{"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/learning-sound-events-from-webly-labeled-data","title":"Learning Sound Events From Webly Labeled Data","arxiv_id":"1811.09967","date":"2018-11-25","proceeding":"28th International Joint Conference on Artificial Intelligence 2019 8","authors":["Anurag Kumar","Ankit Shah","Alex Hauptmann","Bhiksha Raj"],"abstract":"In the last couple of years, weakly labeled learning for sound events has\nturned out to be an exciting approach for audio event detection. In this work,\nwe introduce webly labeled learning for sound events in which we aim to remove\nhuman supervision altogether from the learning process. We first develop a\nmethod of obtaining labeled audio data from the web (albeit noisy), in which no\nmanual labeling is involved. We then describe deep learning methods to\nefficiently learn from these webly labeled audio recordings. In our proposed\nsystem, WeblyNet, two deep neural networks co-teach each other to robustly\nlearn from webly labeled data, leading to around 17% relative improvement over\nthe baseline method. The method also involves transfer learning to obtain\nefficient representations.","url_abs":"http://arxiv.org/abs/1811.09967v1","url_pdf":"http://arxiv.org/pdf/1811.09967v1.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":"learning-sound-events-from-webly-labeled-data","repo_url":"https://github.com/anuragkr90/webly-labeled-sounds","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok"}}],"tasks":[{"task_slug":"event-detection","task_name":"Event Detection"},{"task_slug":"sound-event-detection","task_name":"Sound Event Detection"},{"task_slug":"transfer-learning","task_name":"Transfer Learning"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1811.09967","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}