{"id":228,"date":"2025-10-25T16:31:28","date_gmt":"2025-10-25T16:31:28","guid":{"rendered":"https:\/\/katharina-schmidt-engineering.de\/?page_id=228"},"modified":"2026-04-14T11:54:15","modified_gmt":"2026-04-14T10:54:15","slug":"leistungen","status":"publish","type":"page","link":"https:\/\/katharina-schmidt-engineering.de\/en\/leistungen\/","title":{"rendered":"AI-based image processing for industrial quality control"},"content":{"rendered":"<div class=\"wp-block-group animated slideInUp has-theme-palette-8-background-color has-background\" style=\"border-top-left-radius:10px;border-top-right-radius:10px;border-bottom-left-radius:10px;border-bottom-right-radius:10px;margin-top:var(--wp--preset--spacing--40);margin-bottom:var(--wp--preset--spacing--40);padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-container-core-group-is-layout-4e1e6b4b wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\">Rugged image processing solutions for complex and diverse production environments<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p>Automate quality control and visual inspection \u2013<br>Reduce waste, increase efficiency, and streamline your processes.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Detect errors automatically<\/li>\n\n\n\n<li>Monitoring processes in real time using deep learning<\/li>\n\n\n\n<li>Optimize existing systems<\/li>\n\n\n\n<li>Automate industrial inspection<\/li>\n\n\n\n<li>Seamless integration into the existing IT infrastructure<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-medium\"><img data-opt-id=1145906698  fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"200\" src=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:300\/h:200\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2025\/10\/Objekterkennung.png\" alt=\"Erkennung von 3 Muttern auf einem rostigen Hintergrund\" class=\"wp-image-382\" srcset=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:300\/h:200\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2025\/10\/Objekterkennung-scaled.png 300w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:1024\/h:682\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2025\/10\/Objekterkennung-scaled.png 1024w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:768\/h:512\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2025\/10\/Objekterkennung-scaled.png 768w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:1536\/h:1024\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2025\/10\/Objekterkennung-scaled.png 1536w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:1920\/h:1279\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2025\/10\/Objekterkennung-scaled.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption class=\"wp-element-caption\">Detection of 3 nuts on a rusty background<\/figcaption><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<p>I specialize in computer vision for industrial applications and can assist you every step of the way, from feasibility studies to production integration!<\/p>\n\n\n\n<div class=\"gb-element-6bcb1b1b\">\n<a class=\"gb-text gb-text-9d3275f8\" href=\"https:\/\/katharina-schmidt-engineering.de\/en\/kontakt\/\" target=\"_blank\" rel=\"noopener\">Have your use case reviewed!<\/a>\n<\/div>\n<\/div><\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group animated slideInUp\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\">Typical Use Cases<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8c3c870a wp-block-columns-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--60);margin-bottom:var(--wp--preset--spacing--60);padding-top:var(--wp--preset--spacing--40);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--40);padding-left:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-column has-border-color has-theme-palette-9-color has-theme-palette-2-background-color has-text-color has-background has-link-color wp-elements-8be188534244078110d752c2b9e5b34e is-layout-flow wp-block-column-is-layout-flow\" style=\"border-color:#e5e7eb;border-style:solid;border-width:1px;border-top-left-radius:25px;border-top-right-radius:25px;border-bottom-left-radius:25px;border-bottom-right-radius:25px;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<h3 class=\"wp-block-heading has-theme-palette-9-color has-text-color has-link-color wp-elements-82c90d306e79a9a91b589844db9fe35f\">Qualitycontrol<\/h3>\n\n\n\n<p>Detection of OK\/Not OK states in production lines (classification)<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column has-border-color has-theme-palette-9-color has-theme-palette-2-background-color has-text-color has-background has-link-color wp-elements-cd9362c2d8d6e41080fcf73c475e57f8 is-layout-flow