{"id":17771,"date":"2021-04-29T12:57:09","date_gmt":"2021-04-29T11:57:09","guid":{"rendered":"https:\/\/conclusionintelligence.de\/?p=17771"},"modified":"2025-02-28T11:37:11","modified_gmt":"2025-02-28T10:37:11","slug":"computer-vision-labelling","status":"publish","type":"post","link":"https:\/\/conclusionintelligence.de\/nl\/blog-nl\/computer-vision-labelling","title":{"rendered":"How Computer Vision Can Learn Everything That We See"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: #ffffff;background-position: center center;background-repeat: no-repeat;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-0 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"font-size:40px;margin-top:15px;margin-bottom:15px;\"><h1 class=\"title-heading-left\" style=\"font-family:&quot;Montserrat&quot;;font-weight:500;margin:0;font-size:1em;color:#000000;\">How Computer Vision Can Learn Everything That We See<\/h1><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-1 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:0px;margin-bottom:0px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><div class=\"fusion-text\"><p>In our \u201c<a href=\"https:\/\/conclusionintelligence.de\/nl\/mediaan-blog-nl\/four-steps-computer-vision\">4 Quick &amp; Easy steps to start using Computer Vision<\/a>\u201d blog, we introduced you to 4 easy steps of getting started with Computer Vision. Today we will take a deeper look into the very first step &#8220;Structure your visual data&#8221; or what we often call &#8220;labelling&#8221;. Let&#8217;s find out why it is important to label unstructured data, how to do it properly and what benefit you can get from it.<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-1 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-1 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-1 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #e63232;}.fusion-fullwidth.fusion-builder-row-1 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-1 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-1 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #e63232;}.fusion-fullwidth.fusion-builder-row-1 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-1 .fusion-filters .fusion-filter.fusion-active a {border-color: #e63232;}.fusion-fullwidth.fusion-builder-row-1 .pagination .current {border-color: #e63232; background-color: #e63232;}.fusion-fullwidth.fusion-builder-row-1 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-1 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-1 .fusion-popover, .fusion-fullwidth.fusion-builder-row-1 .tooltip-shortcode {color: #e63232;}#main .fusion-fullwidth.fusion-builder-row-1 .post .blog-shortcode-post-title a:hover {color: #e63232;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: #ffffff;background-position: center center;background-repeat: no-repeat;padding-top:25px;padding-right:0px;padding-bottom:25px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-2 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:0px;margin-bottom:0px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"font-size:24px;margin-top:15px;margin-bottom:15px;\"><h2 class=\"title-heading-left\" style=\"margin:0;font-size:1em;color:#e63232;\">Try describing some pixel in an image&#8230;<\/h2><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_2 fusion-builder-column-3 fusion-one-half fusion-column-first 1_2\"  style='margin-top:0px;margin-bottom:0px;width:48%; margin-right: 4%;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><div class=\"fusion-text\"><p>You probably know the saying: <em><strong>\u201cWhat you see is what you get\u201d<\/strong><\/em>. But can you easily explain and define what you see? When building software solutions that automate the manual and human labor processes, the challenging part is handling visual input data from images, videos, and live streams. With traditional software solutions and common \u2018if-this-then-that, else \u2026\u2019 logic, it can be difficult to handle the complexity of unstructured visual data. If you want to build a software solution, you need to be able to tell what logic should be applied.