{"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/from-facial-parts-responses-to-face-detection","title":"From Facial Parts Responses to Face Detection: A Deep Learning Approach","arxiv_id":"1509.06451","date":"2015-09-22","proceeding":"ICCV 2015 12","authors":["Shuo Yang","Ping Luo","Chen Change Loy","Xiaoou Tang"],"abstract":"In this paper, we propose a novel deep convolutional network (DCN) that\nachieves outstanding performance on FDDB, PASCAL Face, and AFW. Specifically,\nour method achieves a high recall rate of 90.99% on the challenging FDDB\nbenchmark, outperforming the state-of-the-art method by a large margin of\n2.91%. Importantly, we consider finding faces from a new perspective through\nscoring facial parts responses by their spatial structure and arrangement. The\nscoring mechanism is carefully formulated considering challenging cases where\nfaces are only partially visible. This consideration allows our network to\ndetect faces under severe occlusion and unconstrained pose variation, which are\nthe main difficulty and bottleneck of most existing face detection approaches.\nWe show that despite the use of DCN, our network can achieve practical runtime\nspeed.","url_abs":"http://arxiv.org/abs/1509.06451v1","url_pdf":"http://arxiv.org/pdf/1509.06451v1.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":"from-facial-parts-responses-to-face-detection","repo_url":"https://github.com/brunocalogero/AMLSassignment","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}}],"tasks":[{"task_slug":"deep-learning","task_name":"Deep Learning"},{"task_slug":"face-detection","task_name":"Face Detection"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1509.06451","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}