wp-block-column-is-layout-flow\" style=\"border-color:#e5e7eb;border-style:solid;border-width:1px;border-top-left-radius:25px;border-top-right-radius:25px;border-bottom-left-radius:25px;border-bottom-right-radius:25px;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<h3 class=\"wp-block-heading has-theme-palette-9-color has-text-color has-link-color wp-elements-02d669761a8f663f8cd3335bf45054b5\">Error detection<\/h3>\n\n\n\n<p>Identification of defects, scratches, or irregularities (object recognition)<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column has-border-color has-theme-palette-9-color has-theme-palette-2-background-color has-text-color has-background has-link-color wp-elements-8e3acfd0dd7836a848effd30b737c77d is-layout-flow wp-block-column-is-layout-flow\" style=\"border-color:#e5e7eb;border-style:solid;border-width:1px;border-top-left-radius:25px;border-top-right-radius:25px;border-bottom-left-radius:25px;border-bottom-right-radius:25px;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<h3 class=\"wp-block-heading has-theme-palette-9-color has-text-color has-link-color wp-elements-75117156d604c7e9ff021bfc35b4bda0\">Process monitoring<\/h3>\n\n\n\n<p>Continuous visual analysis for process optimization<\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<\/div><\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group animated slideInUp\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\">Solutions <\/h2>\n\n\n\n<div class=\"gb-element-c972f84c\">\n<div class=\"gb-element-23584b96\">\n<p style=\"font-size:24px\"><span class=\"wp-rich-text-font-awesome-icon wp-font-awesome-icon\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"fas\" data-icon=\"eye\" class=\"svg-inline--fa fa-eye\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 576 512\" style=\"font-size:1em\" color=\"var(--global-palette7)\"><path fill=\"currentColor\" d=\"M288 32c-80.8 0-145.5 36.8-192.6 80.6-46.8 43.5-78.1 95.4-93 131.1-3.3 7.9-3.3 16.7 0 24.6 14.9 35.7 46.2 87.7 93 131.1 47.1 43.7 111.8 80.6 192.6 80.6s145.5-36.8 192.6-80.6c46.8-43.5 78.1-95.4 93-131.1 3.3-7.9 3.3-16.7 0-24.6-14.9-35.7-46.2-87.7-93-131.1-47.1-43.7-111.8-80.6-192.6-80.6zM144 256a144 144 0 1 1 288 0 144 144 0 1 1 -288 0zm144-64c0 35.3-28.7 64-64 64-11.5 0-22.3-3-31.7-8.4-1 10.9-.1 22.1 2.9 33.2 13.7 51.2 66.4 81.6 117.6 67.9s81.6-66.4 67.9-117.6c-12.2-45.7-55.5-74.8-101.1-70.8 5.3 9.3 8.4 20.1 8.4 31.7z\"><\/path><\/svg><\/span> <strong>Visual inspection systems<\/strong><\/p>\n\n\n\n<p style=\"font-size:24px\"><span class=\"wp-rich-text-font-awesome-icon wp-font-awesome-icon\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"fas\" data-icon=\"magnifying-glass\" class=\"svg-inline--fa fa-magnifying-glass\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 512 512\" color=\"var(--global-palette7)\"><path fill=\"currentColor\" d=\"M416 208c0 45.9-14.9 88.3-40 122.7L502.6 457.4c12.5 12.5 12.5 32.8 0 45.3s-32.8 12.5-45.3 0L330.7 376C296.3 401.1 253.9 416 208 416 93.1 416 0 322.9 0 208S93.1 0 208 0 416 93.1 416 208zM208 352a144 144 0 1 0 0-288 144 144 0 1 0 0 288z\"><\/path><\/svg><\/span> <strong>Anomaly detection<\/strong><\/p>\n\n\n\n<p style=\"font-size:24px\"><span class=\"wp-rich-text-font-awesome-icon wp-font-awesome-icon\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"fas\" data-icon=\"server\" class=\"svg-inline--fa fa-server\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 448 512\" color=\"var(--global-palette7)\"><path fill=\"currentColor\" d=\"M64 32C28.7 32 0 60.7 0 96l0 64c0 35.3 28.7 64 64 64l320 0c35.3 0 64-28.7 64-64l0-64c0-35.3-28.7-64-64-64L64 32zm216 72a24 24 0 1 1 0 48 24 24 0 1 1 0-48zm56 24a24 24 0 1 1 48 0 24 24 0 1 1 -48 0zM64 288c-35.3 0-64 28.7-64 64l0 64c0 35.3 28.7 64 64 64l320 0c35.3 0 64-28.7 64-64l0-64c0-35.3-28.7-64-64-64L64 288zm216 72a24 24 0 1 1 0 48 24 24 0 1 1 0-48zm56 24a24 24 0 1 1 48 0 24 24 0 1 1 -48 0z\"><\/path><\/svg><\/span> <strong>Data Pipeline &amp; Integration<\/strong><\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-66f31b09\">\n<p>AI-powered systems for the automated evaluation of components<\/p>\n\n\n\n<p>Detection of unknown errors without extensive training data<\/p>\n\n\n\n<p>Processing, storage, and integration into existing systems<\/p>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-group animated slideInUp\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Results &amp; Benefits<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column has-theme-palette-8-background-color has-background is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<p class=\"has-text-align-center has-theme-palette-2-color has-text-color has-link-color has-xxlarge-font-size wp-elements-1ae3d2b70bfc4244498d918f395915e2\">98%<\/p>\n\n\n\n<p class=\"has-theme-palette-5-color has-text-color has-link-color wp-elements-597bbd0c117f81f47891a96bf7c9056c\">Potential