<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_2 fusion-builder-column-4 fusion-one-half fusion-column-last 1_2\"  style='margin-top:0px;margin-bottom:0px;width:48%'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><span class=\"fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img loading=\"lazy\" decoding=\"async\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27600%27%20height%3D%27336%27%20viewBox%3D%270%200%20600%20336%27%3E%3Crect%20width%3D%27600%27%20height%3D%273336%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2021\/04\/pig-gif-1-min-1.gif\" width=\"600\" height=\"336\" alt=\"\" title=\"pig gif 1-min\" class=\"lazyload img-responsive wp-image-17573\"\/><\/span><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-2 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-2 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-2 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-2 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-2 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-2 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-2 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-2 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-2 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-2 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-2 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-2 .fusion-popover, .fusion-fullwidth.fusion-builder-row-2 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-2 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: #ffffff;background-position: center center;background-repeat: no-repeat;padding-top:25px;padding-right:0px;padding-bottom:25px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-5 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"font-size:24px;margin-top:15px;margin-bottom:15px;\"><h2 class=\"title-heading-left\" style=\"margin:0;font-size:1em;color:#e63232;\">Just tell what you see!<\/h2><\/div><div class=\"fusion-text\"><p>Luckily, with modern Computer Vision technologies, we found ways to get rid of these explicit \u201cif-then-else\u201d definitions. We can work from real-life images and videos and simply mark and label the things we see in the image\/video frame. We can let the different algorithms do their thing to train itself and make that definition of the objects for us. The resulting \u2018smart algorithms\u2019 (the machine learning models) can handle a lot of variations of the objects that are visible in the images\/videos. It is often astonishing how precise the detections by these algorithms are.<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-3 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-3 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-3 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-3 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-3 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-3 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-3 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-3 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-3 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-3 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-3 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-3 .fusion-popover, .fusion-fullwidth.fusion-builder-row-3 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-3 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: #ffffff;background-position: center center;background-repeat: no-repeat;padding-top:25px;padding-right:0px;padding-bottom:0px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-6 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"font-size:24px;margin-top:15px;margin-bottom:15px;\"><h2 class=\"title-heading-left\" style=\"margin:0;font-size:1em;color:#e63232;\">Labelling objects<\/h2><\/div><div class=\"fusion-text\"><p>Now let&#8217;s dive into the very first step of getting started with Computer Vision: \u201cStructure your visual data\u201d, or what we call \u201clabelling\u201d. We do this by marking an area in the image or video frame. Then we are labelling it with a class of what to name what is visible in that area. Let\u2019s use one of our Computer Vision projects as an example, where we learned our algorithms to detect a pig. When labelling these are the steps that we usually follow:<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-4 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-4 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-4 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-4 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-4 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-4 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-4 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-4 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-4 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-4 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-4 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-4 .fusion-popover, .fusion-fullwidth.fusion-builder-row-4 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-4 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-5 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling fusion-equal-height-columns\"  style='background-color: #ffffff;background-position: center center;background-repeat: no-repeat;padding-top:0px;padding-right:0px;padding-bottom:25px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_3 fusion-builder-column-7 fusion-one-third fusion-column-first 1_3\"  