{"id":33826,"date":"2024-04-24T10:39:01","date_gmt":"2024-04-24T08:39:01","guid":{"rendered":"https:\/\/www.westcam-group.com\/produkte\/kontrola-kvality-pomoci-umele-inteligence-ai\/"},"modified":"2025-04-29T16:46:53","modified_gmt":"2025-04-29T14:46:53","slug":"kontrola-kvality-pomoci-umele-inteligence-ai","status":"publish","type":"product","link":"https:\/\/www.westcam-group.com\/cs\/produkty\/zpracovani-obrazu\/strojove-uceni-umela-inteligence\/kontrola-kvality-pomoci-umele-inteligence-ai\/","title":{"rendered":"Zaji\u0161t\u011bn\u00ed kvality pomoc\u00ed um\u011bl\u00e9 inteligence ML\/AI"},"content":{"rendered":"\n<div style=\"background-image:url(&apos;https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/03\/bggrid.webp&apos;);background-position:50% 50%;background-repeat:no-repeat;background-size:contain;\" class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-9f245e94 wp-block-group-is-layout-constrained has-background\">\n<div class=\"wp-block-webx-blocks-grid is-layout-grid wp-container-webx-blocks-grid-is-layout-8c8cfa07 wp-block-webx-blocks-grid-is-layout-grid\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--50);--grid-columns-desktop:2;--grid-columns-tablet:2;--grid-columns-mobile:1\">\n<div class=\"wp-block-webx-blocks-grid-item is-layout-flow wp-block-webx-blocks-grid-item-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--30);padding-right:var(--wp--preset--spacing--10);padding-bottom:var(--wp--preset--spacing--10);padding-left:var(--wp--preset--spacing--10);--grid-area-desktop:auto \/ auto \/ auto \/ auto;--grid-area-tablet:auto \/ auto \/ auto \/ auto;--grid-area-mobile:auto \/ auto \/ auto \/ auto\">\n<div class=\"wp-block-webx-blocks-fake-heading heading-h4 is-style-westcamized\" style=\"text-transform:none\">M\u00edsto klasick\u00e9ho zpracov\u00e1n\u00ed obrazu a &#8222;inteligentn\u00edch&#8220; senzor\u016f plug &amp; play  <\/div>\n\n\n\n<h1 class=\"wp-block-heading hero-title has-xx-large-font-size\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20);line-height:1;text-transform:none\">Zaji\u0161t\u011bn\u00ed kvality pomoc\u00ed um\u011bl\u00e9 inteligence ML\/AI<\/h1>\n\n\n\n<p><strong>Intenzivn\u011b se zab\u00fdv\u00e1me strojov\u00fdm u\u010den\u00edm &#8211; podoblast\u00ed um\u011bl\u00e9 inteligence.<\/strong><\/p>\n\n\n\n<p id=\"klassifizierung\">Na\u0161e <strong>strojov\u00e9 u\u010den\u00ed<\/strong> vych\u00e1z\u00ed z oblasti klasick\u00e9ho zpracov\u00e1n\u00ed obrazu a tak\u00e9 se to\u010d\u00ed kolem zpracov\u00e1n\u00ed obrazov\u00fdch dat.  <\/p>\n\n\n\n<p>M\u016f\u017eeme tak\u00e9 realizovat slo\u017eit\u011bj\u0161\u00ed \u00falohy, kter\u00e9 vy\u017eaduj\u00ed kombinaci klasick\u00fdch algoritm\u016f a strojov\u00e9ho u\u010den\u00ed nebo kombinaci r\u016fzn\u00fdch zdroj\u016f dat (anal\u00fdza n\u011bkolika sn\u00edmk\u016f objektu, integrace dal\u0161\u00edch dat ze senzor\u016f nebo vstup\u016f od u\u017eivatele).<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"#free-version\">Po\u017e\u00e1dat nyn\u00ed<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-webx-blocks-grid-item is-layout-flow wp-container-webx-blocks-grid-item-is-layout-69fcd244 wp-block-webx-blocks-grid-item-is-layout-flow\" style=\"padding-top:0;padding-right:0;padding-bottom:0;padding-left:0;--grid-area-desktop:auto \/ auto \/ auto \/ auto;--grid-area-tablet:auto \/ auto \/ auto \/ auto;--grid-area-mobile:auto \/ auto \/ auto \/ auto\">\n<figure class=\"wp-block-image aligncenter size-full is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1024\" src=\"https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-KI-scaled.jpg\" alt=\"Zaji&#x161;t&#x11B;n&#xED; kvality pomoc&#xED; um&#x11B;l&#xE9; inteligence ML\/AI&#10;Intenzivn&#x11B; pracujeme se strojov&#xFD;m u&#x10D;en&#xED;m - podoblast&#xED; um&#x11B;l&#xE9; inteligence.