{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/blazepose-on-device-real-time-body-pose","title":"BlazePose: On-device Real-time Body Pose tracking","arxiv_id":"2006.10204","date":"2020-06-17","proceeding":null,"authors":["Valentin Bazarevsky","Ivan Grishchenko","Karthik Raveendran","Tyler Zhu","Fan Zhang","Matthias Grundmann"],"abstract":"We present BlazePose, a lightweight convolutional neural network architecture for human pose estimation that is tailored for real-time inference on mobile devices. During inference, the network produces 33 body keypoints for a single person and runs at over 30 frames per second on a Pixel 2 phone. This makes it particularly suited to real-time use cases like fitness tracking and sign language recognition. Our main contributions include a novel body pose tracking solution and a lightweight body pose estimation neural network that uses both heatmaps and regression to keypoint coordinates.","url_abs":"https://arxiv.org/abs/2006.10204v1","url_pdf":"https://arxiv.org/pdf/2006.10204v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"blazepose-on-device-real-time-body-pose","repo_url":"https://github.com/google/mediapipe","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":null},{"paper_slug":"blazepose-on-device-real-time-body-pose","repo_url":"https://github.com/VNOpenAI/tf-blazepose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"blazepose-on-device-real-time-body-pose","repo_url":"https://github.com/jiang-du/BlazePose-tensorflow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"blazepose-on-device-real-time-body-pose","repo_url":"https://github.com/vietanhdev/tf-blazepose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"blazepose-on-device-real-time-body-pose","repo_url":"https://github.com/vladmandic/blazepose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"blazepose-on-device-real-time-body-pose","repo_url":"https://github.com/axinc-ai/ailia-models/tree/master/pose_estimation_3d/blazepose-fullbody","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":null},{"paper_slug":"blazepose-on-device-real-time-body-pose","repo_url":"https://github.com/geaxgx/depthai_blazepose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"2d-human-pose-estimation","task_name":"2D Human Pose Estimation"},{"task_slug":"3d-human-pose-estimation","task_name":"3D Human Pose Estimation"},{"task_slug":"3d-pose-estimation","task_name":"3D Pose Estimation"},{"task_slug":"pose-estimation","task_name":"Pose Estimation"},{"task_slug":"pose-tracking","task_name":"Pose Tracking"},{"task_slug":"sign-language-recognition","task_name":"Sign Language Recognition"},{"task_slug":"regression-1","task_name":"regression"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/3d-pose-estimation-on-google-ar","task":"3D Pose Estimation","dataset":"Google-AR","model":"OpenPose (body only)","rank_in_archive_order":1,"of":3,"metrics":{"PCK@0.2":"87.8"},"uses_additional_data":false},{"leaderboard":"/sota/3d-pose-estimation-on-google-ar","task":"3D Pose Estimation","dataset":"Google-AR","model":"BlazePose Full","rank_in_archive_order":2,"of":3,"metrics":{"PCK@0.2":"84.1"},"uses_additional_data":false},{"leaderboard":"/sota/3d-pose-estimation-on-google-ar","task":"3D Pose Estimation","dataset":"Google-AR","model":"BlazePose Lite","rank_in_archive_order":3,"of":3,"metrics":{"PCK@0.2":"79.6"},"uses_additional_data":false},{"leaderboard":"/sota/3d-pose-estimation-on-google-yoga","task":"3D Pose Estimation","dataset":"Google-Yoga","model":"BlazePose Full","rank_in_archive_order":1,"of":3,"metrics":{"PCK@0.2":"84.5"},"uses_additional_data":false},{"leaderboard":"/sota/3d-pose-estimation-on-google-yoga","task":"3D Pose Estimation","dataset":"Google-Yoga","model":"OpenPose (body only)","rank_in_archive_order":2,"of":3,"metrics":{"PCK@0.2":"83.4"},"uses_additional_data":false},{"leaderboard":"/sota/3d-pose-estimation-on-google-yoga","task":"3D Pose Estimation","dataset":"Google-Yoga","model":"BlazePose Lite","rank_in_archive_order":3,"of":3,"metrics":{"PCK@0.2":"77.6"},"uses_additional_data":false}],"syntology":{"syntology_url":"https://syntology.ai/paper/2006.10204","atlas_url":"https://app.syntology.ai/?focus=2006.10204","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}