style='margin-top:15px;margin-bottom:15px;width:33.33%;width:calc(33.33% - ( ( 4% + 4% ) * 0.3333 ) );margin-right: 4%;'><div class=\"fusion-column-wrapper\" style=\"border:1px solid #3c4a5f;padding: 25px 25px 25px 25px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><div class=\"fusion-fa-align-center\"><i class=\"fb-icon-element-1 fb-icon-element fontawesome-icon fa-camera fas circle-yes\" style=\"font-size:28.16px;line-height:54.32px;height:56.32px;width:56.32px;border-width:1px;\"><\/i><\/div><style>i.fontawesome-icon.fb-icon-element-1{ color: #ffffff; background-color: #e63232; border-color: #e63232;}i.fontawesome-icon.fb-icon-element-1:hover { color: #ffffff; background-color: #e63232; border-color: #e63232;}<\/style><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep sep-none\" style=\"margin-left: auto;margin-right: auto;margin-top:20px;\"><\/div><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"font-size:20px;margin-top:15px;margin-bottom:15px;\"><h3 class=\"title-heading-left\" style=\"margin:0;font-size:1em;\"><p style=\"text-align: center;\">STEP 1<\/p><\/h3><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep sep-none\" style=\"margin-left: auto;margin-right: auto;margin-top:;\"><\/div><div class=\"fusion-text\"><p style=\"text-align: center;\">We start with capturing some videos of what the cameras can see. This includes some moments of the stable being empty (no pigs visible), or one or more pigs in their day-to-day behavior walking around, sleeping, eating, etc.<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_3 fusion-builder-column-8 fusion-one-third 1_3\"  style='margin-top:15px;margin-bottom:15px;width:33.33%;width:calc(33.33% - ( ( 4% + 4% ) * 0.3333 ) );margin-right: 4%;'><div class=\"fusion-column-wrapper\" style=\"border:1px solid #3c4a5f;padding: 25px 25px 25px 25px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><div class=\"fusion-fa-align-center\"><i class=\"fb-icon-element-2 fb-icon-element fontawesome-icon fa-tag fas circle-yes\" style=\"font-size:28.16px;line-height:54.32px;height:56.32px;width:56.32px;border-width:1px;\"><\/i><\/div><style>i.fontawesome-icon.fb-icon-element-2{ color: #ffffff; background-color: #e63232; border-color: #e63232;}i.fontawesome-icon.fb-icon-element-2:hover { color: #ffffff; background-color: #e63232; border-color: #e63232;}<\/style><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep sep-none\" style=\"margin-left: auto;margin-right: auto;margin-top:20px;\"><\/div><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"font-size:20px;margin-top:15px;margin-bottom:15px;\"><h3 class=\"title-heading-left\" style=\"margin:0;font-size:1em;\"><p style=\"text-align: center;\">STEP 2<\/p><\/h3><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep sep-none\" style=\"margin-left: auto;margin-right: auto;margin-top:;\"><\/div><div class=\"fusion-text\"><p style=\"text-align: center;\">Using a Labelling Tool we define the classes\/labels we are interested in. In this example, specifically the pigs\u2019 tails. The reason is that want to analyze whether the tails are wagging or not, and how that correlates with some pigs\u2019 behavior. When labelling, we simply define \u201cPIG\u201d and \u201cPIG TAIL\u201d as 2 classes\/labels and mark an area in the image in the shape of a rectangle.<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_3 fusion-builder-column-9 fusion-one-third fusion-column-last 1_3\"  style='margin-top:15px;margin-bottom:15px;width:33.33%;width:calc(33.33% - ( ( 4% + 4% ) * 0.3333 ) );'><div class=\"fusion-column-wrapper\" style=\"border:1px solid #3c4a5f;padding: 25px 25px 25px 25px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><div class=\"fusion-fa-align-center\"><i class=\"fb-icon-element-3 fb-icon-element fontawesome-icon fa-square-full fas circle-yes\" style=\"font-size:28.16px;line-height:54.32px;height:56.32px;width:56.32px;border-width:1px;\"><\/i><\/div><style>i.fontawesome-icon.fb-icon-element-3{ color: #ffffff; background-color: #e63232; border-color: #e63232;}i.fontawesome-icon.fb-icon-element-3:hover { color: #ffffff; background-color: #e63232; border-color: #e63232;}<\/style><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep sep-none\" style=\"margin-left: auto;margin-right: auto;margin-top:20px;\"><\/div><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"font-size:20px;margin-top:15px;margin-bottom:15px;\"><h3 class=\"title-heading-left\" style=\"margin:0;font-size:1em;\"><p style=\"text-align: center;\">STEP 3<\/p><\/h3><\/div><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep sep-none\" style=\"margin-left: auto;margin-right: auto;margin-top:;\"><\/div><div class=\"fusion-text\"><p style=\"text-align: center;\">Then we apply a label to each one of these rectangles. We do this for quite some images\/frames in the videos, enough to capture some variations in the pigs\u2019 positions, sizes, lighting conditions, etc. A few minutes of video is often sufficient to get started.