{"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/video-based-cattle-identification-and-action","title":"Video-based cattle identification and action recognition","arxiv_id":"2110.07103","date":"2021-10-14","proceeding":null,"authors":["Chuong Nguyen","Dadong Wang","Karl Von Richter","Philip Valencia","Flavio A. P. Alvarenga","Gregory Bishop-Hurley"],"abstract":"We demonstrate a working prototype for the monitoring of cow welfare by automatically analysing the animal behaviours. Deep learning models have been developed and tested with videos acquired in a farm, and a precision of 81.2\\% has been achieved for cow identification. An accuracy of 84.4\\% has been achieved for the detection of drinking events, and 94.4\\% for the detection of grazing events. Experimental results show that the proposed deep learning method can be used to identify the behaviours of individual animals to enable automated farm provenance. Our raw and ground-truth dataset will be released as the first public video dataset for cow identification and action recognition. Recommendations for further development are also provided.","url_abs":"https://arxiv.org/abs/2110.07103v1","url_pdf":"https://arxiv.org/pdf/2110.07103v1.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":"video-based-cattle-identification-and-action","repo_url":"https://github.com/chuong/cattle_identification_action_recognition","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"action-recognition-in-videos","task_name":"Action Recognition"},{"task_slug":"deep-learning","task_name":"Deep Learning"},{"task_slug":"cow-identification","task_name":"cow identification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}