{"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/bag-of-tricks-and-a-strong-baseline-for-fgvc","title":"Bag of Tricks and a Strong Baseline for FGVC","arxiv_id":null,"date":"2022-09-05","proceeding":"Conference and Labs of the Evaluation Forum 2022 9","authors":["Jun Yu","Hao Chang","Keda Lu","Guochen Xie","Liwen Zhang","Zhongpeng Cai","Shenshen Du","Zhihong Wei","Zepeng Liu","Fang Gao","Feng Shuang"],"abstract":"Fine-grained visual classification (FGVC), as a subclass classification task under the superclass, brings\r\nmore challenges. However, in addition to fine-grained features, the FungiCLEF 2022 dataset is also\r\ncharacterized by imbalance and rich meta-information. This motivates us to explore the impact of different\r\nmethods and components in fine-grained classification on FungiCLEF 2022. We explore the impact of\r\ndifferent data augmentations, backbones, loss functions, and attention mechanisms on classification\r\nperformance. Additionally, we explore different metadata usage scenarios. In the end, we win second\r\nplace in the CVPR2022 FGVC Workshop FungiCLEF 2022 challenge. Our code is available at https:\r\n//github.com/wujiekd/Bag-of-Tricks-and-a-Strong-Baseline-for-Fungi-Fine-Grained-Classification.","url_abs":"http://star.informatik.rwth-aachen.de/Publications/CEUR-WS/Vol-3180/paper-182.pdf","url_pdf":"http://star.informatik.rwth-aachen.de/Publications/CEUR-WS/Vol-3180/paper-182.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":"bag-of-tricks-and-a-strong-baseline-for-fgvc","repo_url":"https://github.com/wujiekd/Bag-of-Tricks-and-a-Strong-Baseline-for-Fungi-Fine-Grained-Classification-Mindspore","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null}],"tasks":[{"task_slug":"classification-1","task_name":"Classification"},{"task_slug":"fine-grained-image-classification","task_name":"Fine-Grained Image Classification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}