{"id":20216,"date":"2026-02-11T10:31:46","date_gmt":"2026-02-11T09:31:46","guid":{"rendered":"https:\/\/automation-inside.com\/?p=20216"},"modified":"2026-02-11T11:32:30","modified_gmt":"2026-02-11T10:32:30","slug":"quines-tecnologies-dia-sutilitzen-en-el-processament-dimatges-industrials","status":"publish","type":"post","link":"https:\/\/we.automation-inside.com\/ca\/quines-tecnologies-dia-sutilitzen-en-el-processament-dimatges-industrials\/","title":{"rendered":"Quines tecnologies d&#8217;IA s&#8217;utilitzen en el processament d&#8217;imatges industrials?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"20216\" class=\"elementor elementor-20216 elementor-13689\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f9bb731 e-flex e-con-boxed e-con e-parent\" data-id=\"f9bb731\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6438a4a e-con-full e-flex e-con e-child\" data-id=\"6438a4a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9bea727 elementor-widget elementor-widget-global elementor-global-7328 elementor-global-10 elementor-widget-post-info\" data-id=\"9bea727\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-7119e78 elementor-inline-item\" itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<a href=\"https:\/\/we.automation-inside.com\/ca\/tag\/cameres-intel%c2%b7ligents\/\" class=\"elementor-post-info__terms-list-item\">C\u00e0meres intel\u00b7ligents<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ca\/tag\/classificacio\/\" class=\"elementor-post-info__terms-list-item\">Classificaci\u00f3<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ca\/tag\/control-de-qualitat\/\" class=\"elementor-post-info__terms-list-item\">Control de qualitat<\/a>, <a href=\"https:\/\/we.automation-inside.com\/tag\/deep-ocr\/\" class=\"elementor-post-info__terms-list-item\">Deep OCR<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ca\/tag\/ia\/\" class=\"elementor-post-info__terms-list-item\">IA<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ro\/tag\/ocr-profund\/\" class=\"elementor-post-info__terms-list-item\">OCR profund<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ca\/tag\/processament-dimatges-industrials\/\" class=\"elementor-post-info__terms-list-item\">Processament d&#039;imatges industrials<\/a>, <a href=\"https:\/\/we.automation-inside.com\/ca\/tag\/sensors-de-visio\/\" class=\"elementor-post-info__terms-list-item\">Sensors de visi\u00f3<\/a>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e658e6 elementor-widget elementor-widget-global elementor-global-7248 elementor-global-34 elementor-widget-theme-post-title\" data-id=\"3e658e6\" data-element_type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Quines tecnologies d&#8217;IA s&#8217;utilitzen en el processament d&#8217;imatges industrials?<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0fe08fb elementor-widget elementor-widget-text-editor\" data-id=\"0fe08fb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Com la intel\u00b7lig\u00e8ncia artificial est\u00e0 revolucionant el control de qualitat industrial<\/strong><\/p><p>La intel\u00b7lig\u00e8ncia artificial (IA) ja no \u00e9s una tecnologia del futur, sin\u00f3 que \u00e9s una part integral dels sistemes moderns de processament d&#8217;imatges industrials. Des del control de qualitat i la detecci\u00f3 de defectes fins al reconeixement \u00f2ptic de car\u00e0cters: els m\u00e8todes basats en IA permeten resoldre tasques visuals complexes de manera fiable, r\u00e0pida i autom\u00e0tica. <\/p><p><em>Per\u00f2 quines tecnologies d&#8217;IA espec\u00edfiques s&#8217;utilitzen? I en qu\u00e8 difereixen en la seva funcionalitat i \u00e0rea d&#8217;aplicaci\u00f3? <\/em><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bc879f elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"4bc879f\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/beitragsbild_welche_ki-technologien_in_bildverarbeitung.jpg\" class=\"attachment-full size-full wp-image-20218\" alt=\"Processament d&#039;imatges industrials amb suport d&#039;IA\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/beitragsbild_welche_ki-technologien_in_bildverarbeitung.jpg 1920w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/beitragsbild_welche_ki-technologien_in_bildverarbeitung-300x169.jpg 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/beitragsbild_welche_ki-technologien_in_bildverarbeitung-1024x576.jpg 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/beitragsbild_welche_ki-technologien_in_bildverarbeitung-768x432.jpg 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/beitragsbild_welche_ki-technologien_in_bildverarbeitung-1536x864.jpg 