{"id":1904,"date":"2024-06-21T15:49:09","date_gmt":"2024-06-21T15:49:09","guid":{"rendered":"https:\/\/www.tun.com\/home\/?p=1904"},"modified":"2024-10-16T20:35:51","modified_gmt":"2024-10-16T20:35:51","slug":"revolutionary-superanimal-ai-tool-to-transform-animal-behavior-analysis","status":"publish","type":"post","link":"https:\/\/www.tun.com\/home\/revolutionary-superanimal-ai-tool-to-transform-animal-behavior-analysis\/","title":{"rendered":"Revolutionary &#8216;SuperAnimal&#8217; AI Tool to Transform Animal Behavior Analysis"},"content":{"rendered":"\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=\"wp-block-uagb-blockquote uagb-block-e7eb3fc3 uagb-blockquote__skin-border uagb-blockquote__stack-img-none\"><blockquote class=\"uagb-blockquote\"><div class=\"uagb-blockquote__content\">Mackenzie Mathis&#8217; lab at EPFL introduces SuperAnimal, an AI model that autonomously tracks animal movements, revolutionizing behavioral analysis across a diverse range of species.<\/div><footer><div class=\"uagb-blockquote__author-wrap uagb-blockquote__author-at-left\"><\/div><\/footer><\/blockquote><\/div>\n\n\n\n<div class=\"wp-block-group is-content-justification-space-between is-nowrap is-layout-flex wp-container-core-group-is-layout-b0ffac9c wp-block-group-is-layout-flex\"><div style=\"font-size:16px\" class=\"has-text-align-left wp-block-post-author\"><div class=\"wp-block-post-author__content\"><p class=\"wp-block-post-author__name\">The University Network<\/p><\/div><\/div>\n\n\n<div class=\"wp-block-uagb-social-share uagb-social-share__outer-wrap uagb-social-share__layout-horizontal uagb-block-ee584a31\">\n<div class=\"wp-block-uagb-social-share-child uagb-ss-repeater uagb-ss__wrapper uagb-block-ec619ce7\"><span class=\"uagb-ss__link\" data-href=\"https:\/\/www.facebook.com\/sharer.php?u=\" tabindex=\"0\" role=\"button\" aria-label=\"facebook\"><span class=\"uagb-ss__source-wrap\"><span class=\"uagb-ss__source-icon\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M504 256C504 119 393 8 256 8S8 119 8 256c0 123.8 90.69 226.4 209.3 245V327.7h-63V256h63v-54.64c0-62.15 37-96.48 93.67-96.48 27.14 0 55.52 4.84 55.52 4.84v61h-31.28c-30.8 0-40.41 19.12-40.41 38.73V256h68.78l-11 71.69h-57.78V501C413.3 482.4 504 379.8 504 256z\"><\/path><\/svg><\/span><\/span><\/span><\/div>\n\n\n\n<div class=\"wp-block-uagb-social-share-child uagb-ss-repeater uagb-ss__wrapper uagb-block-32d99934\"><span class=\"uagb-ss__link\" data-href=\"https:\/\/twitter.com\/share?url=\" tabindex=\"0\" role=\"button\" aria-label=\"twitter\"><span class=\"uagb-ss__source-wrap\"><span class=\"uagb-ss__source-icon\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M389.2 48h70.6L305.6 224.2 487 464H345L233.7 318.6 106.5 464H35.8L200.7 275.5 26.8 48H172.4L272.9 180.9 389.2 48zM364.4 421.8h39.1L151.1 88h-42L364.4 421.8z\"><\/path><\/svg><\/span><\/span><\/span><\/div>\n\n\n\n<div class=\"wp-block-uagb-social-share-child uagb-ss-repeater uagb-ss__wrapper uagb-block-1d136f14\"><span class=\"uagb-ss__link\" data-href=\"https:\/\/www.linkedin.com\/shareArticle?url=\" tabindex=\"0\" role=\"button\" aria-label=\"linkedin\"><span class=\"uagb-ss__source-wrap\"><span class=\"uagb-ss__source-icon\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\"><path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\"><\/path><\/svg><\/span><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">A groundbreaking advancement in animal behavior analysis has been achieved by Mackenzie Mathis&#8217; laboratory at EPFL, a public research university in Lausanne, Switzerland, with the development of &#8220;SuperAnimal,&#8221; a cutting-edge AI tool. This new open-source technology can automatically detect the positions of keypoints in animals without any human input, dramatically reducing the time and labor required for such tasks.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The <a href=\"https:\/\/www.nature.com\/articles\/d41586-024-01474-x\" title=\"\">innovative tool<\/a>, detailed in a recent Nature Communications article, can analyze movements in over 45 different animal species, including even some mythical creatures. Traditionally, behavioral phenotyping involved significant human effort to label keypoints, leading to inconsistencies and duplication of work. SuperAnimal changes the game by providing a harmonized, pre-trained model that streamlines the process.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cThe current pipeline allows users to tailor deep learning models, but this then relies on human effort to identify keypoints on each animal to create a training set,\u201d Mackenzie Mathis, said in a <a href=\"https:\/\/actu.epfl.ch\/news\/unifying-behavioral-analysis-through-animal-founda\/\" title=\"\">news release<\/a>. \u201cThis leads to duplicated labeling efforts across researchers and can lead to different semantic labels for the same keypoints, making merging data to train large foundation models very challenging. Our new method provides a new approach to standardize this process and train large-scale datasets. It also makes labeling 10 to 100 times more effective than current tools.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This technology builds upon Mathis&#8217; previous work with the pose estimation tool &#8220;DeepLabCut\u2122\ufe0f.&#8221; SuperAnimal simplifies the laborious task of compiling and labeling training data by employing a foundation model approach. