{"id":5050,"date":"2024-05-19T11:28:00","date_gmt":"2024-05-19T05:58:00","guid":{"rendered":"https:\/\/www.quytech.com\/blog\/?p=5050"},"modified":"2024-09-12T14:24:43","modified_gmt":"2024-09-12T08:54:43","slug":"human-pose-estimation-technology","status":"publish","type":"post","link":"https:\/\/www.quytech.com\/blog\/human-pose-estimation-technology\/","title":{"rendered":"What is AI Pose Estimation Technology and How You Can Use It"},"content":{"rendered":"\n<p>If you list the biggest and fastest-growing technologies over the past decade, artificial intelligence (AI) will inarguably top the charts. The global AI market was valued at 196.3 billion in 2023 and is projected to grow at a CAGR of 36.2% during 2024-2030, according to\u00a0<a href=\"https:\/\/www.grandviewresearch.com\/industry-analysis\/artificial-intelligence-ai-market\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Grand View Research<\/a>.\u00a0<\/p>\n\n\n\n<p>AI has found applications in every industry, and the fitness sector is no different. Smart fitness wearables, AI-powered fitness apps, and AI and Machine Learning (ML) for gym management are common use cases of AI in fitness.&nbsp;<\/p>\n\n\n\n<p>However not many people thought that there would come a time when AI would be on the verge of replacing personal trainers and fitness coaches. Yes, <strong>AI pose estimation technology<\/strong> has paved the way for <a href=\"https:\/\/www.quytech.com\/blog\/how-ai-in-fitness-is-revolutionizing-the-fitness-industry\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI-based fitness<\/a> coach solutions.&nbsp;<\/p>\n\n\n\n<p>Let\u2019s delve deeper into AI pose estimation technology and how you can use it.&nbsp;<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_80 counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.quytech.com\/blog\/human-pose-estimation-technology\/#What_Is_AI_Pose_Estimation\" >What Is AI Pose Estimation?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.quytech.com\/blog\/human-pose-estimation-technology\/#Types_of_Human_Body_Models\" >Types of Human Body Models<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.quytech.com\/blog\/human-pose-estimation-technology\/#How_Does_Human_Pose_Estimation_Work\" >How Does Human Pose Estimation Work?<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.quytech.com\/blog\/human-pose-estimation-technology\/#Get_a_Free_Consultation\" >Get a Free Consultation<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.quytech.com\/blog\/human-pose-estimation-technology\/#Use_Cases_Where_is_Human_Pose_Estimation_Used\" >Use Cases: Where is Human Pose Estimation Used?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.quytech.com\/blog\/human-pose-estimation-technology\/#How_Can_You_Use_Human_Pose_Estimation_Technology\" >How Can You Use Human Pose Estimation Technology?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.quytech.com\/blog\/human-pose-estimation-technology\/#Wrapping_Up\" >Wrapping Up<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\"><span class=\"ez-toc-section\" id=\"What_Is_AI_Pose_Estimation\"><\/span>What Is AI Pose Estimation?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>AI pose estimation is an application of Computer Vision(CV) technology that detects and infers the pose of a person or object in an image or video. You could also think of it as determining the camera&#8217;s orientation relative to the person or object in view.&nbsp;<\/p>\n\n\n\n<p>The primary component of human pose estimation is the modeling of the human body. The solution identifies and tracks key points on the human body, such as the chin, elbow, knee, etc.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\"><span class=\"ez-toc-section\" id=\"Types_of_Human_Body_Models\"><\/span>Types of Human Body Models<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>As discussed, a <strong>human pose estimation solution<\/strong> relies on the modeling of a human body. The technology mainly works on three popular human body models. These include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Skeleton-Based Model<\/strong>: This model comprises a set of joints (also known as key points), such as knees, elbows, chin, ankles, and other joints and areas that are a part of the human skeletal structure. A skeleton-based model can be detected from a 2D or 3D viewpoint by detecting and analyzing either X, Y coordinates or X, Y, Z coordinates of the body.&nbsp;<\/li>\n\n\n\n<li><strong>Contour-Based Model<\/strong>: This model includes the rough width and contour of the human body, limbs, and torso. The person\u2019s body parts are demonstrated using boundaries, along with rectangles to depict the silhouette.&nbsp;<\/li>\n\n\n\n<li><strong>Volume-Based Model<\/strong>: This model consists of volume-based models with geometric shapes and meshes to present a person\u2019s 3D human body share.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>The following visual will give you a clear idea of how each human body model works.