{"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/a-short-note-on-evaluating-repnet-for","title":"A Short Note on Evaluating RepNet for Temporal Repetition Counting in Videos","arxiv_id":"2411.08878","date":"2024-11-13","proceeding":null,"authors":["Debidatta Dwibedi","Yusuf Aytar","Jonathan Tompson","Pierre Sermanet","Andrew Zisserman"],"abstract":"We discuss some consistent issues on how RepNet has been evaluated in various papers. As a way to mitigate these issues, we report RepNet performance results on different datasets, and release evaluation code and the RepNet checkpoint to obtain these results. Code URL: https://github.com/google-research/google-research/blob/master/repnet/","url_abs":"https://arxiv.org/abs/2411.08878v1","url_pdf":"https://arxiv.org/pdf/2411.08878v1.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":"a-short-note-on-evaluating-repnet-for","repo_url":"https://github.com/google-research/google-research","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":null},{"paper_slug":"a-short-note-on-evaluating-repnet-for","repo_url":"https://github.com/sviprepetitioncounting/transrac","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"repetitive-action-counting","task_name":"Repetitive Action Counting"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/repetitive-action-counting-on-countix","task":"Repetitive Action Counting","dataset":"Countix","model":"RepNet","rank_in_archive_order":3,"of":3,"metrics":{"MAE":"0.3002","OBO":"0.7047"},"uses_additional_data":false},{"leaderboard":"/sota/repetitive-action-counting-on-repcount","task":"Repetitive Action Counting","dataset":"RepCount","model":"RepNet","rank_in_archive_order":3,"of":6,"metrics":{"MAE":"0.3308","OBO":"0.5329"},"uses_additional_data":false},{"leaderboard":"/sota/repetitive-action-counting-on-ucfrep","task":"Repetitive Action Counting","dataset":"UCFRep","model":"RepNet","rank_in_archive_order":2,"of":2,"metrics":{"MAE":"0.2088","OBO":"0.7333"},"uses_additional_data":false}],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}