{"id":13,"date":"2025-10-25T16:29:36","date_gmt":"2025-10-25T16:29:36","guid":{"rendered":"https:\/\/katharina-schmidt-engineering.de\/?page_id=13"},"modified":"2026-04-27T09:47:40","modified_gmt":"2026-04-27T08:47:40","slug":"startseite","status":"publish","type":"page","link":"https:\/\/katharina-schmidt-engineering.de\/en\/","title":{"rendered":"Machine Learning &amp; Computer Vision"},"content":{"rendered":"<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"animated slideInUp\">\n<h2 class=\"wp-block-heading has-text-align-center\">Ma\u00dfgeschneiderte KI- und Bildverarbeitungssysteme f\u00fcr industrielle Qualit\u00e4tskontrolle, Inline-Inspection und Produktions\u00fcberwachung<\/h2>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"gb-element-98defbee\"><style>.wp-block-kadence-iconlist.kt-svg-icon-list-items13_023454-9c:not(.this-stops-third-party-issues){margin-top:0px;margin-bottom:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items13_023454-9c ul.kt-svg-icon-list:not(.this-prevents-issues):not(.this-stops-third-party-issues):not(.tijsloc){margin-top:0px;margin-right:0px;margin-bottom:var(--global-kb-spacing-sm, 1.5rem);margin-left:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items13_023454-9c ul.kt-svg-icon-list{grid-row-gap:5px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items13_023454-9c .kb-svg-icon-wrap{font-size:36px;color:var(--global-palette9, #ffffff);}.wp-block-kadence-iconlist.kt-svg-icon-list-items13_023454-9c ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap .kt-svg-icon-list-single{margin-right:10px;}.kt-svg-icon-list-items13_023454-9c ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap, .kt-svg-icon-list-items13_023454-9c ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap a{color:var(--global-palette9, #ffffff);font-size:var(--global-kb-font-size-md, 1.25rem);color:var(--global-palette9, #ffffff);}.kt-svg-icon-list-items13_023454-9c ul.kt-svg-icon-list .kt-svg-icon-list-level-0 .kt-svg-icon-list-single svg{font-size:20px;}<\/style>\n<div class=\"wp-block-kadence-iconlist kt-svg-icon-list-items kt-svg-icon-list-items13_023454-9c kt-svg-icon-list-columns-1 alignnone\"><ul class=\"kt-svg-icon-list\"><style>.kt-svg-icon-list-item-13_b48c49-2f .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-13_b48c49-2f\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fas_check-circle kt-svg-icon-list-single\"><svg viewbox=\"0 0 512 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Reduktion von Ausschuss<\/span><\/li>\n\n\n<style>.kt-svg-icon-list-item-13_f48a90-36 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-13_f48a90-36\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fas_check-circle kt-svg-icon-list-single\"><svg viewbox=\"0 0 512 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Prozess\u00fcberwachung &amp; -automatisierung<\/span><\/li>\n\n\n<style>.kt-svg-icon-list-item-13_e16e86-bd .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-13_e16e86-bd\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fas_check-circle kt-svg-icon-list-single\"><svg viewbox=\"0 0 512 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Integration in bestehende Anlagen (REST API, OPC UA, SPS, Edge Devices)<\/span><\/li>\n\n\n<style>.kt-svg-icon-list-item-13_6ea6d9-d3 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-13_6ea6d9-d3\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fas_check-circle kt-svg-icon-list-single\"><svg viewbox=\"0 0 512 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Von Proof of Concept bis produktiver Betrieb<\/span><\/li>\n<\/ul><\/div>\n\n\n\n<div class=\"gb-element-d9a5d816\">\n<a class=\"gb-text-6ae1fd67 animated pulse slow o-anim-hover\" href=\"https:\/\/katharina-schmidt-engineering.de\/en\/leistungen\/\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M464 64H48C21.49 64 0 85.49 0 112v288c0 26.51 21.49 48 48 48h416c26.51 0 48-21.49 48-48V112c0-26.51-21.49-48-48-48zm0 48v40.805c-22.422 18.259-58.168 46.651-134.587 106.49-16.841 13.247-50.201 45.072-73.413 44.701-23.208.375-56.579-31.459-73.413-44.701C106.18 199.465 70.425 171.067 48 152.805V112h416zM48 400V214.398c22.914 18.251 55.409 43.862 104.938 82.646 21.857 17.205 60.134 55.186 103.062 54.955 42.717.231 80.509-37.199 103.053-54.947 49.528-38.783 82.032-64.401 104.947-82.653V400H48z\"><\/path><\/svg><\/span><span class=\"gb-text\">Kostenlose Erstanalyse anfragen<\/span><\/a>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:75px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"animated slideInUp\">\n<h2 class=\"wp-block-heading has-text-align-center\">What impact can artificial intelligence have on manufacturing?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Git es diese Herausforderungen auch in Ihrer der Produktion?