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/AI-Based-Human-Body-Models.jpg\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/AI-Based-Human-Body-Models-1024x576.jpg\" alt=\"\" class=\"wp-image-5051\" srcset=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/AI-Based-Human-Body-Models-1024x576.jpg 1024w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/AI-Based-Human-Body-Models-300x169.jpg 300w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/AI-Based-Human-Body-Models-768x432.jpg 768w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/AI-Based-Human-Body-Models-1536x864.jpg 1536w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/AI-Based-Human-Body-Models-830x467.jpg 830w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/AI-Based-Human-Body-Models-230x129.jpg 230w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/AI-Based-Human-Body-Models-350x197.jpg 350w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/AI-Based-Human-Body-Models-480x270.jpg 480w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/AI-Based-Human-Body-Models.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption class=\"wp-element-caption\"><em><strong>Source<\/strong>: <a href=\"https:\/\/arxiv.org\/pdf\/2006.01423.pdf\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Arxiv<\/a><\/em><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\"><span class=\"ez-toc-section\" id=\"How_Does_Human_Pose_Estimation_Work\"><\/span>How Does Human Pose Estimation Work?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>An AI development company might use several ML-based algorithms for AI pose estimation. The primary human pose estimation techniques include deep learning architectures based on several Convolutional Neural Networks (CNNs). Bottom-up and top-down are two popular approaches used for pose estimation. Let\u2019s discuss them briefly.\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Bottom-Up:<\/strong> In this approach, the <strong>human pose estimation solution<\/strong> first detects all the key points in the body and then assembles them into skeletons.&nbsp;<\/li>\n\n\n\n<li><strong>Top-Down:<\/strong> In this approach, the model first draws a box around the human body or object using an object detector and then identifies and tracks the key points.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>It\u2019s essential to note that while 2D and 3D post-estimation may work on the same object, they have unique data requirements and produce different outputs. For example, 2D estimation produces 2D pixel values, whereas 3D estimation produces spatial arrangement. Therefore, each model is used to solve a specific problem.&nbsp;<\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"callToAction blue\">\n<div class=\"heading\">\n<div class=\"heading\">Develop Your AI-Based Application at Quytech!<\/div>\n<\/div>\n<div class=\"tags\">\n<ul>\n<li><a href=\"https:\/\/www.quytech.com\/portfolio.php\" target=\"_blank\" rel=\"noopener\">Portfolio<\/a><\/li>\n<li><a href=\"https:\/\/www.quytech.com\/hire-app-developers.php\" target=\"_blank\" rel=\"noopener\">Hire Developers<\/a><\/li>\n<li><a href=\"https:\/\/www.quytech.com\/blog\/\" target=\"_blank\" rel=\"noopener\">More Insights<\/a><\/li>\n<\/ul>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"Get_a_Free_Consultation\"><\/span>Get a Free Consultation<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><a class=\"btn btn-defualt\" href=\"https:\/\/www.quytech.com\/contactus.php\" target=\"_blank\" rel=\"noopener\"><strong>Get in Touch<\/strong><\/a><\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\"><span class=\"ez-toc-section\" id=\"Use_Cases_Where_is_Human_Pose_Estimation_Used\"><\/span>Use Cases: Where is Human Pose Estimation Used?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Now that you know what <strong>AI pose estimation technology<\/strong> is and how it works, let\u2019s look at some of its real-world use cases.&nbsp;<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li style=\"font-size:25px\"><strong>Fitness:<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Tracking and measuring human activity and movements are the most popular applications of AI pose estimation. For example, you can point a camera at a person working out. A <strong>human pose estimation solution<\/strong> can detect the person\u2019s movements and indicate if they\u2019re doing it properly or not. This can be used for monitoring workouts (especially home workouts), workplace activity, and crowd counting.<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li style=\"font-size:25px\"><strong>Animation and Gaming:<\/strong><\/li>\n<\/ol>\n\n\n\n<p>AI pose estimation technology and other deep learning (DL) approaches have streamlined character animation, which was once manual, bulky, and tedious. Now, character animation doesn\u2019t require specialized suits or markers, as DL-based pose estimation automates the entire process.&nbsp;<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li style=\"font-size:25px\"><strong>Robotics<\/strong>:&nbsp;<\/li>\n<\/ol>\n\n\n\n<p>Industrial robots have traditionally relied on 2D vision systems, which have several limitations. 