{"id":3503,"date":"2023-01-24T13:40:52","date_gmt":"2023-01-24T12:40:52","guid":{"rendered":"https:\/\/rcai.de\/?p=3503"},"modified":"2025-04-03T13:31:07","modified_gmt":"2025-04-03T11:31:07","slug":"visuelle-anomalieerkennung-in-der-fertigung","status":"publish","type":"post","link":"https:\/\/rcai.de\/en\/2023\/01\/24\/visuelle-anomalieerkennung-in-der-fertigung\/","title":{"rendered":"Deep Learning in Manufacturing Processes"},"content":{"rendered":"<h2 class=\"wp-block-heading alignwide has-dm-sans-font-family\" style=\"text-transform:none\">Deep Learning in Manufacturing Processes<\/h2>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-78f78ab7 wp-block-columns-is-layout-flex\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"font-style:normal;font-weight:400\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"2560\" src=\"https:\/\/rcai.de\/wp-content\/uploads\/2023\/05\/AdobeStock_448490894-edited-scaled.jpeg\" alt=\"\" class=\"wp-image-4939\" srcset=\"https:\/\/rcai.de\/wp-content\/uploads\/2023\/05\/AdobeStock_448490894-edited-scaled.jpeg 2560w, https:\/\/rcai.de\/wp-content\/uploads\/2023\/05\/AdobeStock_448490894-edited-300x300.jpeg 300w, https:\/\/rcai.de\/wp-content\/uploads\/2023\/05\/AdobeStock_448490894-edited-1024x1024.jpeg 1024w, https:\/\/rcai.de\/wp-content\/uploads\/2023\/05\/AdobeStock_448490894-edited-150x150.jpeg 150w, https:\/\/rcai.de\/wp-content\/uploads\/2023\/05\/AdobeStock_448490894-edited-768x768.jpeg 768w, https:\/\/rcai.de\/wp-content\/uploads\/2023\/05\/AdobeStock_448490894-edited-1536x1536.jpeg 1536w, https:\/\/rcai.de\/wp-content\/uploads\/2023\/05\/AdobeStock_448490894-edited-2048x2048.jpeg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<p class=\"has-dm-sans-font-family has-small-font-size\">Symbol image (Photo: Adobe Stock, 448490894)<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"font-style:normal;font-weight:400\">\n<h4 class=\"wp-block-heading has-dm-sans-font-family has-large-font-size\" style=\"font-style:normal;font-weight:400;text-transform:none\">Detection of faults and defects during visual inspection<\/h4>\n\n\n\n<div style=\"height:35px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h6 class=\"wp-block-heading alignwide tw-mt-0 tw-link-hover-underline has-dm-sans-font-family has-medium-font-size\" style=\"text-transform:none\">Project responsible (OTH): <a href=\"https:\/\/rcai.de\/en\/labs\/imds\/\" data-type=\"page\" data-id=\"2854\">Prof. Dr. J\u00fcrgen Frikel<\/a>, <a href=\"https:\/\/rcai.de\/en\/labs\/imds\/\" data-type=\"page\" data-id=\"2854\">Prof. Dr. Filippo Riccio<\/a><br><\/h6>\n\n\n\n<div style=\"height:35px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h6 class=\"wp-block-heading alignwide tw-mt-0 tw-link-hover-underline has-dm-sans-font-family has-medium-font-size\" style=\"text-transform:none\">Cooperation partners: <a href=\"https:\/\/www.evopro-ag.de\/\">evopro systems engineering AG<\/a><\/h6>\n\n\n\n<div style=\"height:35px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h6 class=\"wp-block-heading alignwide tw-mt-0 tw-link-hover-underline has-dm-sans-font-family has-medium-font-size\" style=\"text-transform:none\">Laufzeit: seit 2022-2024<\/h6>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:60px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group alignwide has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\">\n<h4 class=\"wp-block-heading alignwide has-dm-sans-font-family has-x-large-font-size\" style=\"font-style:normal;font-weight:500;text-transform:none\">Deep Learning for Visual Anomaly Detection<\/h4>\n\n\n\n<div style=\"height:35px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h6 class=\"wp-block-heading alignwide tw-mt-0 tw-link-hover-underline has-dm-sans-font-family has-medium-font-size\" style=\"text-transform:none\">The project aims to develop efficient and robust methods for recognising anomalies in objects in automated visual inspection. The main task of an inspection is the classification of objects into the class \"O.K.\", which means that the requirements for the object have been met, or into the class \"n.O.K.\", which means that an anomaly has been detected. Depending on the underlying task, the anomalies should also be localised.<\/h6>\n\n\n\n<p><\/p>\n\n\n\n<h6 class=\"wp-block-heading alignwide tw-mt-0 tw-link-hover-underline has-dm-sans-font-family has-medium-font-size\" style=\"text-transform:none\">As traditional image processing approaches quickly reach their limits, deep learning is used to solve the recognition problem. As the requirements in today's world are becoming increasingly complex and diverse, it is important that the methods developed adapt immediately to changes. Systems based on deep learning with neural networks offer efficient solutions to this challenge.<\/h6>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\">\n<div style=\"height:60px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image alignwide size-full has-custom-border\"><img loading=\"lazy\" decoding=\"async\" width=\"1750\" height=\"1232\" src=\"https:\/\/rcai.de\/wp-content\/uploads\/sites\/2\/2023\/01\/Screenshot-from-2023-01-24-14-26-44.png\" alt=\"\" class=\"wp-image-3536\" style=\"border-style:none;border-width:0px\" srcset=\"https:\/\/rcai.de\/wp-content\/uploads\/2023\/01\/Screenshot-from-2023-01-24-14-26-44.png 1750w, https:\/\/rcai.de\/wp-content\/uploads\/2023\/01\/Screenshot-from-2023-01-24-14-26-44-300x211.png 300w, https:\/\/rcai.de\/wp-content\/uploads\/2023\/01\/Screenshot-from-2023-01-24-14-26-44-1024x721.png 1024w, https:\/\/rcai.de\/wp-content\/uploads\/2023\/01\/Screenshot-from-2023-01-24-14-26-44-768x541.png 768w, https:\/\/rcai.de\/wp-content\/uploads\/2023\/01\/Screenshot-from-2023-01-24-14-26-44-1536x1081.png 1536w\" sizes=\"auto, (max-width: 1750px) 100vw, 1750px\" \/><\/figure>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Detection of faults and defects during visual inspection<\/p>","protected":false},"author":8,"featured_media":4936,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"cybocfi_hide_featured_image":"","footnotes":""},"categories":[47,61],"tags":[],"class_list":["post-3503","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-projects-finished","category-imds"],"_links":{"self":[{"href":"https:\/\/rcai.de\/en\/wp-json\/wp\/v2\/posts\/3503","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rcai.de\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rcai.de\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rcai.de\/en\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/rcai.de\/en\/wp-json\/wp\/v2\/comments?post=3503"}],"version-history":[{"count":6,"href":"https:\/\/rcai.de\/en\/wp-json\/wp\/v2\/posts\/3503\/revisions"}],"predecessor-version":[{"id":7177,"href":"https:\/\/rcai.de\/en\/wp-json\/wp\/v2\/posts\/3503\/revisions\/7177"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rcai.de\/en\/wp-json\/wp\/v2\/media\/4936"}],"wp:attachment":[{"href":"https:\/\/rcai.de\/en\/wp-json\/wp\/v2\/media?parent=3503"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rcai.de\/en\/wp-json\/wp\/v2\/categories?post=3503"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rcai.de\/en\/wp-json\/wp\/v2\/tags?post=3503"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}