1536w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Intel\u00b7lig\u00e8ncia artificial en el processament d'imatges industrials<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64b214f elementor-widget elementor-widget-text-editor\" data-id=\"64b214f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2><strong>1. Classificaci\u00f3<\/strong><\/h2><p><strong>La base de tota an\u00e0lisi d&#8217;imatges amb suport d&#8217;IA<\/strong><\/p><p>Durant <strong>la classificaci\u00f3,<\/strong> una imatge o secci\u00f3 d&#8217;imatge s&#8217;assigna a una o m\u00e9s classes predefinides. Aix\u00ed, la IA reconeix <strong>&#8220;qu\u00e8&#8221;<\/strong> \u00e9s visible a la imatge, per exemple, un objecte espec\u00edfic, una categoria de component o una condici\u00f3 d&#8217;error. <\/p><p>Es fa una distinci\u00f3 entre la classificaci\u00f3 <strong>multiclasse<\/strong> i <strong>la multietiqueta<\/strong> :<\/p><p> <\/p><h3><strong>Classificaci\u00f3 multiclasse<\/strong><\/h3><figure id=\"attachment_13692\" aria-describedby=\"caption-attachment-13692\" style=\"width: 500px\" class=\"wp-caption alignright\"><img decoding=\"async\" class=\"wp-image-13692\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-class-300x169.png\" alt=\"Classificaci\u00f3 multiclasse de cargols\" width=\"500\" height=\"281\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-class-300x169.png 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-class-1024x576.png 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-class-768x432.png 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-class-1536x864.png 1536w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-class.png 1920w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption id=\"caption-attachment-13692\" class=\"wp-caption-text\">Classificaci\u00f3: Multiclasse<\/figcaption><\/figure><p>Aqu\u00ed, cada imatge <strong>nom\u00e9s es pot assignar a una classe<\/strong> .<br> Exemple:<\/p><ul><li>Reconeixement d&#8217;objectes: &#8220;cargol&#8221;<\/li><li>Classificaci\u00f3 d&#8217;errors: &#8220;OK&#8221; (sense defectes) o &#8220;NOK&#8221; (defectu\u00f3s)<\/li><\/ul><p><br>Les classes s\u00f3n m\u00fatuament excloents. Un cargol no pot ser &#8220;OK&#8221; i &#8220;NOK&#8221; alhora. <\/p><p>Aquest tipus de classificaci\u00f3 s&#8217;utilitza sovint en <strong>tasques<\/strong> <strong>de control de qualitat<\/strong> o de classificaci\u00f3 on cal una assignaci\u00f3 clara.<\/p><p> <\/p><h3><strong>Classificaci\u00f3 multietiqueta<\/strong><\/h3><figure id=\"attachment_13693\" aria-describedby=\"caption-attachment-13693\" style=\"width: 500px\" class=\"wp-caption alignleft\"><img decoding=\"async\" class=\"wp-image-13693\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-label-300x169.png\" alt=\"Classificaci\u00f3 multietiqueta de cargols\" width=\"500\" height=\"281\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-label-300x169.png 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-label-1024x576.png 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-label-768x432.png 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-label-1536x864.png 1536w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Classification_Multi-label.png 1920w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><figcaption id=\"caption-attachment-13693\" class=\"wp-caption-text\">Classificaci\u00f3: Multietiqueta<\/figcaption><\/figure><p>En canvi, en la classificaci\u00f3 multietiqueta, una imatge pot pert\u00e0nyer <strong>a diverses classes simult\u00e0niament<\/strong> .<br> Exemple:<\/p><ul><li>Reconeixement d&#8217;objectes: &#8220;cargol&#8221; <strong>i<\/strong> &#8220;clau&#8221;<\/li><li>Classificaci\u00f3 de defectes: &#8220;Abolladura&#8221; <strong>i<\/strong> &#8220;Raspalladura&#8221;<\/li><\/ul><p>Com que aquestes caracter\u00edstiques no s\u00f3n m\u00fatuament excloents, un objecte pot presentar diversos tipus de defectes simult\u00e0niament.<br> Aquest m\u00e8tode \u00e9s ideal per a an\u00e0lisis de qualitat complexes on <strong>cal detectar m\u00faltiples caracter\u00edstiques o defectes en paral\u00b7lel<\/strong> .<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-312840c elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7751 elementor-global-337 elementor-widget-divider\" data-id=\"312840c\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\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 class=\"elementor-element elementor-element-659891c elementor-widget elementor-widget-text-editor\" data-id=\"659891c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2><strong>2. Reconeixement d&#8217;objectes<\/strong><\/h2><p><strong>On es troben els objectes, no nom\u00e9s qu\u00e8 s\u00f3n.