<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-5 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-5 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-5 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-5 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-5 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-5 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-5 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-5 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-5 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-5 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-5 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-5 .fusion-popover, .fusion-fullwidth.fusion-builder-row-5 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-5 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-6 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: #ffffff;background-position: center center;background-repeat: no-repeat;padding-top:25px;padding-right:0px;padding-bottom:25px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-10 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"font-size:24px;margin-top:15px;margin-bottom:15px;\"><h2 class=\"title-heading-left\" style=\"margin:0;font-size:1em;color:#e63232;\">Definition and detection magic<\/h2><\/div><div class=\"fusion-text\"><p>These labelled images are used as inputs for the algorithms to train themselves, learning to create that definition of what a \u2018pig\u2019 is and what not, without us humans having to describe or code anything more about the pig. We only marked some areas visually in the images, and the algorithms do the rest. And the results are amazingly accurate in a very short time (within a few hours\/days).<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-6 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-6 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-6 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-6 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-6 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-6 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-6 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-6 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-6 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-6 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-6 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-6 .fusion-popover, .fusion-fullwidth.fusion-builder-row-6 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-6 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-7 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: #ffffff;background-position: center center;background-repeat: no-repeat;padding-top:25px;padding-right:0px;padding-bottom:0px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-11 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"font-size:24px;margin-top:15px;margin-bottom:15px;\"><h2 class=\"title-heading-left\" style=\"margin:0;font-size:1em;color:#e63232;\">Focus on your use cases, not the technicalities<\/h2><\/div><div class=\"fusion-text\"><p>So, it basically is as simple as \u201cWhat you say you see, is what you get\u201d. Of course, there are some technical steps that Data Science and Machine Learning experts need to take in order to select the best performing algorithms. But this technical complexity is becoming more and more automated itself so that we can focus on the actual use cases and opportunities of adding Computer Vision technologies in our Business Processes. Imagine having to analyze high-speed videos in large volume 24\/7, like found in the following situations:<\/p>\n<\/div><ul class=\"fusion-checklist fusion-checklist-1\" style=\"font-size:18px;line-height:30.6px;\"><li class=\"fusion-li-item\"><span style=\"height:30.6px;width:30.6px;margin-right:12.6px;\" class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-check fas\" style=\"color:#e63232;\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:43.2px;\">Doing quality checks on an assembly line.<\/div><\/li><li class=\"fusion-li-item\"><span style=\"height:30.6px;width:30.6px;margin-right:12.6px;\" class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-check fas\" style=\"color:#e63232;\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:43.2px;\">\n<p>Observing areas for suspicious behaviors of people at secured sites like solar fields or seaports.<\/p>\n<\/div><\/li><li class=\"fusion-li-item\"><span style=\"height:30.6px;width:30.6px;margin-right:12.6px;\" class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-check fas\" style=\"color:#e63232;\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:43.2px;\">Detecting demographics of people including the age and gender of persons in retail stores.