{"id":34560,"date":"2025-02-21T15:30:58","date_gmt":"2025-02-21T14:30:58","guid":{"rendered":"https:\/\/dev.mipi-modules.com\/?page_id=34560"},"modified":"2026-05-12T18:41:52","modified_gmt":"2026-05-12T16:41:52","slug":"hard-to-decipher-deep-learning-will-do-it-2","status":"publish","type":"page","link":"https:\/\/dev.mipi-modules.com\/en\/referenzen\/schwer-zu-entziffern-deep-learning-hilft\/","title":{"rendered":"Schwer zu entziffern"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"34560\" class=\"elementor elementor-34560\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section data-dce-background-image-url=\"https:\/\/dev.mipi-modules.com\/wp-content\/uploads\/2025\/02\/nvidia-referenz-header-2.jpg\" class=\"elementor-section elementor-top-section elementor-element elementor-element-53b257a5 elementor-section-full_width vc-gradient vc-padding-bottom-80-desktop vc-padding-top-80-desktop elementor-section-height-min-height elementor-section-height-default elementor-section-items-middle\" data-id=\"53b257a5\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7fd51d81 vc-content\" data-id=\"7fd51d81\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-68136126 vc-content-left-70  elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"68136126\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-7646d873 elementor-hidden-mobile\" data-id=\"7646d873\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-10684932 vc-color-white elementor-widget elementor-widget-heading\" data-id=\"10684932\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Hard to decipher? <br>Deep learning will do it!\n<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3650f1a8 vc-subtitle-1 vc-color-white elementor-widget elementor-widget-text-editor\" data-id=\"3650f1a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tReading engraved characters with NVIDIA Jetson and VC MIPI\u00ae Cameras\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-755f02c9 vc-content-padding vc-bg-special-white-grey elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"755f02c9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5d1417f0 vc-content\" data-id=\"5d1417f0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-1d07cc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1d07cc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-7f29cf0e vc-bg-blue-navy vc-padding-24 vc-card-highlight vc-margin-bottom-32\" data-id=\"7f29cf0e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-56b89975 vc-color-white elementor-widget elementor-widget-heading\" data-id=\"56b89975\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The challenge: Barely readable characters<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-424a5012 vc-color-white elementor-widget elementor-widget-text-editor\" data-id=\"424a5012\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tIdentifying and reading engraved characters on used and often dirty machine parts, gas meters in outdoor installations and the likes.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1d42a894 vc-bg-blue-royal vc-padding-24 vc-card-highlight vc-margin-bottom-32\" data-id=\"1d42a894\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-406821be vc-color-white elementor-widget elementor-widget-heading\" data-id=\"406821be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The solution: Deep Learning and VC <span class=\"copyright\">MIPI<\/span>\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5321b28c vc-color-white elementor-widget elementor-widget-text-editor\" data-id=\"5321b28c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tVision Components and Japanese MITECH Group develop a solution based on a NVIDIA Jetson nano processor board with VC MIPI\u00ae IMX296 camera.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6c581e88 vc-content-padding elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"6c581e88\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-642860d8 vc-content\" data-id=\"642860d8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div data-dce-title-color=\"#001475\" class=\"elementor-element elementor-element-21a03dfc elementor-cta--layout-image-left elementor-cta--valign-middle elementor-cta--mobile-layout-image-above elementor-cta--skin-classic elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"21a03dfc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/dev.mipi-modules.com\/wp-content\/uploads\/2025\/02\/nvidia-referenz.jpeg);\" role=\"img\" aria-label=\"System with NVIDIA Jetson processor and VC MIPI cameras\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tMITECH Group: Finding and reading engraved characters\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\t<p>In this handheld edge-device, the VC MIPI\u00ae IMX296  camera takes images of the objects. Deep learning algorithms on the NVIDIA Jetson nano processor board find and read engraved characters (alphabet and 0-9) and output the results on a display. The device will be used to recognize numbers and letters engraved in metal parts. Especially in outdoor applications and installed over several years in humid and dirty environments, these characters are often barely readable for the human eye and thus time-consuming to find and identify. Deep Learning helps to recognize the characters quickly and provides reading results including confidence-values. This reduces the risk of faulty assignment.  <\/p>\n<br>\n<p>The image shows a demo-setup from an early prototyping stage. VC is a NVIDIA Preferred Partner and provides MIPI cameras, drivers and accessories for the quick and easy setup and development of embedded vision solutions with NVIDIA and MIPI. The NVIDIA processor boards of the Jetson TX2\u2122, Jetson Nano\u2122, Jetson Xavier NX\u2122 and Jetson Xavier AGX\u2122 platforms are characterized by their performance, industrial-grade quality and long-term availability. Our VC MIPI\u00ae camera modules also share these features and are in combination with the NVIDIA boards a perfect fit for any embedded project. With low power-consumption and ultra-compact design both processor boards and VC Cameras are ideally suitable for any mobile application and edge devices.