<\/h3>\n\n\n<style>.kb-row-layout-id13_10b9ab-81 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id13_10b9ab-81 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id13_10b9ab-81 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-none, 0rem );padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id13_10b9ab-81 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id13_10b9ab-81 > .kt-row-column-wrap{grid-template-columns:repeat(4, minmax(0, 1fr));}.kb-row-layout-id13_10b9ab-81 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id13_10b9ab-81 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}}@media all and (max-width: 1024px){.kb-row-layout-id13_10b9ab-81 > .kt-row-column-wrap{grid-template-columns:repeat(4, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id13_10b9ab-81 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id13_10b9ab-81 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id13_10b9ab-81 aligncenter wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-4-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kt-inner-column-height-full\">\n<style>.kadence-column13_7a426b-e7 > .kt-inside-inner-col{display:flex;}.kadence-column13_7a426b-e7 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-xs, 1rem);}.kadence-column13_7a426b-e7 > .kt-inside-inner-col{box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}.kadence-column13_7a426b-e7 > .kt-inside-inner-col,.kadence-column13_7a426b-e7 > .kt-inside-inner-col:before{border-top-left-radius:15px;border-top-right-radius:15px;border-bottom-right-radius:15px;border-bottom-left-radius:15px;}.kadence-column13_7a426b-e7 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column13_7a426b-e7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;align-items:center;}.kadence-column13_7a426b-e7 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column13_7a426b-e7 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column13_7a426b-e7 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column13_7a426b-e7{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_7a426b-e7{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_7a426b-e7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;}.kadence-column13_7a426b-e7 > .kt-inside-inner-col{background-color:var(--global-palette7, #EDF2F7);}.kadence-column13_7a426b-e7 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column13_7a426b-e7{text-align:center;}.kadence-column13_7a426b-e7{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column13_7a426b-e7{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_7a426b-e7{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_7a426b-e7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;}}@media all and (max-width: 1024px){.kadence-column13_7a426b-e7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;align-items:center;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column13_7a426b-e7{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_7a426b-e7{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_7a426b-e7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;}.kadence-column13_7a426b-e7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column13_7a426b-e7 kb-section-dir-vertical\"><div class=\"kt-inside-inner-col\"><style>.kt-svg-icons13_68cd73-f7 .kt-svg-item-0 .kb-svg-icon-wrap{color:var(--global-palette4, #2D3748);font-size:50px;}.wp-block-kadence-icon.kt-svg-icons13_68cd73-f7{justify-content:center;}<\/style>\n<div class=\"wp-block-kadence-icon kt-svg-icons kt-svg-icons13_68cd73-f7 alignnone\"><style>.kt-svg-item-13_4091f3-65 .kb-svg-icon-wrap, .kt-svg-style-stacked.kt-svg-item-13_4091f3-65 .kb-svg-icon-wrap{font-size:70px;}<\/style>\n<div class=\"wp-block-kadence-single-icon kt-svg-style-default kt-svg-icon-wrap kt-svg-item-13_4091f3-65\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_alertTriangle\"><svg viewbox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M10.29 3.86L1.82 18a2 2 0 0 0 1.71 3h16.94a2 2 0 0 0 1.71-3L13.71 3.86a2 2 0 0 0-3.42 0z\"\/><line x1=\"12\" y1=\"9\" x2=\"12\" y2=\"13\"\/><line x1=\"12\" y1=\"17\" x2=\"12\" y2=\"17\"\/><\/svg><\/span><\/div>\n<\/div>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">Fehler werden zu sp\u00e4t erkannt<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column13_c55c5a-9e > .kt-inside-inner-col{display:flex;}.kadence-column13_c55c5a-9e > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-xs, 1rem);}.kadence-column13_c55c5a-9e > .kt-inside-inner-col{box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}.kadence-column13_c55c5a-9e > .kt-inside-inner-col,.kadence-column13_c55c5a-9e > .kt-inside-inner-col:before{border-top-left-radius:15px;border-top-right-radius:15px;border-bottom-right-radius:15px;border-bottom-left-radius:15px;}.kadence-column13_c55c5a-9e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column13_c55c5a-9e > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;align-items:center;}.kadence-column13_c55c5a-9e > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column13_c55c5a-9e > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column13_c55c5a-9e > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column13_c55c5a-9e{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_c55c5a-9e{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_c55c5a-9e > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;}.kadence-column13_c55c5a-9e > .kt-inside-inner-col{background-color:var(--global-palette7, #EDF2F7);}.kadence-column13_c55c5a-9e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column13_c55c5a-9e{text-align:center;}.kadence-column13_c55c5a-9e{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column13_c55c5a-9e{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_c55c5a-9e{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_c55c5a-9e > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;}}@media all and (max-width: 1024px){.kadence-column13_c55c5a-9e > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;align-items:center;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column13_c55c5a-9e{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_c55c5a-9e{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_c55c5a-9e > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;}.kadence-column13_c55c5a-9e > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column13_c55c5a-9e kb-section-dir-vertical\"><div class=\"kt-inside-inner-col\"><style>.kt-svg-icons13_e5770c-56 .kt-svg-item-0 .kb-svg-icon-wrap{color:var(--global-palette4, #2D3748);font-size:50px;}.wp-block-kadence-icon.kt-svg-icons13_e5770c-56{justify-content:center;}<\/style>\n<div class=\"wp-block-kadence-icon kt-svg-icons kt-svg-icons13_e5770c-56 alignnone\"><style>.kt-svg-item-13_8b9764-55 .kb-svg-icon-wrap, .kt-svg-style-stacked.kt-svg-item-13_8b9764-55 .kb-svg-icon-wrap{font-size:50px;}<\/style>\n<div class=\"wp-block-kadence-single-icon kt-svg-style-default kt-svg-icon-wrap kt-svg-item-13_8b9764-55\"><span class=\"kb-svg-icon-wrap kb-svg-icon-ic_glass\"><svg viewbox=\"0 0 8 8\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M3.5 0c-1.93 0-3.5 1.57-3.5 3.5s1.57 3.5 3.5 3.5c.59 0 1.17-.14 1.66-.41a1 1 0 0 0 .13.13l1 1a1.02 1.02 0 1 0 1.44-1.44l-1-1a1 1 0 0 0-.16-.13c.27-.49.44-1.06.44-1.66 0-1.93-1.57-3.5-3.5-3.5zm0 1c1.39 0 2.5 1.11 2.5 2.5 0 .66-.24 1.27-.66 1.72-.01.01-.02.02-.03.03a1 1 0 0 0-.13.13c-.44.4-1.04.63-1.69.63-1.39 0-2.5-1.11-2.5-2.5s1.11-2.5 2.5-2.5z\"\/><\/svg><\/span><\/div>\n<\/div>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">Manuelle Qualit\u00e4tskontrolle ist langsam &amp; fehleranf\u00e4llig<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column13_d84dfa-7b > .kt-inside-inner-col{display:flex;}.kadence-column13_d84dfa-7b > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-xs, 1rem);}.kadence-column13_d84dfa-7b > .kt-inside-inner-col{box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}.kadence-column13_d84dfa-7b > .kt-inside-inner-col,.kadence-column13_d84dfa-7b > .kt-inside-inner-col:before{border-top-left-radius:15px;border-top-right-radius:15px;border-bottom-right-radius:15px;border-bottom-left-radius:15px;}.kadence-column13_d84dfa-7b > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column13_d84dfa-7b > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;align-items:center;}.kadence-column13_d84dfa-7b > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column13_d84dfa-7b > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column13_d84dfa-7b > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column13_d84dfa-7b{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_d84dfa-7b{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_d84dfa-7b > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;}.kadence-column13_d84dfa-7b > .kt-inside-inner-col{background-color:var(--global-palette7, #EDF2F7);}.kadence-column13_d84dfa-7b > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column13_d84dfa-7b{text-align:center;}.kadence-column13_d84dfa-7b{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column13_d84dfa-7b{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_d84dfa-7b{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_d84dfa-7b > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;}}@media all and (max-width: 1024px){.kadence-column13_d84dfa-7b > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;align-items:center;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column13_d84dfa-7b{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_d84dfa-7b{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_d84dfa-7b > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;}.kadence-column13_d84dfa-7b > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column13_d84dfa-7b kb-section-dir-vertical\"><div class=\"kt-inside-inner-col\"><style>.kt-svg-icons13_97dde7-9c .kt-svg-item-0 .kb-svg-icon-wrap{color:var(--global-palette4, #2D3748);font-size:50px;}.wp-block-kadence-icon.kt-svg-icons13_97dde7-9c{justify-content:center;}<\/style>\n<div class=\"wp-block-kadence-icon kt-svg-icons kt-svg-icons13_97dde7-9c alignnone\"><style>.kt-svg-item-13_611e58-f7 .kb-svg-icon-wrap, .kt-svg-style-stacked.kt-svg-item-13_611e58-f7 .kb-svg-icon-wrap{font-size:50px;}<\/style>\n<div class=\"wp-block-kadence-single-icon kt-svg-style-default kt-svg-icon-wrap kt-svg-item-13_611e58-f7\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_activity\"><svg viewbox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><polyline points=\"22 12 18 12 15 21 9 3 6 12 2 12\"\/><\/svg><\/span><\/div>\n<\/div>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">Variabilit\u00e4t der Produkte \u00fcberfordert klassische Systeme<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column13_cc1de5-f7 > .kt-inside-inner-col{display:flex;}.kadence-column13_cc1de5-f7 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-xs, 1rem);}.kadence-column13_cc1de5-f7 > .kt-inside-inner-col{box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}.kadence-column13_cc1de5-f7 > .kt-inside-inner-col,.kadence-column13_cc1de5-f7 > .kt-inside-inner-col:before{border-top-left-radius:15px;border-top-right-radius:15px;border-bottom-right-radius:15px;border-bottom-left-radius:15px;}.kadence-column13_cc1de5-f7 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column13_cc1de5-f7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;align-items:center;}.kadence-column13_cc1de5-f7 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column13_cc1de5-f7 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column13_cc1de5-f7 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column13_cc1de5-f7{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_cc1de5-f7{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_cc1de5-f7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;}.kadence-column13_cc1de5-f7 > .kt-inside-inner-col{background-color:var(--global-palette7, #EDF2F7);}.kadence-column13_cc1de5-f7 