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cHere, we have developed an algorithm capable of compiling a large set of annotations across databases and train the model to learn a harmonized language \u2013 we call this pre-training the foundation model,\u201d Shaokai Ye, the study&#8217;s first author and a doctoral student researcher at EPFL. \u201cThen users can simply deploy our base model or fine-tune it on their own data, allowing for further customization if needed.\u201d<\/p>\n\n\n\n<div style=\"height:28px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Unifying behavioral analysis through animal foundation models\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/HSXu-uMAVto?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<div style=\"height:13px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">With potential applications ranging from veterinary diagnostics to neuroscientific research, SuperAnimal is poised to become an indispensable tool. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cVeterinarians could be particularly interested, as well as those in biomedical research \u2013 especially when it comes to observing the behavior of laboratory mice. But it can go further,\u201d added Mathis, hinting at uses in sports science and other fields involving precise motion analysis.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Additionally, Mathis and Ye are looking to expand their model&#8217;s capabilities. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cWe also will leverage these models in natural language interfaces to build even more accessible and next-generation tools,\u201d Mathis said. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">One such project, AmadeusGPT, enables querying video data through spoken or written text and aims to introduce innovative methods in complex behavioral analysis.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SuperAnimal\u2019s model is now freely accessible to researchers worldwide through its <a href=\"https:\/\/github.com\/DeepLabCut\" title=\"\">open-source distribution<\/a>, allowing for broad adoption and continued advancements in the field.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A groundbreaking advancement in animal behavior analysis has been achieved by Mackenzie Mathis&#8217; laboratory at EPFL, a public research university in Lausanne, Switzerland, with the development of &#8220;SuperAnimal,&#8221; a cutting-edge AI tool. This new open-source technology can automatically detect the positions of keypoints in animals without any human input, dramatically reducing the time and labor [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"single-no-separators","format":"standard","meta":{"_acf_changed":false,"_uag_custom_page_level_css":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[8],"tags":[],"class_list":["post-1904","post","type-post","status-publish","format-standard","hentry","category-ai"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"With potential applications ranging from veterinary diagnostics to neuroscientific research, SuperAnimal is poised to become an indispensable tool. \u201cVeterinarians could be particularly interested, as well as those in biomedical research \u2013 especially when it comes to observing the behavior of laboratory mice. 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But it can go further,\u201d added Mathis, hinting at uses in sports science"},"aioseo_meta_data":{"post_id":"1904","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":null,"created":"2024-06-21 15:45:08","updated":"2025-06-09 23:02:58","seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.tun.com\/home\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.tun.com\/home\/category\/ai\/\" title=\"AI\">AI<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tRevolutionary \u2018SuperAnimal\u2019 AI Tool to Transform Animal Behavior Analysis\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/www.tun.com\/home"},{"label":"AI","link":"https:\/\/www.tun.com\/home\/category\/ai\/"},{"label":"Revolutionary &#8216;SuperAnimal&#8217; AI Tool to Transform Animal Behavior Analysis","link":"https:\/\/www.tun.com\/home\/revolutionary-superanimal-ai-tool-to-transform-animal-behavior-analysis\/"}],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"The University Network","author_link":"https:\/\/www.tun.com\/home\/author\/funky_junkie\/"},"uagb_comment_info":0,"uagb_excerpt":"A groundbreaking advancement in animal behavior analysis has been achieved by Mackenzie Mathis&#8217; laboratory at EPFL, a public research university in Lausanne, Switzerland, with the development of &#8220;SuperAnimal,&#8221; a cutting-edge AI tool. This new open-source technology can automatically detect the positions of keypoints in animals without any human input, dramatically reducing the time and labor&hellip;","_links":{"self":[{"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/posts\/1904","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/comments?post=1904"}],"version-history":[{"count":5,"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/posts\/1904\/revisions"}],"predecessor-version":[{"id":1935,"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/posts\/1904\/revisions\/1935"}],"wp:attachment":[{"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/media?parent=1904"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/categories?post=1904"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/tags?post=1904"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}