{"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/exposing-deep-fakes-using-inconsistent-head","title":"Exposing Deep Fakes Using Inconsistent Head Poses","arxiv_id":"1811.00661","date":"2018-11-01","proceeding":null,"authors":["Xin Yang","Yuezun Li","Siwei Lyu"],"abstract":"In this paper, we propose a new method to expose AI-generated fake face\nimages or videos (commonly known as the Deep Fakes). Our method is based on the\nobservations that Deep Fakes are created by splicing synthesized face region\ninto the original image, and in doing so, introducing errors that can be\nrevealed when 3D head poses are estimated from the face images. We perform\nexperiments to demonstrate this phenomenon and further develop a classification\nmethod based on this cue. Using features based on this cue, an SVM classifier\nis evaluated using a set of real face images and Deep Fakes.","url_abs":"http://arxiv.org/abs/1811.00661v2","url_pdf":"http://arxiv.org/pdf/1811.00661v2.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":"exposing-deep-fakes-using-inconsistent-head","repo_url":"https://github.com/CatoGit/Comparing-the-Performance-of-Deepfake-Detection-Methods-on-Benchmark-Datasets","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"gone","observed_at":"2026-09-17","how":"tree_404+repo_404"}}],"tasks":[{"task_slug":"classification","task_name":"General Classification"}],"methods":[{"method_slug":"svm","method_name":"SVM"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1811.00661","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}