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column13_cc1de5-f7{text-align:center;}.kadence-column13_cc1de5-f7{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column13_cc1de5-f7{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_cc1de5-f7{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_cc1de5-f7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;}}@media all and (max-width: 1024px){.kadence-column13_cc1de5-f7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;align-items:center;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column13_cc1de5-f7{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_cc1de5-f7{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column13_cc1de5-f7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;}.kadence-column13_cc1de5-f7 > .kt-inside-inner-col{flex-direction:column;justify-content:space-evenly;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column13_cc1de5-f7 kb-section-dir-vertical\"><div class=\"kt-inside-inner-col\"><style>.kt-svg-icons13_15585d-80 .kt-svg-item-0 .kb-svg-icon-wrap{color:var(--global-palette4, #2D3748);font-size:50px;}.wp-block-kadence-icon.kt-svg-icons13_15585d-80{justify-content:center;}<\/style>\n<div class=\"wp-block-kadence-icon kt-svg-icons kt-svg-icons13_15585d-80 alignnone\"><style>.kt-svg-item-13_be0c6b-5a .kb-svg-icon-wrap, .kt-svg-style-stacked.kt-svg-item-13_be0c6b-5a .kb-svg-icon-wrap{font-size:50px;}<\/style>\n<div class=\"wp-block-kadence-single-icon kt-svg-style-default kt-svg-icon-wrap kt-svg-item-13_be0c6b-5a\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fas_toolbox\"><svg viewbox=\"0 0 512 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M502.63 214.63l-45.25-45.25c-6-6-14.14-9.37-22.63-9.37H384V80c0-26.51-21.49-48-48-48H176c-26.51 0-48 21.49-48 48v80H77.25c-8.49 0-16.62 3.37-22.63 9.37L9.37 214.63c-6 6-9.37 14.14-9.37 22.63V320h128v-16c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v16h128v-16c0-8.84 7.16-16 16-16h32c8.84 0 16 7.16 16 16v16h128v-82.75c0-8.48-3.37-16.62-9.37-22.62zM320 160H192V96h128v64zm64 208c0 8.84-7.16 16-16 16h-32c-8.84 0-16-7.16-16-16v-16H192v16c0 8.84-7.16 16-16 16h-32c-8.84 0-16-7.16-16-16v-16H0v96c0 17.67 14.33 32 32 32h448c17.67 0 32-14.33 32-32v-96H384v16z\"\/><\/svg><\/span><\/div>\n<\/div>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\">Ungeplante Wartungsstillst\u00e4nde<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div>\n\n\n\n<div style=\"height:75px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"animated slideInUp\">\n<h3 class=\"wp-block-heading\">Finden Sie Ihre L\u00f6sung!<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Je nach Anwendung, Rahmenbedingungen und Zielstellung k\u00f6nnen klassische Bildverarbeitungsalgorithmen manchmal die bessere L\u00f6sung sein als KI-Methoden. Hier finden Sie eine kurze Gegen\u00fcberstellung der beiden Ans\u00e4tze:<\/p>\n\n\n<style>.kb-table-container13_12e737-58{overflow-x:auto;}.kb-table-container .kb-table13_12e737-58 th{padding-top:var(--global-kb-spacing-xxs, 0.5rem);padding-right:var(--global-kb-spacing-xxs, 0.5rem);padding-bottom:var(--global-kb-spacing-xxs, 0.5rem);padding-left:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;}.kb-table-container .kb-table13_12e737-58 caption{text-align:center;}.kb-table-container .kb-table13_12e737-58 td{padding-top:var(--global-kb-spacing-xxs, 0.5rem);padding-right:var(--global-kb-spacing-xxs, 0.5rem);padding-bottom:var(--global-kb-spacing-xxs, 0.5rem);padding-left:var(--global-kb-spacing-xxs, 0.5rem);text-align:left;}.kb-table-container .kb-table13_12e737-58 tr{border-bottom:2px solid var(--global-palette4, #2D3748);}@media all and (max-width: 1024px){.kb-table-container .kb-table13_12e737-58 tr{border-bottom:2px solid var(--global-palette4, #2D3748);}}@media all and (max-width: 767px){.kb-table-container .kb-table13_12e737-58 tr{border-bottom:2px solid var(--global-palette4, #2D3748);}}<\/style><div class=\"kb-table-container kb-table-container13_12e737-58 wp-block-kadence-table\"><table class=\"kb-table kb-table13_12e737-58\">\n<tr class=\"kb-table-row kb-table-row13_2d4bbb-3c\">\n<th  scope=\"col\" class=\"kb-table-data kb-table-data13_9eb64a-a3\">\n\n<p class=\"wp-block-paragraph\">Kriterium<\/p>\n\n<\/th>\n\n<th  scope=\"col\" class=\"kb-table-data kb-table-data13_6aa395-83\">\n\n<p class=\"wp-block-paragraph\">Klassische Bildverarbeitung<\/p>\n\n<\/th>\n\n<th  scope=\"col\" class=\"kb-table-data kb-table-data13_67ce48-42\">\n\n<p class=\"wp-block-paragraph\">Machine Learning Ansatz<\/p>\n\n<\/th>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row13_565b37-53\">\n<th  scope=\"row\" class=\"kb-table-data kb-table-data13_1a823f-a0\">\n\n<p class=\"wp-block-paragraph\">Datenbedarf<\/p>\n\n<\/th>\n\n<td  class=\"kb-table-data kb-table-data13_ccc687-69\">\n\n<p class=\"wp-block-paragraph\">gering<\/p>\n\n<\/td>\n\n<td  class=\"kb-table-data kb-table-data13_830f98-6d\">\n\n<p class=\"wp-block-paragraph\">hoch<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row13_d59f5e-3c\">\n<th  scope=\"row\" class=\"kb-table-data kb-table-data13_1cb740-42\">\n\n<p class=\"wp-block-paragraph\">Robustheit<\/p>\n\n<\/th>\n\n<td  class=\"kb-table-data kb-table-data13_26adb4-af\">\n\n<p class=\"wp-block-paragraph\">gering (bei kleiner Variabilit\u00e4t)<\/p>\n\n<\/td>\n\n<td  class=\"kb-table-data kb-table-data13_08325b-67\">\n\n<p class=\"wp-block-paragraph\">hoch (abh\u00e4ngig von der Anwendung)<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row13_737870-45\">\n<th  scope=\"row\" class=\"kb-table-data kb-table-data13_adc06a-1b\">\n\n<p class=\"wp-block-paragraph\">Erkl\u00e4rbarkeit<\/p>\n\n<\/th>\n\n<td  class=\"kb-table-data kb-table-data13_c1feaa-ab\">\n\n<p