{"id":7792,"date":"2023-12-14T07:34:25","date_gmt":"2023-12-14T07:34:25","guid":{"rendered":"https:\/\/stssoftware.ch\/case_studies\/analyse-das-objekt-auf-dem-bild-mit-computer-vision-technologien\/"},"modified":"2024-09-10T09:54:39","modified_gmt":"2024-09-10T09:54:39","slug":"analyse-das-objekt-auf-dem-bild-mit-computer-vision-technologien","status":"publish","type":"case_studies","link":"https:\/\/stssoftware.ch\/de\/case_studies\/analyse-das-objekt-auf-dem-bild-mit-computer-vision-technologien\/","title":{"rendered":"ANALYSE DAS OBJEKT AUF DEM BILD MIT COMPUTER VISION-TECHNOLOGIEN"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7792\" class=\"elementor elementor-7792 elementor-3735\" data-elementor-post-type=\"case_studies\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-42767f36 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"42767f36\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-73c43e8d\" data-id=\"73c43e8d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-14358712 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"14358712\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-221d8474\" data-id=\"221d8474\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-264abeba elementor-widget elementor-widget-breadcrumbs\" data-id=\"264abeba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"breadcrumbs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p id=\"breadcrumbs\"><span><span><a href=\"https:\/\/stssoftware.ch\/de\/\">Home<\/a><\/span><\/span><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6ddaee elementor-widget elementor-widget-heading\" data-id=\"b6ddaee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">ANALYSE DAS OBJEKT AUF DEM BILD MIT COMPUTER VISION-TECHNOLOGIEN <\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-231ff7eb detail-content elementor-widget elementor-widget-text-editor\" data-id=\"231ff7eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Mit Hilfe von Computer Vision-Techniken soll ein System entwickelt werden, das das Objekt auf dem Bild bewerten kann.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a692d91 detail-content elementor-widget elementor-widget-text-editor\" data-id=\"a692d91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"share\">\n<div class=\"sub-title\">Teilen:<\/div>\n<ul>\n \t<li><a class=\"share-social-facebook\" href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=stssoftware.ch\/case_studies\/analyze-the-object-on-image-using-computer-vision-technologies\/&amp;t=analyze-the-object-on-image-using-computer-vision-technologies\" target=\"_blank\" rel=\"noopener\">\n<img decoding=\"async\" class=\"img-fluild svg\" title=\"facebook-icon.png\" src=\"\/wp-content\/uploads\/2022\/10\/icon-fb.svg\" alt=\"facebook-icon.png\">\n<\/a><\/li>\n \t<li><a class=\"share-social-linkedin\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=stssoftware.ch\/case_studies\/analyze-the-object-on-image-using-computer-vision-technologies\/&amp;title=analyze-the-object-on-image-using-computer-vision-technologies&amp;summary=My%20favorite%20developer%20program&amp;source=LinkedIn\" target=\"_blank\" rel=\"noopener\">\n<img decoding=\"async\" class=\"img-fluild svg\" title=\"linkedin-icon.png\" src=\"\/wp-content\/uploads\/2022\/10\/icon-linkedin.svg\" alt=\"linkedin-icon.png\">\n<\/a><\/li>\n \t<li><a class=\"share-social-twitter\" href=\"https:\/\/twitter.com\/share?url=stssoftware.ch\/case_studies\/analyze-the-object-on-image-using-computer-vision-technologies\/&amp;via=TWITTER_HANDLE&amp;text=analyze-the-object-on-image-using-computer-vision-technologies\" target=\"_blank\" rel=\"noopener\">\n<img decoding=\"async\" class=\"img-fluild svg\" title=\"twitter-icon.png\" src=\"\/wp-content\/uploads\/2022\/10\/twitter.svg\" alt=\"twitter-icon.png\">\n<\/a><\/li>\n<\/ul>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-bf3c543\" data-id=\"bf3c543\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c8b7472 elementor-widget elementor-widget-image\" data-id=\"c8b7472\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"370\" height=\"424\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/ANALYZE-THE-OBJECT-ON-IMAGE.webp\" class=\"attachment-large size-large wp-image-3736\" alt=\"ANALYZE THE OBJECT ON IMAGE\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/ANALYZE-THE-OBJECT-ON-IMAGE.webp 370w, https:\/\/stssoftware.ch\/wp-content\/uploads\/ANALYZE-THE-OBJECT-ON-IMAGE-262x300.webp 262w, https:\/\/stssoftware.ch\/wp-content\/uploads\/ANALYZE-THE-OBJECT-ON-IMAGE-21x24.webp 21w, https:\/\/stssoftware.ch\/wp-content\/uploads\/ANALYZE-THE-OBJECT-ON-IMAGE-31x36.webp 31w, https:\/\/stssoftware.ch\/wp-content\/uploads\/ANALYZE-THE-OBJECT-ON-IMAGE-42x48.webp 42w\" sizes=\"(max-width: 370px) 100vw, 370px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d121b38 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d121b38\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-aed9f0d\" data-id=\"aed9f0d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d25f4b2 elementor-widget elementor-widget-heading\" data-id=\"d25f4b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">EINF\u00dcHRUNG<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8757458 e-con-full e-flex e-con e-parent\" data-id=\"8757458\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a216d4f e-con-full e-flex e-con e-child\" data-id=\"a216d4f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8fe34b5 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"8fe34b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"436\" height=\"360\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/mesa-trabajo.webp\" class=\"attachment-full size-full wp-image-3738\" alt=\"mesa-trabajo\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/mesa-trabajo.webp 436w, https:\/\/stssoftware.ch\/wp-content\/uploads\/mesa-trabajo-300x248.