<\/div><\/li><li class=\"fusion-li-item\"><span style=\"height:30.6px;width:30.6px;margin-right:12.6px;\" class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa-check fas\" style=\"color:#e63232;\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:43.2px;\">Or\u2026 even monitoring the wagging of pigs\u2019 tails, if you like.<\/div><\/li><\/ul><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-12 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-7 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-7 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-7 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-7 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-7 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-7 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-7 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-7 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-7 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-7 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-7 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-7 .fusion-popover, .fusion-fullwidth.fusion-builder-row-7 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-7 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-8 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: #ffffff;background-position: center center;background-repeat: no-repeat;padding-top:0px;padding-right:0px;padding-bottom:25px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-13 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><span class=\"fusion-imageframe imageframe-none imageframe-2 hover-type-none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2021\/04\/food-quality-control-scaled.jpg\" data-orig-src=\"https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2021\/04\/food-quality-control-scaled.jpg\" width=\"2560\" height=\"1079\" alt=\"\" title=\"Manager check and control automation Food products boxs transferin factory\" class=\"lazyload img-responsive wp-image-17752\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%272560%27%20height%3D%271079%27%20viewBox%3D%270%200%202560%201079%27%3E%3Crect%20width%3D%272560%27%20height%3D%2731079%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2021\/04\/food-quality-control-200x84.jpg 200w, https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2021\/04\/food-quality-control-400x169.jpg 400w, https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2021\/04\/food-quality-control-600x253.jpg 600w, https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2021\/04\/food-quality-control-800x337.jpg 800w, https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2021\/04\/food-quality-control-1200x506.jpg 1200w, https:\/\/conclusionintelligence.de\/wp-content\/uploads\/2021\/04\/food-quality-control-scaled.jpg 2560w\" data-sizes=\"auto\" data-orig-sizes=\"auto, (max-width: 800px) 100vw, 2560px\" \/><\/span><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-8 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-8 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-8 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):after {color: #000000;}.fusion-fullwidth.fusion-builder-row-8 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover, .fusion-fullwidth.fusion-builder-row-8 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:before, .fusion-fullwidth.fusion-builder-row-8 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):hover:after {color: #000000;}.fusion-fullwidth.fusion-builder-row-8 .pagination a.inactive:hover, .fusion-fullwidth.fusion-builder-row-8 .fusion-filters .fusion-filter.fusion-active a {border-color: #000000;}.fusion-fullwidth.fusion-builder-row-8 .pagination .current {border-color: #000000; background-color: #000000;}.fusion-fullwidth.fusion-builder-row-8 .fusion-filters .fusion-filter.fusion-active a, .fusion-fullwidth.fusion-builder-row-8 .fusion-date-and-formats .fusion-format-box, .fusion-fullwidth.fusion-builder-row-8 .fusion-popover, .fusion-fullwidth.fusion-builder-row-8 .tooltip-shortcode {color: #000000;}#main .fusion-fullwidth.fusion-builder-row-8 .post .blog-shortcode-post-title a:hover {color: #000000;}<\/style><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-9 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: #ffffff;background-position: center center;background-repeat: no-repeat;padding-top:25px;padding-right:0px;padding-bottom:25px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-14 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"font-size:24px;margin-top:15px;margin-bottom:15px;\"><h2 class=\"title-heading-left\" style=\"margin:0;font-size:1em;color:#e63232;\">Ready to try it yourself?