<span style=\"background-color: var( --e-global-color-3601322 );font-size: 1rem\"><\/span><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12f96bb0 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"12f96bb0\" data-element_type=\"widget\" data-e-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.mipi-modules.com\/en\/mipi-compatible-processor-boards\/nvidia\/\">\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\">NVIDIA and VC MIPI\u00ae: Learn more<\/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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1af6b776 vc-content-padding elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1af6b776\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5ca1f559\" data-id=\"5ca1f559\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-7ae59aab vc-content elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7ae59aab\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3aa7788d\" data-id=\"3aa7788d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2cbaffb elementor-widget elementor-widget-video\" data-id=\"2cbaffb\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;show_image_overlay&quot;:&quot;yes&quot;,&quot;image_overlay&quot;:{&quot;url&quot;:&quot;https:\\\/\\\/dev.mipi-modules.com\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/Recognize-dirty-engraved-characters-with-deep-learning-by-MITECH-Corp-2-screenshot.png&quot;,&quot;id&quot;:34566,&quot;size&quot;:&quot;&quot;},&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/dev.mipi-modules.com\/wp-content\/uploads\/2025\/02\/vision-components-nvidia.mp4\" controls=\"\" preload=\"metadata\" controlslist=\"nodownload\"><\/video>\n\t\t\t\t\t\t<div class=\"elementor-custom-embed-image-overlay\" style=\"background-image: url(https:\/\/dev.mipi-modules.com\/wp-content\/uploads\/2025\/02\/Recognize-dirty-engraved-characters-with-deep-learning-by-MITECH-Corp-2-screenshot.png);\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-custom-embed-play\" role=\"button\" aria-label=\"Play Video\" tabindex=\"0\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-eicon-play\" viewbox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M838 162C746 71 633 25 500 25 371 25 258 71 163 162 71 254 25 367 25 500 25 633 71 746 163 837 254 929 367 979 500 979 633 979 746 933 838 837 929 746 975 633 975 500 975 367 929 254 838 162M808 192C892 279 933 379 933 500 933 621 892 725 808 808 725 892 621 938 500 938 379 938 279 896 196 808 113 725 67 621 67 500 67 379 108 279 196 192 279 108 383 62 500 62 621 62 721 108 808 192M438 392V642L642 517 438 392Z\"><\/path><\/svg>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-61c6f77d vc-margin-16\" data-id=\"61c6f77d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2fad74a2 vc-color-royal-blue elementor-widget elementor-widget-heading\" data-id=\"2fad74a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Key Facts<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0f6e8b vc-subtitle-3 vc-color-royal-blue elementor-widget elementor-widget-text-editor\" data-id=\"c0f6e8b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Technology<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53e40ac5 vc-margin-bottom-32 elementor-widget elementor-widget-text-editor\" data-id=\"53e40ac5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p style=\"font-weight: 400;\">Deep Learning<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5481a96 vc-subtitle-3 vc-color-royal-blue elementor-widget elementor-widget-text-editor\" data-id=\"5481a96\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tChallenge\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b117bcc vc-margin-bottom-32 elementor-widget elementor-widget-text-editor\" data-id=\"6b117bcc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p style=\"font-weight: 400;\">Barely readable characters<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ab94c29 vc-subtitle-3 vc-color-royal-blue elementor-widget elementor-widget-text-editor\" data-id=\"1ab94c29\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>VC Vision Solution<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-186af1d vc-margin-bottom-32 elementor-widget elementor-widget-text-editor\" data-id=\"186af1d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p style=\"font-weight: 400;\">VC MIPI\u00ae IMX296 for NVIDIA Jetson<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6b8f4c66 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"6b8f4c66\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6ca4fc7b\" data-id=\"6ca4fc7b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1a51afaa elementor-widget elementor-widget-spacer\" data-id=\"1a51afaa\" data-element_type=\"widget\" data-e-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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-1b6da453 vc-padding-top-160 vc-padding-bottom-160 vc-padding-bottom-320-mobile vc-padding-top-0-mobile kontakt-cta e-flex e-con-boxed e-con e-parent\" data-id=\"1b6da453\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-dce-background-color=\"#FFFFFF\" class=\"elementor-element elementor-element-4d073371 e-con-full vc-padding-32 e-flex e-con e-child\" data-id=\"4d073371\" 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-70a20d38 vc-color-royal-blue elementor-widget elementor-widget-heading\" data-id=\"70a20d38\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Are you looking for the right camera for your deep learning application?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea2aa5e elementor-widget elementor-widget-text-editor\" data-id=\"ea2aa5e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Talk to us about your project and the right embedded vision system - free of charge and without obligation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d9080b3 elementor-widget elementor-widget-qi_addons_for_elementor_button\" data-id=\"d9080b3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"qi_addons_for_elementor_button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<a class=\"qodef-shortcode qodef-m vc-button vc-button-primary qodef-qi-button qodef-html--link qodef-layout--filled qodef-type--standard qodef-icon--right qodef-hover--icon-move-horizontal-short\" href=\"https:\/\/book.calenso.com\/visioncomponents\" target=\"_self\">\n\t<span class=\"qodef-m-text\">Arrange an expert meeting<\/span>\n\t<\/a>\n\t\t\t\t<\/div>\n\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>Schwer zu entziffern? Deep Learning hilft! Gravierte Zeichen finden und lesen \u2013 mit NVIDIA Jetson und VC MIPI\u00ae Kameras Die Heraus\u00adforderung: Schwer lesbare Zeichen Erkennen und Lesen von eingravierten Zeichen auf gebrauchten und oft verschmutzten Maschinenteilen, Gasz\u00e4hlern in Au\u00dfenanlagen und dergleichen. Die L\u00f6sung: Deep Learning und VC MIPI Vision Components und die japanische MITECH Group [&hellip;]<\/p>\n","protected":false},"author":16,"featured_media":0,"parent":34970,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"class_list":["post-34560","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Gravierte Zeichen lesen \u2013 mit Deep Learning und VC MIPI\u00ae<\/title>\n<meta name=\"description\" content=\"VC MIPI\u00ae Kameramodule erm\u00f6glichen mit einem NVIDIA Jetson nano\u2122 Prozessorboard das Erkennen eingravierter Zeichen auf Maschinenteilen.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta 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