{"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/deep-learning-logo-detection-with-data","title":"Deep Learning Logo Detection with Data Expansion by Synthesising Context","arxiv_id":"1612.09322","date":"2016-12-29","proceeding":null,"authors":["Hang Su","Xiatian Zhu","Shaogang Gong"],"abstract":"Logo detection in unconstrained images is challenging, particularly when only\nvery sparse labelled training images are accessible due to high labelling\ncosts. In this work, we describe a model training image synthesising method\ncapable of improving significantly logo detection performance when only a\nhandful of (e.g., 10) labelled training images captured in realistic context\nare available, avoiding extensive manual labelling costs. Specifically, we\ndesign a novel algorithm for generating Synthetic Context Logo (SCL) training\nimages to increase model robustness against unknown background clutters,\nresulting in superior logo detection performance. For benchmarking model\nperformance, we introduce a new logo detection dataset TopLogo-10 collected\nfrom top 10 most popular clothing/wearable brandname logos captured in rich\nvisual context. Extensive comparisons show the advantages of our proposed SCL\nmodel over the state-of-the-art alternatives for logo detection using two\nreal-world logo benchmark datasets: FlickrLogo-32 and our new TopLogo-10.","url_abs":"http://arxiv.org/abs/1612.09322v3","url_pdf":"http://arxiv.org/pdf/1612.09322v3.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":[],"tasks":[{"task_slug":"benchmarking","task_name":"Benchmarking"},{"task_slug":"deep-learning","task_name":"Deep Learning"}],"methods":[],"datasets_introduced":[{"slug":"toplogo-10","name":"TopLogo-10","full_name":""}],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}