{"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/static-gesture-recognition-using-leap-motion","title":"Static Gesture Recognition using Leap Motion","arxiv_id":"1705.05884","date":"2017-05-16","proceeding":null,"authors":["Babak Toghiani-Rizi","Christofer Lind","Maria Svensson","Marcus Windmark"],"abstract":"In this report, an automated bartender system was developed for making orders\nin a bar using hand gestures. The gesture recognition of the system was\ndeveloped using Machine Learning techniques, where the model was trained to\nclassify gestures using collected data. The final model used in the system\nreached an average accuracy of 95%. The system raised ethical concerns both in\nterms of user interaction and having such a system in a real world scenario,\nbut it could initially work as a complement to a real bartender.","url_abs":"http://arxiv.org/abs/1705.05884v1","url_pdf":"http://arxiv.org/pdf/1705.05884v1.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":"static-gesture-recognition-using-leap-motion","repo_url":"https://github.com/windmark/static-gesture-recognition","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"machine-learning","task_name":"BIG-bench Machine Learning"},{"task_slug":"gesture-recognition","task_name":"Gesture Recognition"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}