{"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/hide-and-seek-forcing-a-network-to-be","title":"Hide-and-Seek: Forcing a Network to be Meticulous for Weakly-supervised Object and Action Localization","arxiv_id":"1704.04232","date":"2017-04-13","proceeding":"ICCV 2017 10","authors":["Krishna Kumar Singh","Yong Jae Lee"],"abstract":"We propose `Hide-and-Seek', a weakly-supervised framework that aims to\nimprove object localization in images and action localization in videos. Most\nexisting weakly-supervised methods localize only the most discriminative parts\nof an object rather than all relevant parts, which leads to suboptimal\nperformance. Our key idea is to hide patches in a training image randomly,\nforcing the network to seek other relevant parts when the most discriminative\npart is hidden. Our approach only needs to modify the input image and can work\nwith any network designed for object localization. During testing, we do not\nneed to hide any patches. Our Hide-and-Seek approach obtains superior\nperformance compared to previous methods for weakly-supervised object\nlocalization on the ILSVRC dataset. We also demonstrate that our framework can\nbe easily extended to weakly-supervised action localization.","url_abs":"http://arxiv.org/abs/1704.04232v2","url_pdf":"http://arxiv.org/pdf/1704.04232v2.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":"hide-and-seek-forcing-a-network-to-be","repo_url":"https://github.com/goddoe/hide-and-seek","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"hide-and-seek-forcing-a-network-to-be","repo_url":"https://github.com/ldjlammers/Hide-and-Seek-CS4240","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}},{"paper_slug":"hide-and-seek-forcing-a-network-to-be","repo_url":"https://github.com/zhengshou/AutoLoc","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}}],"tasks":[{"task_slug":"action-localization","task_name":"Action Localization"},{"task_slug":"object","task_name":"Object"},{"task_slug":"object-localization","task_name":"Object Localization"},{"task_slug":"weakly-supervised-action-localization","task_name":"Weakly Supervised Action Localization"},{"task_slug":"weakly-supervised-object-localization","task_name":"Weakly-Supervised Object Localization"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/weakly-supervised-action-localization-on","task":"Weakly Supervised Action Localization","dataset":"THUMOS 2014","model":"Hide-and-seek","rank_in_archive_order":30,"of":30,"metrics":{"mAP@0.1:0.7":"-","mAP@0.5":"6.8"},"uses_additional_data":false}],"syntology":{"syntology_url":"https://syntology.ai/paper/1704.04232","atlas_url":"https://app.syntology.ai/?focus=1704.04232","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}