\" class=\"wp-image-20033\" style=\"aspect-ratio:4\/3;object-fit:cover\" srcset=\"https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-KI-scaled.jpg 2560w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-KI-300x120.jpg 300w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-KI-1024x410.jpg 1024w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-KI-768x307.jpg 768w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-KI-1536x614.jpg 1536w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-KI-2048x819.jpg 2048w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-KI-1500x600.jpg 1500w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group hero-violet has-accent-2-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"padding-top:var(--wp--preset--spacing--30);padding-right:var(--wp--preset--spacing--30);padding-bottom:var(--wp--preset--spacing--30);padding-left:var(--wp--preset--spacing--30)\">\n<div class=\"wp-block-webx-blocks-fake-heading heading-h4 hero-subtitle has-base-color has-text-color\">Nejd\u016fle\u017eit\u011bj\u0161\u00ed informace<\/div>\n\n\n\n<ul class=\"wp-block-list hero-bullet-list-items is-style-westcam-list has-base-color has-accent-2-background-color has-text-color has-background has-link-color wp-elements-76b5671f40b597f8ed2d1350307522e5\">\n<li>Klasifikace<\/li>\n\n\n\n<li>Multimod\u00e1ln\u00ed zpracov\u00e1n\u00ed dat<\/li>\n\n\n\n<li>Detekce a lokalizace objekt\u016f<\/li>\n\n\n\n<li>Detekce anom\u00e1li\u00ed<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-00189ab9 wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-media-text is-stacked-on-mobile is-image-fill\" style=\"margin-top:var(--wp--preset--spacing--50);margin-right:0;margin-bottom:var(--wp--preset--spacing--50);margin-left:0;padding-right:0;padding-left:0\"><figure class=\"wp-block-media-text__media\" style=\"background-image:url(https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/westcam-technologies-sortiermaschine-2-1024x574.jpeg);background-position:50% 50%\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/westcam-technologies-sortiermaschine-2-1024x574.jpeg\" alt=\"\" class=\"wp-image-19936 size-full\" srcset=\"https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/westcam-technologies-sortiermaschine-2-1024x574.jpeg 1024w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/westcam-technologies-sortiermaschine-2-300x168.jpeg 300w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/westcam-technologies-sortiermaschine-2-768x430.jpeg 768w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/westcam-technologies-sortiermaschine-2-1536x861.jpeg 1536w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/westcam-technologies-sortiermaschine-2-2048x1148.jpeg 2048w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/westcam-technologies-sortiermaschine-2-1606x900.jpeg 1606w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/westcam-technologies-sortiermaschine-2-1071x600.jpeg 1071w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading has-text-align-left\" id=\"klassifizierung\" style=\"text-transform:none\">Klasifikace<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Diferenciace do libovoln\u00fdch t\u0159\u00edd (nap\u0159. [dobr\u00fd , \u0161patn\u00fd] nebo [dobr\u00fd , typ chyby 1 , typ chyby 2]).