{"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/deeppose-human-pose-estimation-via-deep","title":"DeepPose: Human Pose Estimation via Deep Neural Networks","arxiv_id":"1312.4659","date":"2013-12-17","proceeding":"CVPR 2014 6","authors":["Alexander Toshev","Christian Szegedy"],"abstract":"We propose a method for human pose estimation based on Deep Neural Networks\n(DNNs). The pose estimation is formulated as a DNN-based regression problem\ntowards body joints. We present a cascade of such DNN regressors which results\nin high precision pose estimates. The approach has the advantage of reasoning\nabout pose in a holistic fashion and has a simple but yet powerful formulation\nwhich capitalizes on recent advances in Deep Learning. We present a detailed\nempirical analysis with state-of-art or better performance on four academic\nbenchmarks of diverse real-world images.","url_abs":"http://arxiv.org/abs/1312.4659v3","url_pdf":"http://arxiv.org/pdf/1312.4659v3.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":"deeppose-human-pose-estimation-via-deep","repo_url":"https://github.com/Manchery/DeepPose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"caffe2","reach":{"status":"ok"}},{"paper_slug":"deeppose-human-pose-estimation-via-deep","repo_url":"https://github.com/MattyChoi/PoseMachines","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"deeppose-human-pose-estimation-via-deep","repo_url":"https://github.com/VL97/Pose-estimation-using-Deep-CNN-encoder","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deeppose-human-pose-estimation-via-deep","repo_url":"https://github.com/asanakoy/deeppose_tf","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"deeppose-human-pose-estimation-via-deep","repo_url":"https://github.com/mitmul/deeppose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"GPL-2.0"}},{"paper_slug":"deeppose-human-pose-estimation-via-deep","repo_url":"https://github.com/suranakritika/Deep-pose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"deeppose-human-pose-estimation-via-deep","repo_url":"https://github.com/open-mmlab/mmpose","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[{"task_slug":"pose-estimation","task_name":"Pose Estimation"},{"task_slug":"regression-1","task_name":"regression"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1312.4659","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}