recognition accuracy depending on the application<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column has-theme-palette-8-background-color has-background is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<p class=\"has-text-align-center has-theme-palette-2-color has-text-color has-link-color has-xxlarge-font-size wp-elements-ca6296750506bdaf3af49fd0b5c44745\">Realtime<\/p>\n\n\n\n<p class=\"has-theme-palette-5-color has-text-color has-link-color wp-elements-4da00882883d7a94d8ee246e41cf4729\">Hardware-dependent real-time monitoring<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column has-theme-palette-8-background-color has-background is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<p class=\"has-text-align-center has-theme-palette-2-color has-text-color has-link-color has-xxlarge-font-size wp-elements-9d484d121984c19bf4093700f1435ecb\">-30%<\/p>\n\n\n\n<p class=\"has-theme-palette-5-color has-text-color has-link-color wp-elements-df24b14a1992f07de5ccf1a1345f32b5\">Typical reduction in scrap rates thanks to automated inspection<\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<\/div><\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group animated slideInUp\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\">Technical Integration<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-font-awesome-icon wp-font-awesome-icon\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"fab\" data-icon=\"python\" class=\"svg-inline--fa fa-python\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 448 512\" style=\"font-size:4em\" color=\"var(--global-palette6)\"><path fill=\"currentColor\" d=\"M439.8 200.5c-7.7-30.9-22.3-54.2-53.4-54.2l-40.1 0 0 47.4c0 36.8-31.2 67.8-66.8 67.8l-106.8 0c-29.2 0-53.4 25-53.4 54.3l0 101.8c0 29 25.2 46 53.4 54.3 33.8 9.9 66.3 11.7 106.8 0 26.9-7.8 53.4-23.5 53.4-54.3l0-40.7-106.7 0 0-13.6 160.2 0c31.1 0 42.6-21.7 53.4-54.2 11.2-33.5 10.7-65.7 0-108.6zM286.2 444.7a20.4 20.4 0 1 1 0-40.7 20.4 20.4 0 1 1 0 40.7zM167.8 248.1l106.8 0c29.7 0 53.4-24.5 53.4-54.3l0-101.9c0-29-24.4-50.7-53.4-55.6-35.8-5.9-74.7-5.6-106.8 .1-45.2 8-53.4 24.7-53.4 55.6l0 40.7 106.9 0 0 13.6-147 0c-31.1 0-58.3 18.7-66.8 54.2-9.8 40.7-10.2 66.1 0 108.6 7.6 31.6 25.7 54.2 56.8 54.2l36.7 0 0-48.8c0-35.3 30.5-66.4 66.8-66.4zM161.2 64.7a20.4 20.4 0 1 1 0 40.8 20.4 20.4 0 1 1 0-40.8z\"><\/path><\/svg><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-font-awesome-icon wp-font-awesome-icon\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"fab\" data-icon=\"windows\" class=\"svg-inline--fa fa-windows\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 448 512\" style=\"font-size:4em\" color=\"var(--global-palette6)\"><path fill=\"currentColor\" d=\"M0 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35.4zm58.9-124.9c.2 29.7-26.2 53.8-58.8 54s-59.2-23.8-59.4-53.4l0-.6c-.2-29.7 26.2-53.8 58.8-54s59.2 23.8 59.4 53.4l0 .6zm82.2 42.7c-25.3 34.6-59.6 35.9-72.3 26.3-13.3-12.4-3.2-50.9 15.1-72 20.9-23.3 43.3-38.5 58.9-26.6 10.5 10.3 16.7 49.1-1.7 72.3zm22.9-73.2c-21.5 9.4-39-105.3-12.6-98.3 43.9 24.7 36.3 79.6 12.6 98.3z\"><\/path><\/svg><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns has-theme-palette-8-background-color has-background is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\" style=\"border-top-left-radius:25px;border-top-right-radius:25px;border-bottom-left-radius:25px;border-bottom-right-radius:25px\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\">Plattforms<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Windows (Standalone or Production-PCs)<\/li>\n\n\n\n<li>Linux (Server, Edge Devices)<\/li>\n\n\n\n<li>macOS<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\">Frameworks<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>PyTorch \/ TensorFlow for AI Image Processing (Deep Learning)<\/li>\n\n\n\n<li>scikit-learn for machine learning models<\/li>\n\n\n\n<li>ONNX for cross-platform inference<\/li>\n\n\n\n<li>OpenCV for classic algorithms<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group animated slideInUp\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\">Process<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-30ac8118 wp-block-columns-is-layout-flex\" style=\"padding-right:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"gb-element-801684fd\">\n<span class=\"gb-shape gb-shape-2f9c3c24\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 256 512\" width=\"1em\" height=\"1em\" aria-hidden=\"true\"><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 34z\" fill=\"currentColor\"><\/path><\/svg><\/span>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"gb-element-2cb273d3\">\n<span class=\"gb-shape gb-shape-b57ac62d\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 256 