{"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/in-ictu-oculi-exposing-ai-generated-fake-face","title":"In Ictu Oculi: Exposing AI Generated Fake Face Videos by Detecting Eye Blinking","arxiv_id":"1806.02877","date":"2018-06-07","proceeding":null,"authors":["Yuezun Li","Ming-Ching Chang","Siwei Lyu"],"abstract":"The new developments in deep generative networks have significantly improve\nthe quality and efficiency in generating realistically-looking fake face\nvideos. In this work, we describe a new method to expose fake face videos\ngenerated with neural networks. Our method is based on detection of eye\nblinking in the videos, which is a physiological signal that is not well\npresented in the synthesized fake videos. Our method is tested over benchmarks\nof eye-blinking detection datasets and also show promising performance on\ndetecting videos generated with DeepFake.","url_abs":"http://arxiv.org/abs/1806.02877v2","url_pdf":"http://arxiv.org/pdf/1806.02877v2.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":"in-ictu-oculi-exposing-ai-generated-fake-face","repo_url":"https://github.com/danmohaha/WIFS2018_In_Ictu_Oculi","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"in-ictu-oculi-exposing-ai-generated-fake-face","repo_url":"https://github.com/swayanshu/Deep-Fake-Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"in-ictu-oculi-exposing-ai-generated-fake-face","repo_url":"https://github.com/yuezunli/WIFS2018_In_Ictu_Oculi","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}}],"tasks":[{"task_slug":"face-swapping","task_name":"Face Swapping"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1806.02877","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}