{"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/recognizing-birds-from-sound-the-2018","title":"Recognizing Birds from Sound - The 2018 BirdCLEF Baseline System","arxiv_id":"1804.07177","date":"2018-04-19","proceeding":null,"authors":["Stefan Kahl","Thomas Wilhelm-Stein","Holger Klinck","Danny Kowerko","Maximilian Eibl"],"abstract":"Reliable identification of bird species in recorded audio files would be a\ntransformative tool for researchers, conservation biologists, and birders. In\nrecent years, artificial neural networks have greatly improved the detection\nquality of machine learning systems for bird species recognition. We present a\nbaseline system using convolutional neural networks. We publish our code base\nas reference for participants in the 2018 LifeCLEF bird identification task and\ndiscuss our experiments and potential improvements.","url_abs":"http://arxiv.org/abs/1804.07177v1","url_pdf":"http://arxiv.org/pdf/1804.07177v1.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":"recognizing-birds-from-sound-the-2018","repo_url":"https://github.com/kahst/BirdCLEF-Baseline","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"recognizing-birds-from-sound-the-2018","repo_url":"https://github.com/Vish-Khadilkar/Bird_CNN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"recognizing-birds-from-sound-the-2018","repo_url":"https://github.com/Vish-Khadilkar/Bird_KNN_SVM_RF_CNN_EN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"machine-learning","task_name":"BIG-bench Machine Learning"},{"task_slug":"bird-audio-detection","task_name":"Bird Audio Detection"}],"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}