<\/li>\n\n\n\n<li><span style=\"background-color: var(--wp--preset--color--base);color: var(--wp--preset--color--contrast);font-family: var(--wp--preset--font-family--body);font-size: var(--wp--preset--font-size--medium)\">Tr\u00e9nov\u00e1n\u00ed na z\u00e1klad\u011b velk\u00e9ho mno\u017estv\u00ed tr\u00e9novac\u00edch dat pro v\u0161echny t\u0159\u00eddy.<\/span><\/li>\n\n\n\n<li>Mo\u017enost detekce velmi jemn\u00fdch rozd\u00edl\u016f.<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile is-image-fill\" style=\"margin-top:var(--wp--preset--spacing--50);margin-right:0;margin-bottom:var(--wp--preset--spacing--50);margin-left:0\"><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading has-text-align-left\" style=\"text-transform:none\">Multimod\u00e1ln\u00ed zpracov\u00e1n\u00ed dat (&#8222;roz\u0161\u00ed\u0159en\u00e1 klasifikace&#8220;)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Diferenciace do libovoln\u00fdch t\u0159\u00edd (nap\u0159. [optim\u00e1ln\u00ed kvalita , pr\u016fm\u011brn\u00e1 kvalita , zmetky]).<\/li>\n\n\n\n<li><span style=\"background-color: var(--wp--preset--color--base);color: var(--wp--preset--color--contrast);font-family: var(--wp--preset--font-family--body);font-size: var(--wp--preset--font-size--medium)\">Tr\u00e9nov\u00e1n\u00ed na z\u00e1klad\u011b velk\u00e9ho mno\u017estv\u00ed tr\u00e9novac\u00edch dat pro v\u0161echny t\u0159\u00eddy.<\/span><\/li>\n\n\n\n<li><span style=\"background-color: var(--wp--preset--color--base);color: var(--wp--preset--color--contrast);font-family: var(--wp--preset--font-family--body);font-size: var(--wp--preset--font-size--medium)\">Kombinuj\u00ed se vstupn\u00ed data z r\u016fzn\u00fdch zdroj\u016f, nap\u0159. n\u011bkolik sn\u00edmk\u016f z kamery, dal\u0161\u00ed informace o v\u00fdrobku, jako je barva, tvar nebo hmotnost, nebo vstupn\u00ed \u00fadaje od u\u017eivatele.<\/span><\/li>\n\n\n\n<li><span style=\"background-color: var(--wp--preset--color--base);color: var(--wp--preset--color--contrast);font-family: var(--wp--preset--font-family--body);font-size: var(--wp--preset--font-size--medium)\">Mo\u017enost kombinace r\u016fzn\u00fdch algoritm\u016f.<\/span><\/li>\n\n\n\n<li>Rozpozn\u00e1n\u00ed rozd\u00edl\u016f, kter\u00e9 je mo\u017en\u00e9 pouze na z\u00e1klad\u011b kombinace r\u016fzn\u00fdch \u00fadaj\u016f. Je mo\u017en\u00e1 kontrola cel\u00e9ho v\u00fdrobku (nap\u0159. cel\u00e9ho povrchu prost\u0159ednictv\u00edm n\u011bkolika sn\u00edmk\u016f, kter\u00e9 se vyhodnocuj\u00ed spole\u010dn\u011b).   <\/li>\n<\/ul>\n<\/div><figure class=\"wp-block-media-text__media\" style=\"background-image:url(https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-2-1024x574.jpeg);background-position:50% 50%\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-2-1024x574.jpeg\" alt=\"\" class=\"wp-image-20038 size-full\" srcset=\"https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-2-1024x574.jpeg 1024w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-2-300x168.jpeg 300w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-2-768x430.jpeg 768w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-2-1536x861.jpeg 1536w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-2-2048x1148.jpeg 2048w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-2-1606x900.jpeg 1606w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-2-1071x600.jpeg 1071w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile is-image-fill\" style=\"margin-top:var(--wp--preset--spacing--50);margin-right:0;margin-bottom:var(--wp--preset--spacing--50);margin-left:0\"><figure class=\"wp-block-media-text__media\" style=\"background-image:url(https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-3-1024x574.jpeg);background-position:50% 