Residential College | false |
Status | 已發表Published |
Face Omron Ring: Proactive defense against face forgery with identity awareness | |
Dai, Yunshu1; Fei, Jianwei2![]() ![]() | |
2024-12 | |
Source Publication | Neural Networks
![]() |
ISSN | 0893-6080 |
Volume | 180Pages:106639 |
Abstract | In the era of Artificial Intelligence Generated Content (AIGC), face forgery models pose significant security threats. These models have caused widespread negative impacts through the creation of forged products targeting public figures, national leaders, and other Persons-of-interest (POI). To address this, we propose the Face Omron Ring (FOR) to proactively protect the POI from face forgery. Specifically, by introducing FOR into a target face forgery model, the model will proactively refuse to forge any face image of protected identities without compromising the forgery capability for unprotected ones. We conduct extensive experiments on 4 face forgery models, StarGAN, AGGAN, AttGAN, and HiSD on the widely used large-scale face image datasets CelebA, CelebA-HQ, and PubFig83. Our results demonstrate that the proposed method can effectively protect 5000 different identities with a 100% protection success rate, for each of which only about 100 face images are needed. Our method also shows great robustness against multiple image processing attacks, such as JPEG, cropping, noise addition, and blurring. Compared to existing proactive defense methods, our method offers identity-centric protection for any image of the protected identity without requiring any special preprocessing, resulting in improved scalability and security. We hope that this work can provide a solution for responsible AIGC companies in regulating the use of face forgery models. |
Keyword | Deep Neural Networks Face Forgery Identity Awareness Proactive Defense Celebrities Protection |
DOI | 10.1016/j.neunet.2024.106639 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Computer Science ; Neurosciences & Neurology |
WOS Subject | Computer Science, Artificial Intelligence ; Neurosciences |
WOS ID | WOS:001301305200001 |
Publisher | PERGAMON-ELSEVIER SCIENCE LTD, THE BOULEVARD, LANGFORD LANE, KIDLINGTON, OXFORD OX5 1GB, ENGLAND |
Scopus ID | 2-s2.0-85201917296 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | Faculty of Science and Technology |
Corresponding Author | Fei, Jianwei; Fei, Jianwei |
Affiliation | 1.College of Cyber Science and Technology, Sun Yat-sen University, Shenzhen, China 2.Faculty of Science and Technology, University of Macau, Macao Special Administrative Region of China 3.College of Cyber Security, Jinan University, Guangzhou, China 4.College of Cyber Science and Technology, Sun Yat-sen University, Shenzhen, China 5.Faculty of Science and Technology, University of Macau, Macao Special Administrative Region of China 6.College of Cyber Security, Jinan University, Guangzhou, China |
Corresponding Author Affilication | Faculty of Science and Technology |
Recommended Citation GB/T 7714 | Dai, Yunshu,Fei, Jianwei,Huang, Fangjun,et al. Face Omron Ring: Proactive defense against face forgery with identity awareness[J]. Neural Networks, 2024, 180, 106639. |
APA | Dai, Yunshu., Fei, Jianwei., Huang, Fangjun., Xia, Zhihua., Dai, Yunshu., Fei, Jianwei., Huang, Fangjun., & Xia, Zhihua (2024). Face Omron Ring: Proactive defense against face forgery with identity awareness. Neural Networks, 180, 106639. |
MLA | Dai, Yunshu,et al."Face Omron Ring: Proactive defense against face forgery with identity awareness".Neural Networks 180(2024):106639. |
Files in This Item: | There are no files associated with this item. |
Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.
Edit Comment