<\/h2><\/div><div class=\"fusion-text\"><p>There are actually no theoretical limits to what is possible using technologies like <a href=\"https:\/\/conclusionintelligence.de\/services\/computer-vision\" rel=\"nofollow\" target=\"_blank\">Computer Vision<\/a>. Computers don\u2019t need sleep and can be scaled with the push of a button. Humans do need sleep and are subjective. We inevitably make errors at some point. So, what use case for Computer Vision are you thinking of in your business or organization? Don\u2019t hesitate to contact the experts at Conclusion Intelligence for developing a fully production-ready Computer Vision system, or as a first step convince you of the possibilities during a 1-month Proof of Value in these <a href=\"https:\/\/conclusionintelligence.de\/nl\/mediaan-blog-nl\/four-steps-computer-vision\">4 quick &amp; easy steps<\/a>. Check out our other related Computer Vision blogs here:<\/p>\n<\/div><ul class=\"fusion-checklist fusion-checklist-2\" style=\"font-size:18px;line-height:30.6px;\"><li class=\"fusion-li-item\"><span style=\"height:30.6px;width:30.6px;margin-right:12.6px;\" class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa fa-check\" style=\"color:#e63232;\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:43.2px;\"><a href=\"https:\/\/conclusionintelligence.de\/nl\/mediaan-blog-nl\/four-steps-computer-vision\">4 Easy &amp; Simple Steps To Start Using Computer Vision<\/a><\/div><\/li><li class=\"fusion-li-item\"><span style=\"height:30.6px;width:30.6px;margin-right:12.6px;\" class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa fa-check\" style=\"color:#e63232;\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:43.2px;\"><a href=\"https:\/\/conclusionintelligence.de\/nl\/mediaan-blog-nl\/computer-vision-data-augmentation\">Computer Vision: What To Do If There Is Little Data?<\/a><\/div><\/li><li class=\"fusion-li-item\"><span style=\"height:30.6px;width:30.6px;margin-right:12.6px;\" class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa fa-check\" style=\"color:#e63232;\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:43.2px;\"><a href=\"https:\/\/conclusionintelligence.de\/nl\/mediaan-blog-nl\/computer-vision-training-your-model\">Computer Vision: Training Your Model<\/a><\/div><\/li><li class=\"fusion-li-item\"><span style=\"height:30.6px;width:30.6px;margin-right:12.6px;\" class=\"icon-wrapper circle-no\"><i class=\"fusion-li-icon fa fa-check\" style=\"color:#e63232;\"><\/i><\/span><div class=\"fusion-li-item-content\" style=\"margin-left:43.2px;\"><a href=\"https:\/\/conclusionintelligence.de\/nl\/mediaan-blog-nl\/computer-vision-start-using-your-ai\">Computer Vision: Start Using Your AI<\/a><\/div><\/li><\/ul><div class=\"fusion-sep-clear\"><\/div><div class=\"fusion-separator fusion-full-width-sep sep-none\" style=\"margin-left: auto;margin-right: auto;margin-top:20px;\"><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_1_1 fusion-builder-column-15 fusion-one-full fusion-column-first fusion-column-last 1_1\"  style='margin-top:15px;margin-bottom:15px;'><div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"   data-bg-url=\"\"><div class=\"fusion-button-wrapper\"><style type=\"text\/css\">.fusion-button.button-1 .fusion-button-text, .fusion-button.button-1 i {color:#ffffff;}.fusion-button.button-1 .fusion-button-icon-divider{border-color:#ffffff;}.fusion-button.button-1:hover .fusion-button-text, .fusion-button.button-1:hover i,.fusion-button.button-1:focus .fusion-button-text, .fusion-button.button-1:focus i,.fusion-button.button-1:active .fusion-button-text, .fusion-button.button-1:active{color:#070707;}.fusion-button.button-1:hover .fusion-button-icon-divider, .fusion-button.button-1:hover .fusion-button-icon-divider, .fusion-button.button-1:active .fusion-button-icon-divider{border-color:#070707;}.fusion-button.button-1:hover, .fusion-button.button-1:focus, .fusion-button.button-1:active{border-color:#000000;}.fusion-button.button-1 {border-color:#000000;border-radius:0px;}.fusion-button.button-1{background: #000000;}.fusion-button.button-1:hover,.button-1:focus,.fusion-button.button-1:active{background: rgba(255,255,255,0);}<\/style><a class=\"fusion-button button-flat fusion-button-default-size button-custom button-1 fusion-button-default-span fusion-button-default-type\" target=\"_self\" href=\"#\" data-toggle=\"modal\" data-target=\".fusion-modal.contact-request-blog\"><span class=\"fusion-button-text\">Get in touch with us<\/span><i class=\"fa-arrow-right fas button-icon-right\"><\/i><\/a><\/div><div class=\"fusion-modal modal fade modal-1 contact-request-blog\" tabindex=\"-1\" role=\"dialog\" aria-labelledby=\"modal-heading-1\" aria-hidden=\"true\"><style type=\"text\/css\">.modal-1 .modal-header, .modal-1 .modal-footer{border-color:rgba(0,0,0,0);}<\/style><div class=\"modal-dialog modal-lg\"><div class=\"modal-content