<\/strong><\/p><p>Mentre que la classificaci\u00f3 avalua tota la imatge, <strong>la detecci\u00f3 d&#8217;objectes<\/strong> va un pas m\u00e9s enll\u00e0: detecta <strong>diversos objectes a la imatge<\/strong> , els localitza i assigna a cadascun d&#8217;ells una classe.<\/p><p>Les posicions es descriuen mitjan\u00e7ant els anomenats <strong>requadres delimitadors<\/strong> . Cada requadre marca <strong>on<\/strong> es troba un objecte i a <strong>quina categoria<\/strong> pertany. <\/p><p>N&#8217;hi ha de dos tipus:<\/p><h3><strong>Detecci\u00f3 d&#8217;objectes paral\u00b7lels a l&#8217;eix<\/strong><\/h3><p>Els requadres delimitadors estan alineats <strong>paral\u00b7lelament als eixos de la imatge<\/strong> . Aquest m\u00e8tode \u00e9s computacionalment eficient i adequat per a objectes estandarditzats amb una orientaci\u00f3 clara. <\/p><h3><strong>Reconeixement d&#8217;objectes orientats<\/strong><\/h3><p>Aqu\u00ed, els requadres delimitadors s&#8217;ajusten <strong>a l&#8217;orientaci\u00f3 real<\/strong> de l&#8217;objecte. Aix\u00f2 permet detectar amb precisi\u00f3 fins i tot <strong>objectes que es troben en angle o giren<\/strong> , un avantatge important per a aplicacions amb posicions variables, com ara components en cintes transportadores. <\/p><p>El reconeixement d&#8217;objectes \u00e9s particularment \u00fatil per a tasques com ara:<\/p><ul><li>Components de recompte i posicionament<\/li><li>Detecci\u00f3 de desviacions posicionals<\/li><li>Classificaci\u00f3 i embalatge automatitzats<\/li><\/ul><figure id=\"attachment_13706\" aria-describedby=\"caption-attachment-13706\" style=\"width: 1920px\" class=\"wp-caption alignleft\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-13706\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Object-detection.png\" alt=\"Reconeixement d'objectes amb tecnologia d'IA i quadres delimitadors\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Object-detection.png 1920w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Object-detection-300x169.png 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Object-detection-1024x576.png 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Object-detection-768x432.png 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Object-detection-1536x864.png 1536w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><figcaption id=\"caption-attachment-13706\" class=\"wp-caption-text\">Reconeixement d&#8217;objectes per a la seva posici\u00f3 i identificaci\u00f3<\/figcaption><\/figure>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab2f95f elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7751 elementor-global-337 elementor-widget-divider\" data-id=\"ab2f95f\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\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 class=\"elementor-element elementor-element-a72d048 elementor-widget elementor-widget-text-editor\" data-id=\"a72d048\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2>3. Segmentaci\u00f3<\/h2><p><strong>An\u00e0lisi precisa al p\u00edxel per a una m\u00e0xima precisi\u00f3<\/strong><\/p><figure id=\"attachment_13707\" aria-describedby=\"caption-attachment-13707\" style=\"width: 700px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-13707\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Segmentation-300x169.png\" alt=\"Segmentaci\u00f3 precisa de p\u00edxels de components i \u00e0rees de defectes\" width=\"700\" height=\"394\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Segmentation-300x169.png 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Segmentation-1024x576.png 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Segmentation-768x432.png 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Segmentation-1536x864.png 1536w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/AI-Technology_Segmentation.png 1920w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption id=\"caption-attachment-13707\" class=\"wp-caption-text\">Segmentaci\u00f3 per a una m\u00e0xima precisi\u00f3 de detall<\/figcaption><\/figure><p><strong>La segmentaci\u00f3<\/strong> \u00e9s l&#8217;etapa m\u00e9s refinada de l&#8217;an\u00e0lisi d&#8217;imatges amb suport d&#8217;IA. Aqu\u00ed, no nom\u00e9s es reconeix l&#8217;objecte com un tot, sin\u00f3 que <strong>a cada p\u00edxel individual<\/strong> de la imatge se li assigna una classe. <\/p><p>El resultat: una <strong>delineaci\u00f3 exacta<\/strong> dels objectes, les \u00e0rees i les zones d&#8217;error.