Adversarial Threats to DeepFake Detection: A Practical Perspective

Adversarial Threats to DeepFake Detection: A Practical Perspective

19 November 2020

Paarth Neekhara

Brian Dolhansky

Cristian Canton Ferrer

Papers citing "Adversarial Threats to DeepFake Detection: A Practical Perspective"

16 / 16 papers shown

Title
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 102 1 0 26 Nov 2024
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 57 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 24 2 0 12 Apr 2024
An adversarial attack approach for eXplainable AI evaluation on deepfake detection models Balachandar Gowrisankar V. Thing AAML 26 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 32 2 0 03 Sep 2023
Evading DeepFake Detectors via Adversarial Statistical Consistency Yang Hou Qing-Wu Guo Yihao Huang Xiaofei Xie L. Ma Jianjun Zhao AAML 26 47 0 23 Apr 2023
Manifestations of Xenophobia in AI Systems Nenad Tomašev J. L. Maynard Iason Gabriel 24 9 0 15 Dec 2022
Misleading Deep-Fake Detection with GAN Fingerprints Vera Wesselkamp Konrad Rieck Dan Arp Erwin Quiring AAML 28 8 0 25 May 2022
Audio-Visual Person-of-Interest DeepFake Detection D. Cozzolino Alessandro Pianese Matthias Nießner L. Verdoliva 24 59 0 06 Apr 2022
Exploring Frequency Adversarial Attacks for Face Forgery Detection Shuai Jia Chao Ma Taiping Yao Bangjie Yin Shouhong Ding Xiaokang Yang AAML 21 62 0 29 Mar 2022
Fairness Evaluation in Deepfake Detection Models using Metamorphic Testing Muxin Pu Meng Yi Kuan Nyee Thoang Lim Chun Yong Chong Mei Kuan Lim 20 18 0 14 Mar 2022
KoDF: A Large-scale Korean DeepFake Detection Dataset Patrick Kwon J. You Gyuhyeon Nam Sungwoo Park Gyeongsu Chae 21 99 0 18 Mar 2021
The Deepfake Detection Dilemma: A Multistakeholder Exploration of Adversarial Dynamics in Synthetic Media Claire Leibowicz Sean McGregor Aviv Ovadya 19 22 0 11 Feb 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,344 0 12 Dec 2018
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 250 5,833 0 08 Jul 2016