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/mesa-trabajo-24x20.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/mesa-trabajo-36x30.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/mesa-trabajo-48x40.webp 48w\" sizes=\"(max-width: 436px) 100vw, 436px\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-description\">K\u00fcnstliche Intelligenz hat in letzter Zeit einen guten Ruf erlangt. Ein Hauptbestandteil der K\u00fcnstlichen Intelligenz ist der Bereich Computer Vision, der es Computern und Systemen erm\u00f6glicht, die aussagekr\u00e4ftigen Informationen aus digitalen Bildern, Videos und anderen visuellen Eingaben zu verstehen. Und dann k\u00f6nnte unser System basierend auf diesen Informationen automatisch Aktionen ausf\u00fchren oder Aufgaben erledigen.  <\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6ee5f4a e-con-full e-flex e-con e-child\" data-id=\"6ee5f4a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5ece036 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"5ece036\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"420\" height=\"360\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/artboard.webp\" class=\"attachment-full size-full wp-image-3739\" alt=\"artboard\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/artboard.webp 420w, https:\/\/stssoftware.ch\/wp-content\/uploads\/artboard-300x257.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/artboard-24x21.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/artboard-36x31.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/artboard-48x41.webp 48w\" sizes=\"(max-width: 420px) 100vw, 420px\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-description\">Wir zeigen Ihnen einige interessante Anwendungen im Bereich Computer Vision wie Objekterkennung, Objekterkennung, Objektsch\u00e4tzung, Objekterzeugung usw.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-369c6967 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"369c6967\" data-element_type=\"section\" data-e-type=\"section\" id=\"web-app-development-brief-description\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3b020a51\" data-id=\"3b020a51\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-5e9d1e8e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5e9d1e8e\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-32e73b38\" data-id=\"32e73b38\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-20372c7 elementor-widget elementor-widget-heading\" data-id=\"20372c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">UNSERE ANS\u00c4TZE<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-76087fe7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"76087fe7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-534e1947\" data-id=\"534e1947\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1e81dfae elementor-tabs-view-vertical elementor-widget elementor-widget-tabs\" data-id=\"1e81dfae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-tabs\">\n\t\t\t<div class=\"elementor-tabs-wrapper\" role=\"tablist\" >\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-5111\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"true\" data-tab=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"elementor-tab-content-5111\" aria-expanded=\"false\">Gesichtserkennungsaufgabe<\/div>\n\t\t\t\t\t\t\t\t\t<div id=\"elementor-tab-title-5112\" class=\"elementor-tab-title elementor-tab-desktop-title\" aria-selected=\"false\" data-tab=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-5112\" aria-expanded=\"false\">Hand-Landmarken-Sch\u00e4tzungsaufgabe<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"elementor-tabs-content-wrapper\" role=\"tablist\" aria-orientation=\"vertical\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"true\" data-tab=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"elementor-tab-content-5111\" aria-expanded=\"false\">Gesichtserkennungsaufgabe<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-5111\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-5111\" tabindex=\"0\" hidden=\"false\"><p>F\u00fcr unseren Anwendungsbereich ben\u00f6tigen wir eine L\u00f6sung zur Echtzeit-Gesichtserkennung im WebRTC-Stream. Einige moderne Gesichtserkennungsmodelle zeigen zwar in letzter Zeit sehr gute Leistungen, aber auch die Inferenzgeschwindigkeit spielt eine Rolle f\u00fcr die Echtzeitf\u00e4higkeit. Daher haben wir nach einer alternativen L\u00f6sung gesucht und eine sehr gute Modellarchitektur aus diesem Artikel gefunden: BlazeFace: Sub-Millisekunden-Gesichtserkennung auf mobilen GPUs (<a href=\"https:\/\/arxiv.org\/pdf\/1907.05047.pdf\" rel=\"nofollow\">https:\/\/arxiv.org\/pdf\/1907.05047.pdf<\/a>). Wir haben dieses vortrainierte Modell in unser System integriert und festgestellt, dass es die Echtzeit-Gesichtserkennung im Kamera-Stream mit hoher Leistung und schneller Inferenzgeschwindigkeit bew\u00e4ltigen kann.  <\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3740 size-large\" src=\"http:\/\/stssoftware.ch\/wp-content\/uploads\/group-1-1024x503.webp\" alt=\"group-1\" width=\"800\" height=\"393\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/group-1-1024x503.webp 1024w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-1-300x147.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-1-768x377.webp 768w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-1-1536x755.webp 1536w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-1-2048x1006.webp 2048w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-1-24x12.