<br> Exemples:<\/p><ul><li>Separaci\u00f3 de &#8220;cargol&#8221;, &#8220;clau&#8221; i &#8220;fons&#8221;<\/li><li>Detecci\u00f3 de <strong>defectes menors de pintura, ratllades o contaminaci\u00f3<\/strong><\/li><\/ul><p> <\/p><p><br>Aquest m\u00e8tode \u00e9s particularment eficient quan es requereix <strong>precisi\u00f3 de detall<\/strong> , per exemple en <strong>la inspecci\u00f3 de superf\u00edcies<\/strong> , <strong>les proves de soldadura<\/strong> o <strong>el control de qualitat \u00f2ptica<\/strong> de recobriments i pel\u00b7l\u00edcules.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49c6847 elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7751 elementor-global-337 elementor-widget-divider\" data-id=\"49c6847\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\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 class=\"elementor-element elementor-element-b73a0ce elementor-widget elementor-widget-text-editor\" data-id=\"b73a0ce\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2>4. Aplicacions especials: OCR profund i altres models d&#8217;IA<\/h2><p><strong>Quan la visi\u00f3 artificial es converteix en lectura<\/strong><\/p><p>A m\u00e9s dels models establerts per a la classificaci\u00f3, el reconeixement d&#8217;objectes i la segmentaci\u00f3, cada cop m\u00e9s empreses confien en <strong>models d&#8217;IA entrenats espec\u00edfics per a aplicacions<\/strong> .<\/p><p>Un exemple \u00e9s <strong>el reconeixement \u00f2ptic de car\u00e0cters (OCR)<\/strong> mitjan\u00e7ant <strong>l&#8217;aprenentatge profund<\/strong> ; per abreujar, <strong>Deep OCR<\/strong> .<\/p><p>Mentre que els sistemes OCR tradicionals es basen en fonts clarament estructurades i fons uniformes, l&#8217;OCR profund utilitza <strong>xarxes neuronals profundes<\/strong> entrenades en <strong>grans quantitats d&#8217;imatges de text del m\u00f3n real<\/strong> . Aix\u00f2 permet al sistema: <\/p><ul><li>Reconeixement de lletres i n\u00fameros amb mida de lletra variable<\/li><li>Llegir text en <strong>superf\u00edcies irregulars o brillants<\/strong><\/li><li>Fins i tot interpretant correctament <strong>impressions danyades o alterades<\/strong><\/li><\/ul><p> <\/p><p>Aquesta tecnologia \u00e9s una fita per a aplicacions com ara:<\/p><ul><li><strong>Lectura d&#8217;etiquetes, codis de barres i n\u00fameros de s\u00e8rie<\/strong><\/li><li><strong>Verificaci\u00f3 de la identificaci\u00f3 del lot<\/strong><\/li><li><strong>Tra\u00e7abilitat en la producci\u00f3<\/strong><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7e8f11 elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7751 elementor-global-337 elementor-widget-divider\" data-id=\"d7e8f11\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\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 class=\"elementor-element elementor-element-9ffb985 elementor-widget elementor-widget-text-editor\" data-id=\"9ffb985\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2>Conclusi\u00f3<\/h2><p><strong>La IA fa que el processament d&#8217;imatges industrials sigui m\u00e9s intel\u00b7ligent, m\u00e9s prec\u00eds i m\u00e9s flexible.<\/strong><\/p><p>La integraci\u00f3 de <strong>la intel\u00b7lig\u00e8ncia artificial<\/strong> en el processament d&#8217;imatges industrials permet escenaris d&#8217;aplicaci\u00f3 completament nous.<\/p><ul><li><strong>La classificaci\u00f3<\/strong> identifica <em>qu\u00e8<\/em> \u00e9s un objecte.<\/li><li><strong>El reconeixement d&#8217;objectes<\/strong> determina <em>on<\/em> es troben.<\/li><li><strong>La segmentaci\u00f3<\/strong> ho separa del fons <em>amb una precisi\u00f3 perfecta de p\u00edxel<\/em> .<\/li><li><strong>L&#8217;OCR profund<\/strong> llegeix <em>el que hi ha escrit.<\/em><\/li><\/ul><p>Les c\u00e0meres intel\u00b7ligents i els sensors de visi\u00f3 moderns, que ja integren algoritmes d&#8217;avaluaci\u00f3 amb suport d&#8217;IA, permeten dissenyar processos de <strong>manera m\u00e9s r\u00e0pida, fiable i adaptativa<\/strong> .<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b34fd1 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"1b34fd1\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.wenglor.com\/s\/KI+in+der+Bildverarbeitung\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Apr\u00e8n m\u00e9s sobre la IA en el processament d'imatges ara!