel.<\/p><p>Os mesmos algoritmos desenvolvidos pela Dimac podem ser aplicados em qualquer campo que exija o discernimento humano da inspe\u00e7\u00e3o visual de qualidade, mas com uma velocidade muito maior e um processo de treinamento simplificado.<\/p><p>Por exemplo, essas tecnologias s\u00e3o cada vez mais relevantes na gera\u00e7\u00e3o de imagens e diagn\u00f3sticos m\u00e9dicos, em que a IA pode apoiar a interpreta\u00e7\u00e3o de dados visuais complexos com precis\u00e3o excepcional.<\/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>Conclus\u00e3o<\/strong><\/h4><p>A integra\u00e7\u00e3o da Intelig\u00eancia Artificial nas m\u00e1quinas de classifica\u00e7\u00e3o da Dimac representa um grande salto tecnol\u00f3gico no controle de qualidade automatizado.<\/p><p>Ao combinar <b>vis\u00e3o de alta velocidade, aprendizado de m\u00e1quina e simula\u00e7\u00e3o de imagens sint\u00e9ticas, <\/b>A Dimac ultrapassa os limites da inspe\u00e7\u00e3o visual industrial, oferecendo um novo padr\u00e3o de confiabilidade, precis\u00e3o e efici\u00eancia.<\/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>As ferramentas dimac ai est\u00e3o dispon\u00edveis nas m\u00e1quinas<\/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\/pt\/maquinas-de-classificacao-automatica\/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\/pt\/maquinas-de-classificacao-automatica\/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 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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\/pt\/maquinas-de-classificacao-automatica\/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\/pt\/maquinas-de-classificacao-automatica\/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 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This breakthrough extends quality control automation to sectors where traditional machine vision systems were previously unable to deliver reliable results. 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