512\" width=\"1em\" height=\"1em\" aria-hidden=\"true\"><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 34z\" fill=\"currentColor\"><\/path><\/svg><\/span>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"gb-element-d3739059\">\n<span class=\"gb-shape gb-shape-6a842968\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 256 512\" width=\"1em\" height=\"1em\" aria-hidden=\"true\"><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 34z\" fill=\"currentColor\"><\/path><\/svg><\/span>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"gb-element-b80cbab6\">\n<span class=\"gb-shape gb-shape-445f7595\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 256 512\" width=\"1em\" height=\"1em\" aria-hidden=\"true\"><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 34z\" fill=\"currentColor\"><\/path><\/svg><\/span>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns has-border-color is-layout-flex wp-container-core-columns-is-layout-6fc0271b wp-block-columns-is-layout-flex\" style=\"border-color:var(--global-palette5);border-width:2px;border-top-left-radius:30px;border-top-right-radius:30px;border-bottom-left-radius:30px;border-bottom-right-radius:30px;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\">Analysis<\/h3>\n\n\n\n<p>Evaluation of the use case and the data available<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\">Proof of Concept<\/h3>\n\n\n\n<p>Development and validation of an initial model<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\">Optimization<\/h3>\n\n\n\n<p>Continuous improvement until defined test cases are successfully completed<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\">Integration<\/h3>\n\n\n\n<p>Integration into existing systems and processes<\/p>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:10%\"><\/div>\n\n\n\n<div class=\"wp-block-column has-theme-palette-2-background-color has-background is-layout-flow wp-block-column-is-layout-flow\" style=\"border-top-left-radius:15px;border-top-right-radius:15px;border-bottom-left-radius:15px;border-bottom-right-radius:15px;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50);flex-basis:100%\">\n<div class=\"gb-element-dfb0c4f2\">\n<p class=\"has-theme-palette-8-color has-text-color has-link-color wp-elements-0b85648f7687269b8323c42bfd804f8e\" style=\"border-top-left-radius:15px;border-top-right-radius:15px;border-bottom-left-radius:15px;border-bottom-right-radius:15px;font-size:28px\"><span class=\"wp-rich-text-font-awesome-icon wp-font-awesome-icon\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"fas\" data-icon=\"magnifying-glass-chart\" class=\"svg-inline--fa fa-magnifying-glass-chart\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 512 512\" style=\"font-size:2em\" color=\"var(--global-palette8)\"><path fill=\"currentColor\" d=\"M416 208c0 45.9-14.9 88.3-40 122.7L502.6 457.4c12.5 12.5 12.5 32.8 0 45.3s-32.8 12.5-45.3 0L330.7 376C296.3 401.1 253.9 416 208 416 93.1 416 0 322.9 0 208S93.1 0 208 0 416 93.1 416 208zm-312 8l0 64c0 13.3 10.7 24 24 24s24-10.7 24-24l0-64c0-13.3-10.7-24-24-24s-24 10.7-24 24zm80-96l0 160c0 13.3 10.7 24 24 24s24-10.7 24-24l0-160c0-13.3-10.7-24-24-24s-24 10.7-24 24zm80 64l0 96c0 13.3 10.7 24 24 24s24-10.7 24-24l0-96c0-13.3-10.7-24-24-24s-24 10.7-24 24z\"><\/path><\/svg><\/span> <strong>Let\u2019s review your use case<\/strong><\/p>\n\n\n\n<a class=\"gb-text gb-text-519f951a\" href=\"https:\/\/katharina-schmidt-engineering.de\/en\/kontakt\/\" target=\"_blank\" rel=\"noopener\">Schedule a consultation now<\/a>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:10%\"><\/div>\n<\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group animated slideInUp has-theme-palette-8-background-color has-background\" style=\"border-top-left-radius:20px;border-top-right-radius:20px;border-bottom-left-radius:20px;border-bottom-right-radius:20px;margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--50);padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-container-core-group-is-layout-50df1e62 wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-8cf370e7 wp-block-group-is-layout-flex\">\n<h2 class=\"wp-block-heading\">Frequently Asked Questions<\/h2>\n\n\n\n<div data-wp-context=\"{ &quot;autoclose&quot;: false, &quot;accordionItems&quot;: [] }\" data-wp-interactive=\"core\/accordion\" role=\"group\" class=\"wp-block-accordion is-layout-flow wp-block-accordion-is-layout-flow\">\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-1&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-1-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-1\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">What is AI-based quality control?