{"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/bird-species-classification-using-transfer","title":"Bird Species Classification using Transfer Learning with Multistage Training","arxiv_id":"1810.04250","date":"2018-10-09","proceeding":null,"authors":["Sourya Dipta Das","Akash Kumar"],"abstract":"Bird species classification has received more and more attention in the field\nof computer vision, for its promising applications in biology and environmental\nstudies. Recognizing bird species is difficult due to the challenges of\ndiscriminative region localization and fine-grained feature learning. In this\npaper, we have introduced a Transfer learning based method with multistage\ntraining. We have used both Pre-Trained Mask-RCNN and an ensemble model\nconsisting of Inception Nets (InceptionV3 & InceptionResNetV2 ) to get\nlocalization and species of the bird from the images respectively. Our final\nmodel achieves an F1 score of 0.5567 or 55.67 % on the dataset provided in CVIP\n2018 Challenge.","url_abs":"http://arxiv.org/abs/1810.04250v2","url_pdf":"http://arxiv.org/pdf/1810.04250v2.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":"bird-species-classification-using-transfer","repo_url":"https://github.com/AKASH2907/bird-species-classification","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"classification-1","task_name":"Classification"},{"task_slug":"classification","task_name":"General Classification"},{"task_slug":"transfer-learning","task_name":"Transfer Learning"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}