3D pose estimation presents the opportunity to create more accurate, flexible, and responsive robotics systems.&nbsp;<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li style=\"font-size:25px\"><strong><a href=\"https:\/\/www.quytech.com\/augmented-reality.php\" target=\"_blank\" rel=\"noreferrer noopener\">Augmented Reality (AR)<\/a> Experiences:&nbsp;<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Lastly, pose estimation technology can also help create more immersive and realistic AR experiences. As discussed, AI pose estimation isn\u2019t limited to humans. It can also track objects, even those with non-variable key points. When blended with AR, pose estimation can be used to create more realistic simulated experiences.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\"><span class=\"ez-toc-section\" id=\"How_Can_You_Use_Human_Pose_Estimation_Technology\"><\/span>How Can You Use Human Pose Estimation Technology?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>The applications of <strong>AI pose estimation technology<\/strong> are surging, and it\u2019s only the beginning. As the technology continues to grow, new applications will emerge. If you want to hop on to the pose estimation bandwagon and provide a unique experience to your consumers, now is the time. The technology has found uses in numerous sectors, such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.quytech.com\/healthcare-app-development.php\" target=\"_blank\" rel=\"noreferrer noopener\">Healthcare<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.quytech.com\/fitness-app-development.php\" target=\"_blank\" rel=\"noreferrer noopener\">Fitness and wellness<\/a><\/li>\n\n\n\n<li>Entertainment and media<\/li>\n\n\n\n<li>Construction and real estate<\/li>\n\n\n\n<li>Surveillance<\/li>\n<\/ul>\n\n\n\n<p>The best way to use human pose estimation is to integrate it with your mobile app. The app can use the mobile camera for computer vision and analyze the user\u2019s movements. Several startups have implemented AI pose estimation technology in their mobile apps. Some notable names include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Motion Coach<\/li>\n\n\n\n<li>Vay<\/li>\n\n\n\n<li>TwentyBN<\/li>\n\n\n\n<li>Mirror<\/li>\n<\/ul>\n\n\n\n<p>If you want to leverage pose estimation, choose to work with a leading AI development company, Quytech. The experts here understand your requirements and come up with an effective strategy to develop and implement a <strong>human pose estimation solution<\/strong> in your business.\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\"><span class=\"ez-toc-section\" id=\"Wrapping_Up\"><\/span>Wrapping Up<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>The use of <strong>AI pose estimation technology<\/strong> is increasing, especially in the fitness sector, as more people are working out in their homes. The technology is still in its early stages, with a massive scope of development and application.\u00a0However, since the concept of pose estimation is new, not many companies are accustomed to using it. Therefore, it\u2019s crucial to work with an expert <strong><a href=\"https:\/\/www.quytech.com\/ai-development-company.php\">AI App development company<\/a><\/strong> like Quytech to build a robust human estimation solution for your business.\u00a0They are recognized as leaders in providing robust and scalable mobile applications in the healthcare and fitness industry.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.quytech.com\/contactus.php\"><img loading=\"lazy\" decoding=\"async\" width=\"807\" height=\"120\" src=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/Get-In-touch.png\" alt=\"\" class=\"wp-image-5056\" srcset=\"https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/Get-In-touch.png 807w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/Get-In-touch-300x45.png 300w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/Get-In-touch-768x114.png 768w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/Get-In-touch-230x34.png 230w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/Get-In-touch-350x52.png 350w, https:\/\/www.quytech.com\/blog\/wp-content\/uploads\/2021\/03\/Get-In-touch-480x71.png 480w\" sizes=\"auto, (max-width: 807px) 100vw, 807px\" \/><\/a><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>If you list the biggest and fastest-growing technologies over the past decade, artificial intelligence (AI) will inarguably top the charts. The global AI market was [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":5053,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[354],"tags":[],"class_list":["post-5050","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What is AI Pose Estimation Technology and How You Can Use It<\/title>\n<meta name=\"description\" content=\"The use of AI pose estimation technology is increasing, especially in the fitness sector, as more people are working out in their homes.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.quytech.com\/blog\/human-pose-estimation-technology\/\" 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