class=\"wp-block-paragraph\">hoch<\/p>\n\n<\/td>\n\n<td  class=\"kb-table-data kb-table-data13_a152b8-df\">\n\n<p class=\"wp-block-paragraph\">mittel<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row13_e35b38-90\">\n<th  scope=\"row\" class=\"kb-table-data kb-table-data13_6664ab-92\">\n\n<p class=\"wp-block-paragraph\">Setup Aufwand<\/p>\n\n<\/th>\n\n<td  class=\"kb-table-data kb-table-data13_085074-be\">\n\n<p class=\"wp-block-paragraph\">gering<\/p>\n\n<\/td>\n\n<td  class=\"kb-table-data kb-table-data13_bfa199-bf\">\n\n<p class=\"wp-block-paragraph\">h\u00f6her<\/p>\n\n<\/td>\n<\/tr>\n\n<tr class=\"kb-table-row kb-table-row13_b22fff-7f\">\n<th  scope=\"row\" class=\"kb-table-data kb-table-data13_0e73f2-b1\">\n\n<p class=\"wp-block-paragraph\">Use cases<\/p>\n\n<\/th>\n\n<td  class=\"kb-table-data kb-table-data13_ece763-16\">\n\n<p class=\"wp-block-paragraph\">feste Geometrien<\/p>\n\n<\/td>\n\n<td  class=\"kb-table-data kb-table-data13_98211a-c4\">\n\n<p class=\"wp-block-paragraph\">Komplexe Muster \/ Defekte<\/p>\n\n<\/td>\n<\/tr>\n<\/table><\/div>\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<style>.wp-block-kadence-column.kb-section-dir-horizontal > .kt-inside-inner-col > .kt-info-box13_c8f746-e7 .kt-blocks-info-box-link-wrap{max-width:unset;}.kt-info-box13_c8f746-e7 .kt-blocks-info-box-link-wrap{border-top:5px solid var(--global-palette7, #eeeeee);border-right:5px solid var(--global-palette7, #eeeeee);border-bottom:5px solid var(--global-palette7, #eeeeee);border-left:5px solid var(--global-palette7, #eeeeee);border-top-left-radius:30px;border-top-right-radius:30px;border-bottom-right-radius:30px;border-bottom-left-radius:30px;background:#ffffff;padding-top:var(--global-kb-spacing-xs, 1rem);padding-right:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);}.kt-info-box13_c8f746-e7 .kadence-info-box-icon-container .kt-info-svg-icon, .kt-info-box13_c8f746-e7 .kt-info-svg-icon-flip, .kt-info-box13_c8f746-e7 .kt-blocks-info-box-number{font-size:94px;}.kt-info-box13_c8f746-e7 .kt-blocks-info-box-media{border-radius:200px;overflow:hidden;border-top-width:0px;border-right-width:0px;border-bottom-width:0px;border-left-width:0px;padding-top:20px;padding-right:20px;padding-bottom:20px;padding-left:20px;margin-top:0px;margin-right:20px;margin-bottom:0px;margin-left:0px;}.kt-info-box13_c8f746-e7 .kt-blocks-info-box-media .kadence-info-box-image-intrisic img{border-radius:200px;}.kt-info-box13_c8f746-e7 .kt-infobox-textcontent h2.kt-blocks-info-box-title{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;margin-top:5px;margin-right:0px;margin-bottom:10px;margin-left:0px;}.kt-info-box13_c8f746-e7 .kt-blocks-info-box-learnmore{background:transparent;border-width:0px 0px 0px 0px;padding-top:4px;padding-right:8px;padding-bottom:4px;padding-left:8px;margin-top:10px;margin-right:0px;margin-bottom:10px;margin-left:0px;}@media all and (max-width: 1024px){.kt-info-box13_c8f746-e7 .kt-blocks-info-box-link-wrap{border-top:5px solid var(--global-palette7, #eeeeee);border-right:5px solid var(--global-palette7, #eeeeee);border-bottom:5px solid var(--global-palette7, #eeeeee);border-left:5px solid var(--global-palette7, #eeeeee);}}@media all and (max-width: 767px){.kt-info-box13_c8f746-e7 .kt-blocks-info-box-link-wrap{border-top:5px solid var(--global-palette7, #eeeeee);border-right:5px solid var(--global-palette7, #eeeeee);border-bottom:5px solid var(--global-palette7, #eeeeee);border-left:5px solid var(--global-palette7, #eeeeee);}}<\/style>\n<div class=\"wp-block-kadence-infobox kt-info-box13_c8f746-e7\"><span class=\"kt-blocks-info-box-link-wrap info-box-link kt-blocks-info-box-media-align-left kt-info-halign-left\"><div class=\"kt-blocks-info-box-media-container\"><div class=\"kt-blocks-info-box-media kt-info-media-animate-none\"><div class=\"kadence-info-box-icon-container kt-info-icon-animate-none\"><div class=\"kadence-info-box-icon-inner-container\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fas_question kt-info-svg-icon\"><svg viewbox=\"0 0 384 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M202.021 0C122.202 0 70.503 32.703 29.914 91.026c-7.363 10.58-5.093 25.086 5.178 32.874l43.138 32.709c10.373 7.865 25.132 6.026 33.253-4.148 25.049-31.381 43.63-49.449 82.757-49.449 30.764 0 68.816 19.799 68.816 49.631 0 22.552-18.617 34.134-48.993 51.164-35.423 19.86-82.299 44.576-82.299 106.405V320c0 13.255 10.745 24 24 24h72.471c13.255 0 24-10.745 24-24v-5.773c0-42.86 125.268-44.645 125.268-160.627C377.504 66.256 286.902 0 202.021 0zM192 373.459c-38.196 0-69.271 31.075-69.271 69.271 0 38.195 31.075 69.27 69.271 69.27s69.271-31.075 69.271-69.271-31.075-69.27-69.271-69.27z\"\/><\/svg><\/span><\/div><\/div><\/div><\/div><div class=\"kt-infobox-textcontent\"><h2 class=\"kt-blocks-info-box-title\">Was sind neuronale Netze?<\/h2><p class=\"kt-blocks-info-box-text\">Neural networks form the basis of intelligent computer vision models. They are trained using large amounts of data and can be used to make predictions on additional (new) data. In image processing, image data is used as the input format for the networks, and the expected output is classification, object detection, or image masks. An often underestimated alternative is classic image processing algorithms, for example for edge detection or to identify quality defects based on brightness differences in the image.