fusion-modal-content\" style=\"background-color:#ffffff\"><div class=\"modal-header\"><button class=\"close\" type=\"button\" data-dismiss=\"modal\" aria-hidden=\"true\">&times;<\/button><h3 class=\"modal-title\" id=\"modal-heading-1\" data-dismiss=\"modal\" aria-hidden=\"true\">Contact request<\/h3><\/div><div class=\"modal-body fusion-clearfix\">\n\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f31550-o1\" lang=\"nl-NL\" dir=\"ltr\" data-wpcf7-id=\"31550\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/nl\/wp-json\/wp\/v2\/posts\/17771#wpcf7-f31550-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contactformulier\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"31550\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1.5\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"nl_NL\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f31550-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<p><label> Name<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"your-name\" \/><\/span> <\/label>\n<\/p>\n<p><label> E-mail<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-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=\"your-email\" \/><\/span> <\/label>\n<\/p>\n<p><label> Organization (optional)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"organization\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"organization\" \/><\/span> <\/label>\n<\/p>\n<p><label> Phone (optional)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"phone\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-tel wpcf7-text wpcf7-validates-as-tel\" aria-invalid=\"false\" value=\"\" type=\"tel\" name=\"phone\" \/><\/span> <\/label>\n<\/p>\n<p><label> Sector (optional)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"sector\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"sector\" \/><\/span> <\/label>\n<\/p>\n<p><label>Message (optional)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-message\"><textarea cols=\"40\" rows=\"10\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea\" aria-invalid=\"false\" name=\"your-message\"><\/textarea><\/span> <\/label>\n<\/p>\n\n<div style=\"height: 20px;\">\n<\/div>\n<p><input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Submit\" \/>\n<\/p>\n<p>For more information about how we protect your privacy, please see our <a href=\"https:\/\/conclusionintelligence.de\/privacy-notice\" rel=\"nofollow\" target=\"_blank\">privacy notice<\/a>.\n<\/p>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utm_source\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utm_medium\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utm_campaign\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utm_content\" \/><p style=\"display: none !important;\" class=\"akismet-fields-container\" data-prefix=\"_wpcf7_ak_\"><label>&#916;<textarea name=\"_wpcf7_ak_hp_textarea\" cols=\"45\" rows=\"8\" maxlength=\"100\"><\/textarea><\/label><input type=\"hidden\" id=\"ak_js_1\" name=\"_wpcf7_ak_js\" value=\"185\"\/><script>document.getElementById( \"ak_js_1\" ).setAttribute( \"value\", ( new Date() ).getTime() );<\/script><\/p><div class=\"wpcf7-form-control-wrap maspik-field\">\n                <label for=\"full-name-maspik-hp\" class=\"wpcf7-form-control-label\">Leave this field empty<\/label>\n                <input size=\"1\" type=\"text\" autocomplete=\"off\" aria-hidden=\"true\" tabindex=\"-1\" aria-label=\"Leave this field empty\" name=\"full-name-maspik-hp\" id=\"full-name-maspik-hp\" class=\"wpcf7-form-control wpcf7-text\" placeholder=\"Leave this field empty\">\n            <\/div><input type='hidden' class='wpcf7-pum' value='{\"closepopup\":false,\"closedelay\":0,\"openpopup\":false,\"openpopup_id\":0}' \/><div class=\"fusion-alert alert custom alert-custom fusion-alert-center wpcf7-response-output fusion-alert-capitalize alert-dismissable\" style=\"border-width:1px;\"><button type=\"button\" class=\"close toggle-alert\" data-dismiss=\"alert\" aria-hidden=\"true\">&times;<\/button><div class=\"fusion-alert-content-wrapper\"><span class=\"fusion-alert-content\"><\/span><\/div><\/div>\n<\/form>\n<\/div>\n\n<\/div><\/div><\/div><\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><style type=\"text\/css\">.fusion-fullwidth.fusion-builder-row-9 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link) , .fusion-fullwidth.fusion-builder-row-9 a:not(.fusion-button):not(.fusion-builder-module-control):not(.fusion-social-network-icon):not(.fb-icon-element):not(.fusion-countdown-link):not(.fusion-rollover-link):not(.fusion-rollover-gallery):not(.fusion-button-bar):not(.add_to_cart_button):not(.show_details_button):not(.product_type_external):not(.fusion-quick-view):not(.fusion-rollover-title-link):not(.fusion-breadcrumb-link):before, .fusion-fullwidth.fusion-builder-row-9 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