50%\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-3-1024x574.jpeg\" alt=\"\" class=\"wp-image-20041 size-full\" srcset=\"https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-3-1024x574.jpeg 1024w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-3-300x168.jpeg 300w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-3-768x430.jpeg 768w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-3-1536x861.jpeg 1536w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-3-2048x1148.jpeg 2048w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-3-1606x900.jpeg 1606w, https:\/\/www.westcam-group.com\/wp-content\/uploads\/2024\/04\/Qualitaetspruefung-mit-kuenstlicher-Intelligenz-3-1071x600.jpeg 1071w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<h3 class=\"wp-block-heading has-text-align-left\" style=\"text-transform:none\">Rozpozn\u00e1v\u00e1n\u00ed a detekce<\/h3>\n\n\n\n<p><strong>Detekce a lokalizace objekt\u016f<span style=\"font-size: revert;background-color: var(--wp--preset--color--base);color: var(--wp--preset--color--contrast);font-family: var(--wp--preset--font-family--body)\"> <\/span><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"font-size: revert;background-color: var(--wp--preset--color--base);color: var(--wp--preset--color--contrast);font-family: var(--wp--preset--font-family--body)\">Rozpozn\u00e1v\u00e1n\u00ed p\u0159edm\u011bt\u016f v\u010detn\u011b ur\u010dov\u00e1n\u00ed jejich polohy.<\/span><\/li>\n\n\n\n<li><span style=\"font-size: revert;background-color: var(--wp--preset--color--base);color: var(--wp--preset--color--contrast);font-family: var(--wp--preset--font-family--body)\">Tr\u00e9nov\u00e1n\u00ed na z\u00e1klad\u011b tr\u00e9ninkov\u00fdch dat v\u0161ech objekt\u016f.<\/span><\/li>\n\n\n\n<li>To mimo jin\u00e9 umo\u017e\u0148uje kontrolu p\u0159\u00edtomnosti nebo po\u010d\u00edt\u00e1n\u00ed objekt\u016f.<\/li>\n<\/ul>\n\n\n\n<p><strong>Detekce anom\u00e1li\u00ed<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Rozli\u0161en\u00ed mezi &#8222;norm\u00e1ln\u00edmi&#8220; a &#8222;anom\u00e1ln\u00edmi&#8220; daty.<\/li>\n\n\n\n<li><span style=\"background-color: var(--wp--preset--color--base);color: var(--wp--preset--color--contrast);font-family: var(--wp--preset--font-family--body);font-size: var(--wp--preset--font-size--medium)\">Tr\u00e9nink se obvykle prov\u00e1d\u00ed s mal\u00fdm mno\u017estv\u00edm norm\u00e1ln\u00edch a abnorm\u00e1ln\u00edch dat. Pokud to nen\u00ed mo\u017en\u00e9 jinak, je mo\u017en\u00e9 tr\u00e9novat na z\u00e1klad\u011b 100 % norm\u00e1ln\u00edch p\u0159\u00edklad\u016f.   <\/span><\/li>\n\n\n\n<li>V z\u00e1vislosti na stupni anom\u00e1li\u00ed je mo\u017en\u00e1 st\u0159edn\u00ed a\u017e dobr\u00e1 p\u0159esnost detekce.<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-baed9f38 wp-block-group-is-layout-constrained\" style=\"margin-top:var(--wp--preset--spacing--60);margin-bottom:var(--wp--preset--spacing--60)\">\n<h3 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--20);margin-right:0;margin-bottom:var(--wp--preset--spacing--20);margin-left:0;text-transform:none\">\u010casto kladen\u00e9 ot\u00e1zky (FAQ)<\/h3>\n\n\n\n<script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"Was ist der Unterschied zwischen klassischer Bildverarbeitung und dem Machine Learning Ansatz?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"In der klassischen Bildverarbeitung bestimmt der Mensch gewisse Bewertungsmerkmale und programmiert einen entsprechenden regelbasierten Algorithmus.Durch den Einsatz von Machine Learning wird das Ausw\u00e4hlen geeigneter Bewertungsmerkmale automatisiert. Sprich, Algorithmen lernen durch Trainingsdaten, welche Merkmale f\u00fcr eine Bewertung wichtig sind. So lassen sich auch komplexe Aufgaben l\u00f6sen, bei denen eine gro\u00dfe Anzahl an Merkmalen kombiniert und ber\u00fccksichtigt werden muss.