<\/p><\/div><\/span><\/div>\n\n\n\n<div style=\"height:30px\" 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-90267df1 wp-block-columns-is-layout-flex\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-right:var(--wp--preset--spacing--60);padding-bottom:0;padding-left:var(--wp--preset--spacing--60)\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-right:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-cover\" style=\"border-top-left-radius:20px;border-top-right-radius:20px;border-bottom-left-radius:20px;border-bottom-right-radius:20px\"><img data-opt-id=1388927163  fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"1024\" class=\"wp-block-cover__image-background wp-image-1629\" alt=\"\" src=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/Icon_Classification.png\" data-object-fit=\"cover\" srcset=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:1024\/h:1024\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/Icon_Classification.png 1024w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:300\/h:300\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/Icon_Classification.png 300w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:150\/h:150\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/Icon_Classification.png 150w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:768\/h:768\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/Icon_Classification.png 768w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:12\/h:12\/q:mauto\/f:best\/dpr:2\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/Icon_Classification.png 12w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\">Classification<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-right:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-cover\" style=\"border-top-left-radius:20px;border-top-right-radius:20px;border-bottom-left-radius:20px;border-bottom-right-radius:20px\"><img data-opt-id=344192300  fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"1024\" class=\"wp-block-cover__image-background wp-image-1638\" alt=\"\" src=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/Icon_Detection.png\" data-object-fit=\"cover\" srcset=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:1024\/h:1024\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/Icon_Detection.png 1024w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:300\/h:300\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/Icon_Detection.png 300w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:150\/h:150\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/Icon_Detection.png 150w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:768\/h:768\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/Icon_Detection.png 768w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:12\/h:12\/q:mauto\/f:best\/dpr:2\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/Icon_Detection.png 12w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\">Detection<\/p>\n<\/div><\/div>\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=\"padding-top:0;padding-right:var(--wp--preset--spacing--50);padding-bottom:0;padding-left:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-cover aligncenter\" style=\"border-top-left-radius:20px;border-top-right-radius:20px;border-bottom-left-radius:20px;border-bottom-right-radius:20px\"><img data-opt-id=468974942  data-opt-src=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/2026-03-29-13-01-11-d8d2f13f-bea5-47de-a3bd-150cfde57c11.png\"  decoding=\"async\" width=\"1024\" height=\"1024\" class=\"wp-block-cover__image-background wp-image-1669\" alt=\"\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" data-object-fit=\"cover\" old-srcset=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:1024\/h:1024\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/2026-03-29-13-01-11-d8d2f13f-bea5-47de-a3bd-150cfde57c11.png 1024w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:300\/h:300\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/2026-03-29-13-01-11-d8d2f13f-bea5-47de-a3bd-150cfde57c11.png 300w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:150\/h:150\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/2026-03-29-13-01-11-d8d2f13f-bea5-47de-a3bd-150cfde57c11.png 150w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:768\/h:768\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/2026-03-29-13-01-11-d8d2f13f-bea5-47de-a3bd-150cfde57c11.png 768w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:12\/h:12\/q:mauto\/f:best\/dpr:2\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/2026-03-29-13-01-11-d8d2f13f-bea5-47de-a3bd-150cfde57c11.png 12w\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\">Segmentation<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">In many applications, automation using neural networks for quality control and process monitoring can reduce scrap, minimize safety risks in production, and cut down on downtime. This saves time, costs, and effort. Feel free to contact me\u2014together we\u2019ll find the best solution for your application!<\/p>\n\n\n\n<div class=\"gb-element-565cac51\">\n<a class=\"gb-text-275d8b06 animated pulse slow o-anim-hover\" href=\"https:\/\/katharina-schmidt-engineering.de\/en\/leistungen\/\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8zm144 276c0 6.6-5.4 12-12 12h-92v92c0 6.6-5.4 12-12 12h-56c-6.6 0-12-5.4-12-12v-92h-92c-6.6 0-12-5.4-12-12v-56c0-6.6 5.4-12 12-12h92v-92c0-6.6 5.4-12 12-12h56c6.6 0 12 5.4 12 12v92h92c6.6 0 12 5.4 12 12v56z\"><\/path><\/svg><\/span><span class=\"gb-text\">Further information<\/span><\/a>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<\/div>\n<\/div><\/div>\n\n\n\n<div style=\"height:70px\" 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<div class=\"animated slideInUp\">\n<h2 class=\"gb-text gb-text-ea961a9f\">Our collaboration \u2013 Your result<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Once we have defined the problem, please send me a few sample recordings or data. I will then develop various approaches based on these, which we will discuss together in the next step. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Mit dieser iterativen Methode von Programmierung und Review n\u00e4hern wir uns immer weiter einer passenden L\u00f6sung f\u00fcr Ihren Prozess an. Die gemeinsame Arbeit und die Absprachen stellen dabei sicher, dass die Software hinterher genau Ihren Vorstellungen und Anforderungen entspricht.<\/p>\n<\/div>\n\n\n\n<div style=\"height:30px\" 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-90267df1 wp-block-columns-is-layout-flex\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-right:var(--wp--preset--spacing--60);padding-bottom:0;padding-left:var(--wp--preset--spacing--60)\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-right:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50);flex-basis:33.34%\">\n<div class=\"gb-element-fcfd87f6\">\n<div class=\"wp-block-cover has-large-font-size\" style=\"border-top-left-radius:15px;border-top-right-radius:15px;border-bottom-left-radius:15px;border-bottom-right-radius:15px\"><img data-opt-id=136438466  data-opt-src=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-5.jpg\"  decoding=\"async\" width=\"1080\" height=\"720\" class=\"wp-block-cover__image-background wp-image-1726\" alt=\"\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" data-object-fit=\"cover\" old-srcset=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:1080\/h:720\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-5.jpg 1080w, 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\/2026\/03\/image-5.jpg 300w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:1024\/h:683\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-5.jpg 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\/2026\/03\/image-5.jpg 768w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:18\/h:12\/q:mauto\/f:best\/dpr:2\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-5.jpg 18w\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\">Clear Communication<\/p>\n<\/div><\/div>\n\n\n\n<span class=\"gb-shape gb-shape-1eeca268 gb-shape--divider\"><\/span>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-right:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--50);flex-basis:33.34%\">\n<div>\n<div class=\"wp-block-cover has-large-font-size\" style=\"border-top-left-radius:15px;border-top-right-radius:15px;border-bottom-left-radius:15px;border-bottom-right-radius:15px\"><img data-opt-id=1152918428  data-opt-src=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-1.jpg\"  decoding=\"async\" width=\"1080\" height=\"720\" class=\"wp-block-cover__image-background wp-image-1711\" alt=\"\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" data-object-fit=\"cover\" old-srcset=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:1080\/h:720\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-1.jpg 1080w, 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\/2026\/03\/image-1.jpg 300w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:1024\/h:683\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-1.jpg 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\/2026\/03\/image-1.jpg 768w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:18\/h:12\/q:mauto\/f:best\/dpr:2\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-1.jpg 18w\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\">Individual Software<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-top:0;padding-right:var(--wp--preset--spacing--50);padding-bottom:0;padding-left:var(--wp--preset--spacing--50);flex-basis:33.33%\">\n<div>\n<div class=\"wp-block-cover has-large-font-size\" style=\"border-top-left-radius:15px;border-top-right-radius:15px;border-bottom-left-radius:15px;border-bottom-right-radius:15px\"><img data-opt-id=1720483928  data-opt-src=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-7.jpg\"  decoding=\"async\" width=\"1080\" height=\"715\" class=\"wp-block-cover__image-background wp-image-1730\" alt=\"\" src=\"data:image/svg+xml,%3Csvg%20viewBox%3D%220%200%20100%%20100%%22%20width%3D%22100%%22%20height%3D%22100%%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Crect%20width%3D%22100%%22%20height%3D%22100%%22%20fill%3D%22transparent%22%2F%3E%3C%2Fsvg%3E\" data-object-fit=\"cover\" old-srcset=\"https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:1080\/h:715\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-7.jpg 1080w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:300\/h:199\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-7.jpg 300w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:1024\/h:678\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-7.jpg 1024w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:768\/h:508\/q:mauto\/f:best\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-7.jpg 768w, https:\/\/mll2xneynph8.i.optimole.com\/cb:Y_xD.62c\/w:18\/h:12\/q:mauto\/f:best\/dpr:2\/https:\/\/katharina-schmidt-engineering.de\/wp-content\/uploads\/2026\/03\/image-7.jpg 18w\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\">Collaborative reviews<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"animated slideInUp\">\n<p class=\"wp-block-paragraph\">F\u00fcr die Reviews k\u00f6nnen wir uns online treffen oder auch direkt bei Ihnen im Betrieb. Besonders wenn es um Fragen der Beleuchtung und Bildaufnahme geht, haben vor Ort Termine unschlagbare Vorteile. Wir k\u00f6nnen uns gemeinsam das Problem anschauen und \u00fcberlegen wo welche Kameras, Lichtquellen oder andere Sensorik erg\u00e4nzt werden muss. F\u00fcr Softwareanpassungen und Diskussionen zum Layout der Oberfl\u00e4che kann man auch wunderbar online Termine nutzen und sich dadurch Zeit und Stress sparen.