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-1\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-1-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p>AI-based quality control uses computer vision and machine learning to automatically detect defects and monitor production processes.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-2&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-2-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-2\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">When is AI a better choice than traditional image processing?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-2\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-2-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p>When the data is highly variable or traditional algorithms fail to detect all cases.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-3&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-3-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-3\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">How much data is required?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-3\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-3-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p>The amount of data required always depends on the use case. With techniques such as data augmentation or transfer learning, even a very small dataset is sufficient.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-4&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-4-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-4\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">Can the system be integrated into an existing IT infrastructure?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-4\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-4-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p>Yes, integration into existing systems is often possible. Alternatively, a standalone system can be developed.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div data-wp-class--is-open=\"state.isOpen\" data-wp-context=\"{ &quot;id&quot;: &quot;accordion-item-5&quot;, &quot;openByDefault&quot;: false }\" data-wp-init=\"callbacks.initAccordionItems\" data-wp-on-window--hashchange=\"callbacks.hashChange\" class=\"wp-block-accordion-item is-layout-flow wp-block-accordion-item-is-layout-flow\">\n<h3 class=\"wp-block-accordion-heading\"><button aria-expanded=\"false\" aria-controls=\"accordion-item-5-panel\" data-wp-bind--aria-expanded=\"state.isOpen\" data-wp-on--click=\"actions.toggle\" data-wp-on--keydown=\"actions.handleKeyDown\" id=\"accordion-item-5\" type=\"button\" class=\"wp-block-accordion-heading__toggle\"><span class=\"wp-block-accordion-heading__toggle-title\">How long does a project take?<\/span><span class=\"wp-block-accordion-heading__toggle-icon\" aria-hidden=\"true\">+<\/span><\/button><\/h3>\n\n\n\n<div inert aria-labelledby=\"accordion-item-5\" data-wp-bind--inert=\"!state.isOpen\" id=\"accordion-item-5-panel\" role=\"region\" class=\"wp-block-accordion-panel is-layout-flow wp-block-accordion-panel-is-layout-flow\">\n<p>Typically, a proof of concept takes 2\u20133 weeks, but the turnaround time may vary depending on the application.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Robuste Bildverarbeitungsl\u00f6sungen f\u00fcr komplexe und variierende Produktionsumgebungen Automatisieren Sie Qualit\u00e4tskontrolle und visuelle Inspektion \u2013reduzieren Sie Ausschuss, steigern Sie Effizienz und entlasten Sie Ihre Prozesse. Ich bin spezialisiert auf Computer Vision f\u00fcr industrielle Anwendungen und unterst\u00fctze Sie von der Machbarkeitsanalyse bis zur produktiven Integration! Use Case pr\u00fcfen lassen! Typische Anwendungsf\u00e4lle Qualit\u00e4tskontrolle Erkennung von iO\/niO Zust\u00e4nden in&#8230;<\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":1,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"class_list":["post-228","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/katharina-schmidt-engineering.de\/en\/wp-json\/wp\/v2\/pages\/228","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/katharina-schmidt-engineering.de\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/katharina-schmidt-engineering.de\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/katharina-schmidt-engineering.de\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/katharina-schmidt-engineering.de\/en\/wp-json\/wp\/v2\/comments?post=228"}],"version-history":[{"count":645,"href":"https:\/\/katharina-schmidt-engineering.de\/en\/wp-json\/wp\/v2\/pages\/228\/revisions"}],"predecessor-version":[{"id":2497,"href":"https:\/\/katharina-schmidt-engineering.de\/en\/wp-json\/wp\/v2\/pages\/228\/revisions\/2497"}],"wp:attachment":[{"href":"https:\/\/katharina-schmidt-engineering.de\/en\/wp-json\/wp\/v2\/media?parent=228"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}