<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bc2cd4 elementor-widget elementor-widget-global elementor-global-7292 elementor-global-22 elementor-widget-spacer\" data-id=\"6bc2cd4\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\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-170e228 e-con-full elementor-hidden-mobile elementor-hidden-tablet e-flex e-con e-child\" data-id=\"170e228\" data-element_type=\"container\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;],&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\n\t\t\t\t<div class=\"elementor-element 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post-24036 post type-post status-publish format-standard has-post-thumbnail hentry category-conceptes-basics tag-barrera-reflexa-de-mirall tag-control-de-nivell tag-leveltech tag-mesura-de-nivell tag-sensor-de-distancia-laser tag-sensor-de-distancia-ultrasonic tag-sensors-danell-inductiu\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/we.automation-inside.com\/ca\/com-es-pot-mesurar-el-nivell-de-farciment-de-manera-fiable-independentment-del-material-i-el-medi\/\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-300x169.jpg\" class=\"attachment-medium size-medium wp-image-24037\" alt=\"Mesura precisa dels nivells de farciment \u2013 sense contacte i fiable\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-300x169.jpg 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-1024x576.jpg 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-768x432.jpg 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu-1536x864.jpg 1536w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/11\/Fuellstandsmessung_Headerbild_Neu.jpg 1920w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/we.automation-inside.com\/ca\/com-es-pot-mesurar-el-nivell-de-farciment-de-manera-fiable-independentment-del-material-i-el-medi\/\" >\n\t\t\t\tCom es pot mesurar el nivell de farciment de manera fiable \u2013 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href=\"https:\/\/we.automation-inside.com\/ca\/com-es-poden-llegir-de-manera-fiable-els-codis-dels-quadres-de-comandament-des-de-llarga-distancia\/\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-300x169.jpg\" class=\"attachment-medium size-medium wp-image-24974\" alt=\"Quadre de comandament d&#039;un cotxe amb etiquetes de codi enganxades\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-300x169.jpg 300w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-1024x576.jpg 1024w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-768x432.jpg 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto-1536x864.jpg 1536w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2026\/04\/Armaturenbrett_Auto.jpg 1920w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/we.automation-inside.com\/ca\/com-es-poden-llegir-de-manera-fiable-els-codis-dels-quadres-de-comandament-des-de-llarga-distancia\/\" >\n\t\t\t\tCom es poden llegir de manera fiable els codis dels quadres de comandament des de llarga dist\u00e0ncia?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tabril 17, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/we.automation-inside.com\/ca\/com-es-poden-llegir-de-manera-fiable-els-codis-dels-quadres-de-comandament-des-de-llarga-distancia\/\" aria-label=\"Llegeix m\u00e9s sobre Com es poden llegir de manera fiable els codis dels quadres de comandament des de llarga dist\u00e0ncia?\" tabindex=\"-1\" >\n\t\t\tA l'article\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-24948 post type-post status-publish format-standard has-post-thumbnail hentry category-aplicacions tag-emmagatzematge-dalta-gamma tag-prova-de-documents tag-reconeixement-dobjectes tag-superficies-fosques\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/we.automation-inside.com\/ca\/com-es-pot-detectar-de-manera-fiable-locupacio-de-compartiments-de-prestatgeria-per-a-objectes-brillants-i-negres\/\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"262\" height=\"300\" src=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-262x300.jpeg\" class=\"attachment-medium size-medium wp-image-19423\" alt=\"\" srcset=\"https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-262x300.jpeg 262w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-895x1024.jpeg 895w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-768x878.jpeg 768w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-1343x1536.jpeg 1343w, https:\/\/we.automation-inside.com\/wp-content\/uploads\/2025\/09\/AdobeStock_50981877-1791x2048.jpeg 1791w\" sizes=\"(max-width: 262px) 100vw, 262px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/we.automation-inside.com\/ca\/com-es-pot-detectar-de-manera-fiable-locupacio-de-compartiments-de-prestatgeria-per-a-objectes-brillants-i-negres\/\" >\n\t\t\t\tCom es pot detectar de manera fiable l&#8217;ocupaci\u00f3 de compartiments de prestatgeria per a objectes brillants i negres?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tabril 16, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/we.automation-inside.com\/ca\/com-es-pot-detectar-de-manera-fiable-locupacio-de-compartiments-de-prestatgeria-per-a-objectes-brillants-i-negres\/\" aria-label=\"Llegeix m\u00e9s sobre Com es pot detectar de manera fiable l&#8217;ocupaci\u00f3 de compartiments de prestatgeria per a objectes brillants i negres?