Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples

9 February 2020

Shehzeen Samarah Hussain

Papers citing "Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples"

25 / 25 papers shown

Title
Vulnerabilities in AI-generated Image Detection: The Challenge of Adversarial Attacks Yunfeng Diao Na Zhai Changtao Miao Xun Yang Meng Wang Xun Yang Meng Wang AAML 39 1 0 30 Jul 2024
Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection Vincenzo De Rosa Fabrizio Guillaro Giovanni Poggi D. Cozzolino L. Verdoliva AAML 65 5 0 28 Jul 2024
Counterfactual Explanations for Face Forgery Detection via Adversarial Removal of Artifacts Yang Li Songlin Yang Wei Wang Ziwen He Bo Peng Jing Dong AAML 34 2 0 12 Apr 2024
An adversarial attack approach for eXplainable AI evaluation on deepfake detection models Balachandar Gowrisankar V. Thing AAML 34 11 0 08 Dec 2023
Turn Fake into Real: Adversarial Head Turn Attacks Against Deepfake Detection Weijie Wang Zhengyu Zhao N. Sebe Bruno Lepri AAML 37 2 0 03 Sep 2023
Evading DeepFake Detectors via Adversarial Statistical Consistency Yang Hou Qing Guo Yihao Huang Xiaofei Xie L. Ma Jianjun Zhao AAML 34 47 0 23 Apr 2023
Watch Out for the Confusing Faces: Detecting Face Swapping with the Probability Distribution of Face Identification Models Yuxuan Duan Xuhong Zhang Chuer Yu Zonghui Wang S. Ji Wenzhi Chen AAML CVBM 19 0 0 23 Mar 2023
Examining the Impact of Provenance-Enabled Media on Trust and Accuracy Perceptions K. J. Kevin Feng Nick Ritchie Pia Blumenthal Andy Parsons Amy X. Zhang 34 15 0 21 Mar 2023
Deep Fake Detection, Deterrence and Response: Challenges and Opportunities Amin Azmoodeh Ali Dehghantanha 45 2 0 26 Nov 2022
Generalizable Deepfake Detection with Phase-Based Motion Analysis Ekta Prashnani Michael Goebel B. S. Manjunath 35 4 0 17 Nov 2022
FastStamp: Accelerating Neural Steganography and Digital Watermarking of Images on FPGAs Shehzeen Samarah Hussain Nojan Sheybani Paarth Neekhara Xinqiao Zhang Javier Mauricio Duarte F. Koushanfar 35 11 0 26 Sep 2022
Consistent Attack: Universal Adversarial Perturbation on Embodied Vision Navigation Chengyang Ying You Qiaoben Xinning Zhou Hang Su Wenbo Ding Jianyong Ai AAML 24 11 0 12 Jun 2022
ReFace: Real-time Adversarial Attacks on Face Recognition Systems Shehzeen Samarah Hussain Todd P. Huster Chris Mesterharm Paarth Neekhara Kevin R. An Malhar Jere Harshvardhan Digvijay Sikka F. Koushanfar AAML 12 6 0 09 Jun 2022
Audio-Visual Person-of-Interest DeepFake Detection D. Cozzolino Alessandro Pianese Matthias Nießner L. Verdoliva 36 60 0 06 Apr 2022
FaceSigns: Semi-Fragile Neural Watermarks for Media Authentication and Countering Deepfakes Paarth Neekhara Shehzeen Samarah Hussain Xinqiao Zhang Ke Huang Julian McAuley F. Koushanfar AAML 28 21 0 05 Apr 2022
Exploring Frequency Adversarial Attacks for Face Forgery Detection Shuai Jia Chao Ma Taiping Yao Bangjie Yin Shouhong Ding Xiaokang Yang AAML 29 62 0 29 Mar 2022
Robust Deepfake On Unrestricted Media: Generation And Detection Trung-Nghia Le H. Nguyen Junichi Yamagishi Isao Echizen 36 7 0 13 Feb 2022
D4: Detection of Adversarial Diffusion Deepfakes Using Disjoint Ensembles Ashish Hooda Neal Mangaokar Ryan Feng Kassem Fawaz S. Jha Atul Prakash 27 11 0 11 Feb 2022
DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning S. Zobaed Md Fazle Rabby Md Istiaq Hossain Ekram Hossain Sazib Hasan Asif Karim Khan Md. Hasib AAML 46 14 0 07 Sep 2021
MagDR: Mask-guided Detection and Reconstruction for Defending Deepfakes Zhikai Chen Lingxi Xie Shanmin Pang Yong He Bo Zhang AAML 36 32 0 26 Mar 2021
Deepfake Forensics via An Adversarial Game Zhi Wang Yiwen Guo W. Zuo AAML 21 34 0 25 Mar 2021
KoDF: A Large-scale Korean DeepFake Detection Dataset Patrick Kwon J. You Gyuhyeon Nam Sungwoo Park Gyeongsu Chae 29 100 0 18 Mar 2021
Defending against GAN-based Deepfake Attacks via Transformation-aware Adversarial Faces Chaofei Yang Lei Ding Yiran Chen H. Li AAML 27 46 0 12 Jun 2020
Deep Learning for Deepfakes Creation and Detection: A Survey Thanh Thi Nguyen Quoc Viet Hung Nguyen Dung Nguyen D. Nguyen Thien Huynh-The S. Nahavandi Thanh Tam Nguyen Viet Quoc Pham Cu Nguyen 31 433 0 25 Sep 2019
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 287 5,837 0 08 Jul 2016