{"id":2632,"date":"2022-03-28T19:49:12","date_gmt":"2022-03-28T14:19:12","guid":{"rendered":"https:\/\/martecksolutions.com\/blog\/?p=2632"},"modified":"2022-03-28T19:53:50","modified_gmt":"2022-03-28T14:23:50","slug":"benefits-of-skeletal-annotation","status":"publish","type":"post","link":"https:\/\/martecksolutions.com\/blog\/?p=2632","title":{"rendered":"Benefits of Skeletal Annotation"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2632\" class=\"elementor elementor-2632\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-584bd31 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"584bd31\" data-element_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-0b2faa7\" data-id=\"0b2faa7\" data-element_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-539d3a0 elementor-widget elementor-widget-text-editor\" data-id=\"539d3a0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.23.0 - 05-08-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Video annotation helps in the launching of a wide variety of AI systems in the sport and fitness sector. The AI models that are computer-vision enabled can easily interpret the human body\u2019s movements to gather crucial information. Consequently, the applications enhance the performance of both amateurs and professionals training from home.<\/p><p>Skeletal annotation mostly targets the alignment and movement of the human body. While using this technique, video annotators associate lines on the body, as they join them using dots at articulation points. For instance, a wrist has a point that is linked to a line of the elbow\u2019s point. This in turn is linked to the shoulder and more. This helps to obtain a clear image of the position of the body that is identifiable to computers. When it comes to sports use cases, the tactic is used on video which means annotators need to define the positions of the body across numerous single frames.<\/p><p>The movements of players can be analysed in detail. It also helps in detecting if the movement is unusual or if there is impairment. If there is an injury, immediate measures are taken to protect a player who has been injured. With the help of skeletal annotation, doctors can prevent injuries and enhance fitness.<\/p>\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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Video annotation helps in the launching of a wide variety of AI systems in the sport and fitness sector. The AI models that are computer-vision enabled can easily interpret the human body\u2019s movements to gather crucial information. Consequently, the applications enhance the performance of both amateurs and professionals training from home. Skeletal annotation mostly targets &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/martecksolutions.com\/blog\/?p=2632\"> <span class=\"screen-reader-text\">Benefits of Skeletal Annotation<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":2633,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"default","ast-global-header-display":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"categories":[94,8,95,96,93],"tags":[27,26,24],"class_list":["post-2632","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-image-annotation","category-marteck-solutions","category-martecksolutions","category-video-annotation","tag-ai-ml","tag-marteck-solutions","tag-medical-annotation"],"jetpack_featured_media_url":"https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2022\/03\/AdobeStock_31914807.jpeg","uagb_featured_image_src":{"full":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2022\/03\/AdobeStock_31914807.jpeg",0,0,false],"thumbnail":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2022\/03\/AdobeStock_31914807.jpeg",1,1,false],"medium":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2022\/03\/AdobeStock_31914807.jpeg",1,1,false],"medium_large":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2022\/03\/AdobeStock_31914807.jpeg",1,1,false],"large":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2022\/03\/AdobeStock_31914807.jpeg",1,1,false],"1536x1536":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2022\/03\/AdobeStock_31914807.jpeg",1,1,false],"2048x2048":["https:\/\/martecksolutions.com\/blog\/wp-content\/uploads\/2022\/03\/AdobeStock_31914807.jpeg",1,1,false]},"uagb_author_info":{"display_name":"Rahul Paith","author_link":"https:\/\/martecksolutions.com\/blog\/?author=1"},"uagb_comment_info":0,"uagb_excerpt":"Video annotation helps in the launching of a wide variety of AI systems in the sport and fitness sector. The AI models that are computer-vision enabled can easily interpret the human body\u2019s movements to gather crucial information. Consequently, the applications enhance the performance of both amateurs and professionals training from home. Skeletal annotation mostly targets&hellip;","_links":{"self":[{"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/2632","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2632"}],"version-history":[{"count":4,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/2632\/revisions"}],"predecessor-version":[{"id":2638,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/2632\/revisions\/2638"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=\/wp\/v2\/media\/2633"}],"wp:attachment":[{"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2632"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2632"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/martecksolutions.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2632"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}