{"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/face-detection-using-improved-faster-rcnn","title":"Face Detection Using Improved Faster RCNN","arxiv_id":"1802.02142","date":"2018-02-06","proceeding":null,"authors":["Changzheng Zhang","Xiang Xu","Dandan Tu"],"abstract":"Faster RCNN has achieved great success for generic object detection including\nPASCAL object detection and MS COCO object detection. In this report, we\npropose a detailed designed Faster RCNN method named FDNet1.0 for face\ndetection. Several techniques were employed including multi-scale training,\nmulti-scale testing, light-designed RCNN, some tricks for inference and a\nvote-based ensemble method. Our method achieves two 1th places and one 2nd\nplace in three tasks over WIDER FACE validation dataset (easy set, medium set,\nhard set).","url_abs":"http://arxiv.org/abs/1802.02142v1","url_pdf":"http://arxiv.org/pdf/1802.02142v1.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":"face-detection","task_name":"Face Detection"},{"task_slug":"object","task_name":"Object"},{"task_slug":"object-detection","task_name":"Object Detection"},{"task_slug":"object-detection-1","task_name":"object-detection"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/face-detection-on-wider-face-easy","task":"Face Detection","dataset":"WIDER Face (Easy)","model":"FDNet","rank_in_archive_order":16,"of":27,"metrics":{"AP":"0.950"},"uses_additional_data":false},{"leaderboard":"/sota/face-detection-on-wider-face-hard","task":"Face Detection","dataset":"WIDER Face (Hard)","model":"FDNet","rank_in_archive_order":8,"of":40,"metrics":{"AP":"0.896"},"uses_additional_data":false},{"leaderboard":"/sota/face-detection-on-wider-face-medium","task":"Face Detection","dataset":"WIDER Face (Medium)","model":"FDNet","rank_in_archive_order":15,"of":37,"metrics":{"AP":"0.939"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1802.02142","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}