{"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/low-cost-transfer-learning-of-face-tasks","title":"Low-Cost Transfer Learning of Face Tasks","arxiv_id":"1901.02675","date":"2019-01-09","proceeding":null,"authors":["Thrupthi Ann John","Isha Dua","Vineeth N. Balasubramanian","C. V. Jawahar"],"abstract":"Do we know what the different filters of a face network represent? Can we use\nthis filter information to train other tasks without transfer learning? For\ninstance, can age, head pose, emotion and other face related tasks be learned\nfrom face recognition network without transfer learning? Understanding the role\nof these filters allows us to transfer knowledge across tasks and take\nadvantage of large data sets in related tasks. Given a pretrained network, we\ncan infer which tasks the network generalizes for and the best way to transfer\nthe information to a new task.","url_abs":"http://arxiv.org/abs/1901.02675v1","url_pdf":"http://arxiv.org/pdf/1901.02675v1.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":"low-cost-transfer-learning-of-face-tasks","repo_url":"https://github.com/ThrupthiAnn/ThrupthiAnn.github.io","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"face-recognition","task_name":"Face Recognition"},{"task_slug":"transfer-learning","task_name":"Transfer Learning"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}