\"}},{\"@type\":\"Question\",\"name\":\"Welchen Vorteil hat der Kunde durch Machine Learning?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Mittels Machine Learning stehen neue Wege f\u00fcr Aufgaben bereit, welche vor einigen Jahren noch als unl\u00f6sbar oder zu kostenintensiv galten.\"}},{\"@type\":\"Question\",\"name\":\"Welche Aufgaben k\u00f6nnen mittels Machine Learning gel\u00f6st werden?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"&lt;a href=\\\"https:\/\/www.westcam-group.com\/wp-admin\/post.php?post=4293&amp;action=edit#was-ist-der-unterschied-zwischen-autocad-und-autocad-lt\\\">&lt;\/a>Die St\u00e4rken von Machine Learning zeigen sich vor allem in folgenden Bereichen:\"}}]}<\/script><div class=\"wp-block-webx-blocks-accordion\">\n<div class=\"accordion\" id=\"was-ist-der-unterschied-zwischen-klassischer-bildverarbeitung-und-dem-machine-learning-ansatz\"><h2 class=\"title faq-title\" itemprop=\"name\"><a href=\"#was-ist-der-unterschied-zwischen-klassischer-bildverarbeitung-und-dem-machine-learning-ansatz\">Jak\u00fd je rozd\u00edl mezi klasick\u00fdm zpracov\u00e1n\u00edm obrazu a p\u0159\u00edstupem strojov\u00e9ho u\u010den\u00ed?<\/a><\/h2><div class=\"content\"><div class=\"wrapper\">\n<p>P\u0159i klasick\u00e9m zpracov\u00e1n\u00ed obrazu \u010dlov\u011bk ur\u010d\u00ed ur\u010dit\u00e9 hodnot\u00edc\u00ed znaky a naprogramuje odpov\u00eddaj\u00edc\u00ed algoritmus zalo\u017een\u00fd na pravidlech.<\/p>\n\n\n\n<p>Pou\u017eit\u00ed strojov\u00e9ho u\u010den\u00ed automatizuje v\u00fdb\u011br vhodn\u00fdch hodnot\u00edc\u00edch charakteristik. Jin\u00fdmi slovy, algoritmy se pomoc\u00ed tr\u00e9novac\u00edch dat u\u010d\u00ed, kter\u00e9 vlastnosti jsou pro hodnocen\u00ed d\u016fle\u017eit\u00e9. To umo\u017e\u0148uje \u0159e\u0161it slo\u017eit\u00e9 \u00falohy, v nich\u017e je t\u0159eba kombinovat a zohlednit velk\u00e9 mno\u017estv\u00ed znak\u016f.    <\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"accordion\" id=\"welchen-vorteil-hat-der-kunde-durch-machine-learning\"><h2 class=\"title faq-title\" itemprop=\"name\"><a href=\"#welchen-vorteil-hat-der-kunde-durch-machine-learning\">Jak\u00fd p\u0159\u00ednos m\u00e1 strojov\u00e9 u\u010den\u00ed pro z\u00e1kazn\u00edka?<\/a><\/h2><div class=\"content\"><div class=\"wrapper\">\n<p>Strojov\u00e9 u\u010den\u00ed nab\u00edz\u00ed nov\u00e9 zp\u016fsoby \u0159e\u0161en\u00ed \u00faloh, kter\u00e9 byly je\u0161t\u011b p\u0159ed n\u011bkolika lety pova\u017eov\u00e1ny za ne\u0159e\u0161iteln\u00e9 nebo p\u0159\u00edli\u0161 n\u00e1kladn\u00e9.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"accordion\" id=\"welche-aufgaben-knnen-mittels-machine-learning-gelst-werden\"><h2 class=\"title faq-title\" itemprop=\"name\"><a href=\"#welche-aufgaben-knnen-mittels-machine-learning-gelst-werden\">Kter\u00e9 \u00falohy lze \u0159e\u0161it pomoc\u00ed strojov\u00e9ho u\u010den\u00ed?<\/a><\/h2><div class=\"content\"><div class=\"wrapper\">\n<p><a href=\"https:\/\/www.westcam-group.com\/wp-admin\/post.php?post=4293&amp;action=edit#was-ist-der-unterschied-zwischen-autocad-und-autocad-lt\"><\/a>Siln\u00e9 str\u00e1nky strojov\u00e9ho u\u010den\u00ed se projevuj\u00ed zejm\u00e9na v n\u00e1sleduj\u00edc\u00edch oblastech:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Zji\u0161t\u011bn\u00ed z\u00e1vad (nezn\u00e1m\u00e9 z\u00e1va\u017enosti)<\/li>\n\n\n\n<li>Klasifikace objekt\u016f s prom\u011bnlivou geometri\u00ed<\/li>\n\n\n\n<li>Zaji\u0161t\u011bn\u00ed kvality &#8211; hodnocen\u00ed produkt\u016f<br\/>(podobn\u011b jako u manu\u00e1ln\u00edho procesu, u\u010den\u00ed prob\u00edh\u00e1 na z\u00e1klad\u011b limitn\u00edch vzork\u016f [Trainingsdaten] ).