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-1-36x18.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-1-48x24.webp 48w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-tab-title elementor-tab-mobile-title\" aria-selected=\"false\" data-tab=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"elementor-tab-content-5112\" aria-expanded=\"false\">Hand-Landmarken-Sch\u00e4tzungsaufgabe<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-5112\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"tabpanel\" aria-labelledby=\"elementor-tab-title-5112\" tabindex=\"0\" hidden=\"hidden\"><p>\u00c4hnlich wie bei der Gesichtserkennungsaufgabe m\u00fcssen wir auch bei der Verarbeitung des Echtzeit-Kamera-Streams die Leistung und die Inferenzgeschwindigkeit im Auge behalten. Deshalb haben wir die gleiche Idee wie bei der Gesichtserkennungsaufgabe angewendet, jedoch mit BlazeFace f\u00fcr Hand-Datasets. Nachdem wir die Handposition auf dem Bild erhalten haben, verwenden wir ein Modell aus diesem Artikel: Attention Mesh: High-Fidelity Face Mesh Prediction in Real-time (<a href=\"https:\/\/arxiv.org\/pdf\/2006.10962.pdf\" rel=\"nofollow\">https:\/\/arxiv.org\/pdf\/2006.10962.pdf<\/a>), um die 3D-Schl\u00fcsselpunkte der Hand zu sch\u00e4tzen.  <\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-3745 size-large\" src=\"http:\/\/stssoftware.ch\/wp-content\/uploads\/group-1024x644.webp\" alt=\"group\" width=\"800\" height=\"503\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/group-1024x644.webp 1024w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-300x189.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-768x483.webp 768w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-1536x966.webp 1536w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-2048x1288.webp 2048w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-24x15.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-36x23.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/group-48x30.webp 48w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-46df7a5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"46df7a5\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5013c65\" data-id=\"5013c65\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dbc9559 elementor-widget elementor-widget-heading\" data-id=\"dbc9559\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">ANWENDUNG<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b433bc e-con-full e-flex e-con e-parent\" data-id=\"6b433bc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0ae55f7 e-con-full e-flex e-con e-child\" data-id=\"0ae55f7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ee0a6e9 elementor-widget elementor-widget-text-editor\" data-id=\"ee0a6e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Schritt 01<br \/><\/h3>\n<p>Greifen Sie auf die Website zum Analysieren von Objekten in Bildern zu: https:\/\/experiment.saigontechnology.vn\/computer-vision\/ . Alternativ k\u00f6nnen Sie die Hauptseite des Saigon Technology AI Research Lab hier aufrufen: https:\/\/experiment.saigontechnology.vn\/, den Bereich [CV]: Analyzing Object behavior on Image ausw\u00e4hlen und auf die Schaltfl\u00e4che &#8222;Try our demo&#8220; klicken. <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-403f9c6 e-con-full e-flex e-con e-child\" data-id=\"403f9c6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-21df88e elementor-widget elementor-widget-image\" data-id=\"21df88e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"344\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_1.webp\" class=\"attachment-large size-large wp-image-3741\" alt=\"usage_1\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_1.webp 630w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_1-300x164.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_1-24x13.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_1-36x20.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_1-48x26.webp 48w\" sizes=\"(max-width: 630px) 100vw, 630px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0623e4c e-con-full e-flex e-con e-parent\" data-id=\"0623e4c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-21d66a4 e-con-full e-flex e-con e-child\" data-id=\"21d66a4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e80503 elementor-widget elementor-widget-text-editor\" data-id=\"3e80503\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Schritt 02<\/h3>\n<p>Klicken Sie auf der Seite &#8222;Analyzing Object behavior on Image&#8220; auf die Schaltfl\u00e4che &#8222;Start&#8220;, um die Anwendung zu verwenden. Sie k\u00f6nnen auch die Schaltfl\u00e4chen links verwenden, um die Gesichts- und Handmodelle ein- oder auszuschalten. <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4fcbc6a e-con-full e-flex e-con e-child\" data-id=\"4fcbc6a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a87ce1b elementor-widget elementor-widget-image\" data-id=\"a87ce1b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"344\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_2.webp\" class=\"attachment-large size-large wp-image-3742\" alt=\"usage_2\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_2.webp 630w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_2-300x164.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_2-24x13.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_2-36x20.