{"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/action-quality-assessment-across-multiple","title":"Action Quality Assessment Across Multiple Actions","arxiv_id":"1812.06367","date":"2018-12-15","proceeding":null,"authors":["Paritosh Parmar","Brendan Tran Morris"],"abstract":"Can learning to measure the quality of an action help in measuring the\nquality of other actions? If so, can consolidated samples from multiple actions\nhelp improve the performance of current approaches? In this paper, we carry out\nexperiments to see if knowledge transfer is possible in the action quality\nassessment (AQA) setting. Experiments are carried out on our newly released AQA\ndataset (http://rtis.oit.unlv.edu/datasets.html) consisting of 1106 action\nsamples from seven actions with quality scores as measured by expert human\njudges. Our experimental results show that there is utility in learning a\nsingle model across multiple actions.","url_abs":"http://arxiv.org/abs/1812.06367v2","url_pdf":"http://arxiv.org/pdf/1812.06367v2.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":"action-quality-assessment-across-multiple","repo_url":"https://github.com/ParitoshParmar/C3D-LSTM--PyTorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}}],"tasks":[{"task_slug":"action-quality-assessment","task_name":"Action Quality Assessment"},{"task_slug":"transfer-learning","task_name":"Transfer Learning"}],"methods":[],"datasets_introduced":[{"slug":"aqa-7","name":"AQA-7","full_name":""}],"methods_introduced":[],"results":[{"leaderboard":"/sota/action-quality-assessment-on-aqa-7","task":"Action Quality Assessment","dataset":"AQA-7","model":"Single-Action C3D-SVR","rank_in_archive_order":7,"of":9,"metrics":{"Spearman Correlation":"69.37%"},"uses_additional_data":false},{"leaderboard":"/sota/action-quality-assessment-on-aqa-7","task":"Action Quality Assessment","dataset":"AQA-7","model":"All-Action C3D-LSTM","rank_in_archive_order":8,"of":9,"metrics":{"Spearman Correlation":"64.78%"},"uses_additional_data":false},{"leaderboard":"/sota/action-quality-assessment-on-aqa-7","task":"Action Quality Assessment","dataset":"AQA-7","model":"Single-Action C3D-LSTM","rank_in_archive_order":9,"of":9,"metrics":{"Spearman Correlation":"61.65%"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1812.06367","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}