<\/li>\n<\/ul>\n<\/div><\/div><\/div>\n<\/div>\n<\/div>\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-19e250f3 wp-block-group-is-layout-constrained\">\n<div id=\"free-version\" class=\"wp-block-group has-base-color has-contrast-background-color has-text-color has-background has-link-color wp-elements-967464b888cdb78ceb48ae32fd9d774b has-global-padding is-layout-constrained wp-container-core-group-is-layout-d2702112 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--30);padding-right:var(--wp--preset--spacing--40);padding-bottom:var(--wp--preset--spacing--30);padding-left:var(--wp--preset--spacing--40)\">\n<h3 class=\"wp-block-heading has-base-color has-text-color has-link-color wp-elements-05aff5d145fb26661d8a554b35b2cffa\" style=\"text-transform:none\">Porad\u00edme v\u00e1m osobn\u011b!<\/h3>\n\n\n\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f36538-o1\" lang=\"cs-CZ\" dir=\"ltr\" data-wpcf7-id=\"36538\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/cs\/wp-json\/wp\/v2\/product\/33826#wpcf7-f36538-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Kontaktn\u00ed formul\u00e1\u0159\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"36538\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1.5\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"cs_CZ\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f36538-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7dtx_version\" value=\"5.0.5\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<h3 class=\"heading\">  Dotaz <label class=\"wpcf7-form-control wpcf7-label wpcf7dtx wpcf7dtx-label\" for=\"Zaji\u0161t\u011bn\u00ed kvality pomoc\u00ed um\u011bl\u00e9 inteligence ML\/AI\">Zaji\u0161t\u011bn\u00ed kvality pomoc\u00ed um\u011bl\u00e9 inteligence ML\/AI<\/label><span class=\"wpcf7-form-control-wrap dynamic_hidden-post-title\" data-name=\"dynamic_hidden-post-title\"><input type=\"hidden\" name=\"dynamic_hidden-post-title\" class=\"wpcf7-form-control wpcf7-hidden wpcf7dtx wpcf7dtx-hidden\" aria-invalid=\"false\" value=\"Zaji\u0161t\u011bn\u00ed kvality pomoc\u00ed um\u011bl\u00e9 inteligence ML\/AI\"><\/span><\/h3>\n\n<label>  N\u00e1zev\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"fullname\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"fullname\" \/><\/span> <\/label>\n\n<label>  E-mailov\u00e1 adresa*\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" value=\"\" type=\"email\" name=\"email\" \/><\/span> <\/label>\n\n<label>  Spole\u010dnost\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"unternehmen\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"unternehmen\" \/><\/span> <\/label>\n\n<label>  Va\u0161e zpr\u00e1va*\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"nachricht\"><textarea cols=\"40\" rows=\"10\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" name=\"nachricht\"><\/textarea><\/span> <\/label>\n\n<span class=\"wpcf7-form-control-wrap dynamic_hidden_page_url\" data-name=\"dynamic_hidden_page_url\"><input type=\"hidden\" name=\"dynamic_hidden_page_url\" class=\"wpcf7-form-control wpcf7-hidden wpcf7dtx wpcf7dtx-hidden\" aria-invalid=\"false\" value=\"https:\/\/www.westcam-group.com\/cs\/wp-json\/wp\/v2\/product\/33826\"><\/span>\n\n<input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Odeslat\" \/>\n\n[odpov\u011b\u010f]<div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<\/form>\n<\/div>\n\n<\/div>\n\n\n\n<div