{"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/hands-deep-in-deep-learning-for-hand-pose","title":"Hands Deep in Deep Learning for Hand Pose Estimation","arxiv_id":"1502.06807","date":"2015-02-24","proceeding":null,"authors":["Markus Oberweger","Paul Wohlhart","Vincent Lepetit"],"abstract":"We introduce and evaluate several architectures for Convolutional Neural\nNetworks to predict the 3D joint locations of a hand given a depth map. We\nfirst show that a prior on the 3D pose can be easily introduced and\nsignificantly improves the accuracy and reliability of the predictions. We also\nshow how to use context efficiently to deal with ambiguities between fingers.\nThese two contributions allow us to significantly outperform the\nstate-of-the-art on several challenging benchmarks, both in terms of accuracy\nand computation times.","url_abs":"http://arxiv.org/abs/1502.06807v2","url_pdf":"http://arxiv.org/pdf/1502.06807v2.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":"hands-deep-in-deep-learning-for-hand-pose","repo_url":"https://github.com/moberweger/deep-prior","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"deep-learning","task_name":"Deep Learning"},{"task_slug":"hand-pose-estimation","task_name":"Hand Pose Estimation"},{"task_slug":"pose-estimation","task_name":"Pose Estimation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":"https://app.syntology.ai/?focus=1502.06807","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}