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_2-48x26.webp 48w\" sizes=\"(max-width: 630px) 100vw, 630px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1507211 e-con-full e-flex e-con e-parent\" data-id=\"1507211\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-daf8a1c e-con-full e-flex e-con e-child\" data-id=\"daf8a1c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-28dc43c elementor-widget elementor-widget-text-editor\" data-id=\"28dc43c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Schritt 03<\/h3>\n<p>Gesichtserkennungsmodell und Gesichts-Keypoint-Sch\u00e4tzungsmodell<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e3bf5a2 e-con-full e-flex e-con e-child\" data-id=\"e3bf5a2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-797ffb5 elementor-widget elementor-widget-image\" data-id=\"797ffb5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"344\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_3.webp\" class=\"attachment-large size-large wp-image-3743\" alt=\"usage_3\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_3.webp 630w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_3-300x164.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_3-24x13.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_3-36x20.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_3-48x26.webp 48w\" sizes=\"(max-width: 630px) 100vw, 630px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ac8914f e-con-full e-flex e-con e-parent\" data-id=\"ac8914f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-f9bf269 e-con-full e-flex e-con e-child\" data-id=\"f9bf269\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f80b125 elementor-widget elementor-widget-text-editor\" data-id=\"f80b125\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Schritt 04<\/h3>\n<p>Ergebnisse der Hand-Keypoint-Sch\u00e4tzungsmodelle<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7271a24 e-con-full e-flex e-con e-child\" data-id=\"7271a24\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ee25353 elementor-widget elementor-widget-image\" data-id=\"ee25353\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"344\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_4.webp\" class=\"attachment-large size-large wp-image-3744\" alt=\"usage_4\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_4.webp 630w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_4-300x164.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_4-24x13.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_4-36x20.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage_4-48x26.webp 48w\" sizes=\"(max-width: 630px) 100vw, 630px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3996c321 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3996c321\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-362540a4\" data-id=\"362540a4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-75e812cc elementor-widget elementor-widget-heading\" data-id=\"75e812cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">N\u00e4chste Fallstudien<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bc31424 elementor-grid-2 elementor-posts--thumbnail-top elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-posts\" data-id=\"4bc31424\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;custom_columns&quot;:&quot;2&quot;,&quot;custom_columns_tablet&quot;:&quot;2&quot;,&quot;custom_columns_mobile&quot;:&quot;1&quot;,&quot;custom_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;custom_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;custom_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.custom\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t      <div class=\"ecs-posts elementor-posts-container elementor-posts   elementor-grid elementor-posts--skin-custom\" data-settings=\"{&quot;current_page&quot;:1,&quot;max_num_pages&quot;:0,&quot;load_method&quot;:&quot;&quot;,&quot;widget_id&quot;:&quot;4bc31424&quot;,&quot;post_id&quot;:7792,&quot;theme_id&quot;:7792,&quot;change_url&quot;:false,&quot;reinit_js&quot;:false}\">\n      <div class=\"elementor-posts-nothing-found\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-40160381 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"40160381\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-6337b557\" data-id=\"6337b557\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5ecc0d66 elementor-widget elementor-widget-heading\" data-id=\"5ecc0d66\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Lass Uns Reden<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-387d140 elementor-widget elementor-widget-text-editor\" data-id=\"387d140\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Beginnen Sie die Konversation mit unseren Analysten und Entwicklern. Zusammen erheben wir die Bed\u00fcrfnisse und skizzieren die neue L\u00f6sung<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39530bc3 elementor-widget elementor-widget-button\" data-id=\"39530bc3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/stssoftware.ch\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Nehmen Sie Kontakt mit unseren Experten auf<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-16aa657e img-let-talk\" data-id=\"16aa657e\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Mit Hilfe von Computer Vision-Techniken soll ein System entwickelt werden, das das Objekt auf dem Bild bewerten kann.<\/p>\n","protected":false},"featured_media":8320,"parent":0,"menu_order":0,"template":"elementor_header_footer","case_studies_category":[94],"class_list":["post-7792","case_studies","type-case_studies","status-publish","has-post-thumbnail","hentry","case_studies_category-ki-und-ml"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - 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