id=\"ansprechpartner\" class=\"wp-block-group has-base-2-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-16946a23 wp-block-group-is-layout-constrained\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--30);padding-right:var(--wp--preset--spacing--30);padding-bottom:var(--wp--preset--spacing--30);padding-left:var(--wp--preset--spacing--30)\">\n<div class=\"wp-block-group has-base-2-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-19e250f3 wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\" style=\"text-transform:none\">R\u00e1di jsme tu pro v\u00e1s<\/h2>\n<\/div>\n\n\n<div class=\"wp-block-webx-blocks-westcam-employee-display\">\n    <div class=\"employee-image\">\n        <img decoding=\"async\" src=\"https:\/\/www.westcam-group.com\/wp-content\/uploads\/2022\/02\/Harald.Unterrainer.CEO_.png\" alt=Harald Unterrainer \/>\n    <\/div>\n    <div class=\"employee-info\">\n        <div class=\"heading-h3\">Harald Unterrainer<\/div>\n        <div class=\"heading-h5 is-style-westcamized\">Gener\u00e1ln\u00ed \u0159editel WESTCAM Technologies GmbH<\/div>\n    <\/div>\n    <div class=\"employee-social\">\n        <div class=\"icons\">\n                        <a href=https:\/\/www.linkedin.com\/in\/mag-harald-unterrainer-mba-cse-b0829214\/ title=\"Harald Unterrainer on linkedIn\"\n                target=\"_blank\" rel=\"noopener noreferrer\">\n                <?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n                <!DOCTYPE svg PUBLIC \"-\/\/W3C\/\/DTD SVG 1.1\/\/EN\" \"http:\/\/www.w3.org\/Graphics\/SVG\/1.1\/DTD\/svg11.dtd\"><svg\n                    width=\"100%\" height=\"100%\" viewBox=\"0 0 248 204\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"\n                    xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xml:space=\"preserve\" xmlns:serif=\"http:\/\/www.serif.com\/\"\n                    style=\"fill-rule:evenodd;clip-rule:evenodd;stroke-linejoin:round;stroke-miterlimit:2;\">\n                    <path\n                        d=\"M226,204l-41.916,0l0,-71.392c0,-19.573 -7.437,-30.512 -22.93,-30.512c-16.854,0 -25.659,11.383 -25.659,30.512l-0,71.392l-40.395,0l-0,-136l40.395,-0l-0,18.319c-0,0 12.146,-22.474 41.006,-22.474c28.847,-0 49.499,17.616 49.499,54.048l0,86.107Zm-179.091,-153.808c-13.759,-0 -24.909,-11.237 -24.909,-25.096c0,-13.859 11.15,-25.096 24.909,-25.096c13.759,-0 24.902,11.237 24.902,25.096c0,13.859 -11.143,25.096 -24.902,25.096Zm-20.858,153.808l42.121,0l0,-136l-42.121,-0l-0,136Z\" \/>\n                <\/svg>\n            <\/a>\n                                    <a href=\"\/vcard\/33808\" title=\"Download vCard\"\n                class=\"vcard-button\">\n                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32.143\" height=\"25\" viewBox=\"0 0 32.143 25\">\n                    <path id=\"address-card-solid\"\n                        d=\"M3.571,32A3.575,3.575,0,0,0,0,35.571V53.429A3.575,3.575,0,0,0,3.571,57h25a3.575,3.575,0,0,0,3.571-3.571V35.571A3.575,3.575,0,0,0,28.571,32ZM8.036,46.286h3.571a4.463,4.463,0,0,1,4.464,4.464.9.9,0,0,1-.893.893H4.464a.9.9,0,0,1-.893-.893A4.463,4.463,0,0,1,8.036,46.286ZM6.25,40.929A3.571,3.571,0,1,1,9.821,44.5,3.571,3.571,0,0,1,6.25,40.929Zm14.286-1.786h7.143a.893.893,0,0,1,0,1.786H20.536a.893.893,0,0,1,0-1.786Zm0,3.571h7.143a.893.893,0,0,1,0,1.786H20.536a.893.893,0,0,1,0-1.786Zm0,3.571h7.143a.893.893,0,0,1,0,1.786H20.536a.893.893,0,0,1,0-1.786Z\"\n                        transform=\"translate(0 -32)\" fill=\"#111\" \/>\n                <\/svg>\n            <\/a>\n        <\/div>\n    <\/div>\n    <div class=\"employee-contact\">\n                <a href=\"tel:+43 5223 55509 