\" tabindex=\"-1\" >\n\t\t\tA l'article\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3f13fdf e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"3f13fdf\" data-element_type=\"container\" data-settings=\"{&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;],&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\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-a4d7e25 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile e-flex e-con-boxed e-con e-parent\" data-id=\"a4d7e25\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ab61749 elementor-widget-divider--view-line elementor-widget elementor-widget-global elementor-global-7751 elementor-global-337 elementor-widget-divider\" data-id=\"ab61749\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\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<div class=\"elementor-element elementor-element-3e1ead7 e-con-full e-flex e-con e-child\" data-id=\"3e1ead7\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3423378 e-con-full e-flex e-con e-child\" data-id=\"3423378\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b19cdee elementor-widget elementor-widget-heading\" data-id=\"b19cdee\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">autor<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-426ff13 elementor-widget elementor-widget-spacer\" data-id=\"426ff13\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\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 class=\"elementor-element elementor-element-2905a9c elementor-widget elementor-widget-author-box\" data-id=\"2905a9c\" data-element_type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\t\t\t\t<div  class=\"elementor-author-box__avatar\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/we.automation-inside.com\/wp-content\/plugins\/elementor\/assets\/images\/placeholder.png\" alt=\"Picture of Max Mustermann\" loading=\"lazy\">\n\t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t<h4 class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tMax Mustermann\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-author-box__bio\">\n\t\t\t\t\t\t<p>C\u00e0rrec<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/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-1efd648 e-con-full e-flex e-con e-child\" data-id=\"1efd648\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-837b93b elementor-widget elementor-widget-spacer\" data-id=\"837b93b\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>La intel\u00b7lig\u00e8ncia artificial est\u00e0 revolucionant el processament d&#8217;imatges industrials: la classificaci\u00f3, el reconeixement d&#8217;objectes, la segmentaci\u00f3 i l&#8217;OCR profund permeten un control de qualitat prec\u00eds i automatitzat, m\u00e9s r\u00e0pid i fiable que mai.<\/p>\n","protected":false},"author":6,"featured_media":20218,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[1847],"tags":[5521,5522,2274,2698,948,2799,1989,3394],"class_list":["post-20216","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-conceptes-basics","tag-cameres-intelligents","tag-classificacio","tag-control-de-qualitat","tag-deep-ocr","tag-ia","tag-ocr-profund","tag-processament-dimatges-industrials","tag-sensors-de-visio"],"_links":{"self":[{"href":"https:\/\/we.automation-inside.com\/ca\/wp-json\/wp\/v2\/posts\/20216","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/we.automation-inside.com\/ca\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/we.automation-inside.com\/ca\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/we.automation-inside.com\/ca\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/we.automation-inside.com\/ca\/wp-json\/wp\/v2\/comments?post=20216"}],"version-history":[{"count":1,"href":"https:\/\/we.automation-inside.com\/ca\/wp-json\/wp\/v2\/posts\/20216\/revisions"}],"predecessor-version":[{"id":20219,"href":"https:\/\/we.automation-inside.com\/ca\/wp-json\/wp\/v2\/posts\/20216\/revisions\/20219"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/we.automation-inside.com\/ca\/wp-json\/wp\/v2\/media\/20218"}],"wp:attachment":[{"href":"https:\/\/we.automation-inside.com\/ca\/wp-json\/wp\/v2\/media?parent=20216"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/we.automation-inside.com\/ca\/wp-json\/wp\/v2\/categories?post=20216"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/we.automation-inside.com\/ca\/wp-json\/wp\/v2\/tags?post=20216"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}