{"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/disguisenet-a-contrastive-approach-for","title":"DisguiseNet : A Contrastive Approach for Disguised Face Verification in the Wild","arxiv_id":"1804.09669","date":"2018-04-25","proceeding":null,"authors":["Skand Vishwanath Peri","Abhinav Dhall"],"abstract":"This paper describes our approach for the Disguised Faces in the Wild (DFW)\n2018 challenge. The task here is to verify the identity of a person among\ndisguised and impostors images. Given the importance of the task of face\nverification it is essential to compare methods across a common platform. Our\napproach is based on VGG-face architecture paired with Contrastive loss based\non cosine distance metric. For augmenting the data set, we source more data\nfrom the internet. The experiments show the effectiveness of the approach on\nthe DFW data. We show that adding extra data to the DFW dataset with noisy\nlabels also helps in increasing the generalization performance of the network.\nThe proposed network achieves 27.13% absolute increase in accuracy over the DFW\nbaseline.","url_abs":"http://arxiv.org/abs/1804.09669v2","url_pdf":"http://arxiv.org/pdf/1804.09669v2.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":"disguisenet-a-contrastive-approach-for","repo_url":"https://github.com/pvskand/DisguiseNet","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":null}],"tasks":[{"task_slug":"disguised-face-verification","task_name":"Disguised Face Verification"},{"task_slug":"face-verification","task_name":"Face Verification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/disguised-face-verification-on-disguised","task":"Disguised Face Verification","dataset":"Disguised Faces in the Wild","model":"DisguiseNet","rank_in_archive_order":1,"of":2,"metrics":{"GAR @0.1% FAR":"23.25","GAR @1% FAR":"60.89","GAR @10% FAR":"98.99"},"uses_additional_data":false}],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}