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Sowohl Vor-Ort-Inbetriebnahme also auch Wissenstransfer und Schulung Ihres Teams vor Ort geh\u00f6ren selbstverst\u00e4ndlich mit dazu, sprechen Sie mich gerne darauf an!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ultimately, what matters most to me is that you\u2019re satisfied with the solution and always have someone to turn to for bug reports, suggestions for improvements, or urgent support. I look forward to long-term partnerships and exciting challenges!<\/p>\n\n\n\n<div class=\"gb-element-b5dc3da1\">\n<a class=\"gb-text-3a33a62b animated pulse slow o-anim-hover\" href=\"https:\/\/katharina-schmidt-engineering.de\/en\/kontakt\/\"><span class=\"gb-shape\"><svg aria-hidden=\"true\" role=\"img\" height=\"1em\" width=\"1em\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill=\"currentColor\" d=\"M256 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm0 48c110.532 0 200 89.451 200 200 0 110.532-89.451 200-200 200-110.532 0-200-89.451-200-200 0-110.532 89.451-200 200-200m140.204 130.267l-22.536-22.718c-4.667-4.705-12.265-4.736-16.97-.068L215.346 303.697l-59.792-60.277c-4.667-4.705-12.265-4.736-16.97-.069l-22.719 22.536c-4.705 4.667-4.736 12.265-.068 16.971l90.781 91.516c4.667 4.705 12.265 4.736 16.97.068l172.589-171.204c4.704-4.668 4.734-12.266.067-16.971z\"><\/path><\/svg><\/span><span class=\"gb-text\">Free initial consultation!<\/span><\/a>\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<\/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=\"gb-element-78e3c569\">\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\">How much does a machine learning project cost?<\/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 class=\"wp-block-paragraph\">The initial consultation is always free! Depending on your requirements, a feasibility study takes 1\u20132 weeks and costs approximately \u20ac3,000. Afterward, you\u2019ll know whether a computer vision system is a worthwhile investment for your application and what parameters should be considered during development. The cost of a complete system depends heavily on the development effort and starts at \u20ac15,000.<\/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\">What are the requirements?<\/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 class=\"wp-block-paragraph\">Es m\u00fcssen ausreichend nutzbare Daten als Grundlage f\u00fcr ein Machine Learning oder Computer Vision System verf\u00fcgbar sein. Alternativ k\u00f6nnen Methoden wie <a href=\"https:\/\/katharina-schmidt-engineering.de\/en\/kleine-datensaetze-im-machine-learning\/\" data-type=\"post\" data-id=\"2505\">Daten Augmentierung, Simulationsdaten oder Transfer Learning<\/a> genutzt werden.<\/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\">Do I need dedicated hardware?<\/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 class=\"wp-block-paragraph\">Die meisten neuronalen Netze werden auf GPU (Grafikkarten) trainiert, laufen in der Produktion allerdings im Inference Mode auf CPUs oder spezialisierten Beschleunigern. Es ist also keine Anschaffung von speziellen Grafikkarten f\u00fcr den Betrieb von intelligenten Computer Vision Systemen notwendig. Die Infrastruktur f\u00fcr das Training ist im Preis bereits enthalten und durch optimierte Modelle wird die L\u00f6sung an die jeweilige Hardware angepasst.<\/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\">How can I integrate a computer vision system into my production process?<\/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 class=\"wp-block-paragraph\">Fertig entwicklete System k\u00f6nnen \u00fcber Desktop-Anwendungen oder Web-Interfaces eingebunden werden. Au\u00dferdem ist eine Kommunikation \u00fcber OPC UA oder TCP\/IP Protokolle m\u00f6glich, um einen smart factory Ansatz zu implementieren. Dashboards und reports fassen die Ergebnisse des Systems zusammen und stellen sie einheitlich f\u00fcr den Benutzer dar.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>","protected":false},"excerpt":{"rendered":"<p>Ma\u00dfgeschneiderte KI- und Bildverarbeitungssysteme f\u00fcr industrielle Qualit\u00e4tskontrolle, Inline-Inspection und Produktions\u00fcberwachung Kostenlose Erstanalyse anfragen Was kann k\u00fcnstliche Intelligenz in der Produktion bewirken? Git es diese Herausforderungen auch in Ihrer der Produktion? Fehler werden zu sp\u00e4t erkannt Manuelle Qualit\u00e4tskontrolle ist langsam &amp; fehleranf\u00e4llig Variabilit\u00e4t der Produkte \u00fcberfordert klassische Systeme Ungeplante Wartungsstillst\u00e4nde Finden Sie Ihre L\u00f6sung! Je nach&#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":"default","_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-13","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/katharina-schmidt-engineering.de\/en\/wp-json\/wp\/v2\/pages\/13","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=13"}],"version-history":[{"count":922,"href":"https:\/\/katharina-schmidt-engineering.de\/en\/wp-json\/wp\/v2\/pages\/13\/revisions"}],"predecessor-version":[{"id":3046,"href":"https:\/\/katharina-schmidt-engineering.de\/en\/wp-json\/wp\/v2\/pages\/13\/revisions\/3046"}],"wp:attachment":[{"href":"https:\/\/katharina-schmidt-engineering.de\/en\/wp-json\/wp\/v2\/media?parent=13"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}