132\">\n            <div class=\" employee-phone\">\n                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\">\n                    <path id=\"phone\"\n                        d=\"M6.529,4h7.059l3.529,8.824-4.412,2.647a19.412,19.412,0,0,0,8.824,8.824l2.647-4.412L33,23.412v7.059A3.529,3.529,0,0,1,29.471,34,28.235,28.235,0,0,1,3,7.529,3.529,3.529,0,0,1,6.529,4\"\n                        transform=\"translate(-2 -3)\" fill=\"none\" stroke=\"#111\" stroke-linecap=\"round\"\n                        stroke-linejoin=\"round\" stroke-width=\"2\" \/>\n                <\/svg>\n\n                +43 5223 55509 132\n            <\/div>\n        <\/a>\n                                <a href=\"mailto:harald.unterrainer@westcam.at\">\n            <div class=\" employee-email\">\n                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32.773\" height=\"25.333\" viewBox=\"0 0 32.773 25.333\">\n                    <g id=\"mail\" transform=\"translate(1.387 1)\">\n                        <rect id=\"Rechteck_11\" data-name=\"Rechteck 11\" width=\"30\" height=\"23.333\" rx=\"2\" fill=\"none\"\n                            stroke=\"#111\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" \/>\n                        <path id=\"Pfad_100\" data-name=\"Pfad 100\" d=\"M3,7,18,17,33,7\" transform=\"translate(-3 -3.667)\"\n                            fill=\"none\" stroke=\"#111\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" \/>\n                    <\/g>\n                <\/svg>\n                harald.unterrainer@westcam.at\n            <\/div>\n        <\/a>\n        \n\n\n    <\/div>\n        <div class=\"employee-callback wp-block-button is-style-outline\">\n        <a href=\"\/anfrage\/\"\n            class=\"wp-block-button__link wp-element-button\">zeptat se<\/a>\n    <\/div>\n    <\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0158e\u0161en\u00ed slo\u017eit\u00fdch \u00fakol\u016f je na\u0161e pr\u00e1ce. V oblasti zpracov\u00e1n\u00ed obrazu pou\u017e\u00edv\u00e1me um\u011blou inteligenci ke kontrole kvalitativn\u00edch vlastnost\u00ed.   <\/p>\n","protected":false},"author":2,"featured_media":20034,"parent":34567,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"content-type":"","footnotes":""},"competence":[2774],"class_list":["post-33826","product","type-product","status-publish","has-post-thumbnail","hentry","competence-machine-learning-ki-cs"],"_links":{"self":[{"href":"https:\/\/www.westcam-group.com\/cs\/wp-json\/wp\/v2\/product\/33826","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.westcam-group.com\/cs\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/www.westcam-group.com\/cs\/wp-json\/wp\/v2\/types\/product"}],"author":[{"embeddable":true,"href":"https:\/\/www.westcam-group.com\/cs\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.westcam-group.com\/cs\/wp-json\/wp\/v2\/comments?post=33826"}],"version-history":[{"count":4,"href":"https:\/\/www.westcam-group.com\/cs\/wp-json\/wp\/v2\/product\/33826\/revisions"}],"predecessor-version":[{"id":38461,"href":"https:\/\/www.westcam-group.com\/cs\/wp-json\/wp\/v2\/product\/33826\/revisions\/38461"}],"up":[{"embeddable":true,"href":"https:\/\/www.westcam-group.com\/cs\/wp-json\/wp\/v2\/product\/34567"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.westcam-group.com\/cs\/wp-json\/wp\/v2\/media\/20034"}],"wp:attachment":[{"href":"https:\/\/www.westcam-group.com\/cs\/wp-json\/wp\/v2\/media?parent=33826"}],"wp:term":[{"taxonomy":"competence","embeddable":true,"href":"https:\/\/www.westcam-group.com\/cs\/wp-json\/wp\/v2\/competence?post=33826"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}