Adversarial Threats to DeepFake Detection: A Practical Perspective

19 November 2020

Paarth Neekhara

Brian Dolhansky

Joanna Bitton

Cristian Canton Ferrer

AAML

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

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Title
MS-GAGA: Metric-Selective Guided Adversarial Generation Attack Dion J. X. Ho Gabriel Lee Jun Rong Niharika Shrivastava Harshavardhan Abichandani Pai Chet Ng Xiaoxiao Miao AAML 24 0 0 14 Oct 2025
Towards Unveiling Predictive Uncertainty Vulnerabilities in the Context of the Right to Be Forgotten Wei Qian Chenxu Zhao Yangyi Li Wenqian Ye Mengdi Huai AAML 57 1 0 10 Aug 2025
Untraceable DeepFakes via Traceable Fingerprint Elimination Jiewei Lai Lan zhang Chen Tang Pengcheng Sun Xinming Wang Yunhao Wang AAML 53 0 0 05 Aug 2025
RAID: A Dataset for Testing the Adversarial Robustness of AI-Generated Image Detectors Hicham Eddoubi Jonas Ricker Federico Cocchi Lorenzo Baraldi Angelo Sotgiu ... Marcella Cornia Lorenzo Baraldi Asja Fischer Rita Cucchiara Battista Biggio AAML 309 0 0 04 Jun 2025
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 371 4 0 26 Nov 2024
Deep Learning Technology for Face Forgery Detection: A Survey Lixia Ma Puning Yang Yuting Xu Ziming Yang Peipei Li Huaibo Huang 155 7 0 22 Sep 2024
2D-Malafide: Adversarial Attacks Against Face Deepfake Detection SystemsBiometrics and Electronic Signatures (BES), 2024 Chiara Galdi Michele Panariello Massimiliano Todisco Nicholas W. D. Evans AAML 91 2 0 26 Aug 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 458 4 0 30 Jul 2024
Exploring the Adversarial Robustness of CLIP for AI-generated Image DetectionInternational Workshop on Information Forensics and Security (WIFS), 2024 Vincenzo De Rosa Fabrizio Guillaro Giovanni Poggi D. Cozzolino L. Verdoliva AAML 177 12 0 28 Jul 2024
The Tug-of-War Between Deepfake Generation and Detection Hannah Lee Changyeon Lee Kevin Farhat Lin Qiu Steve Geluso Aerin Kim O. Etzioni 220 4 0 08 Jul 2024
GRACE: Graph-Regularized Attentive Convolutional Entanglement with Laplacian Smoothing for Robust DeepFake Video Detection Chih-Chung Hsu Shao-Ning Chen Mei-Hsuan Wu Yi-Fang Wang Chia-ming Lee Yi-Shiuan Chou CVBM 200 1 0 28 Jun 2024
Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges Ping Liu Qiqi Tao Joey Tianyi Zhou 282 2 0 11 Jun 2024
PolyGlotFake: A Novel Multilingual and Multimodal DeepFake DatasetInternational Conference on Pattern Recognition (ICPR), 2024 Yang Hou Haitao Fu Chuankai Chen Zida Li Haoyu Zhang Jianjun Zhao 123 10 0 14 May 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 178 4 0 12 Apr 2024
Poisoned Forgery Face: Towards Backdoor Attacks on Face Forgery Detection Jiawei Liang Yaning Tan Aishan Liu Yang Liu Junhao Kuang Xiaochun Cao AAML 94 31 0 18 Feb 2024
Adversarially Robust Deepfake Detection via Adversarial Feature Similarity LearningConference on Multimedia Modeling (MMM), 2024 Sarwar Khan AAML 147 6 0 06 Feb 2024
AVA: Inconspicuous Attribute Variation-based Adversarial Attack bypassing DeepFake DetectionIEEE Symposium on Security and Privacy (S&P), 2023 Xiangtao Meng Li Wang Shanqing Guo Lei Ju Qingchuan Zhao AAML 123 14 0 14 Dec 2023
An adversarial attack approach for eXplainable AI evaluation on deepfake detection modelsComputers & security (CS), 2023 Balachandar Gowrisankar V. Thing AAML 111 20 0 08 Dec 2023
Exploring Decision-based Black-box Attacks on Face Forgery Detection Zhaoyu Chen Yue Liu Kaixun Jiang Shuang Wu Shouhong Ding Wenqiang Zhang AAML CVBM 193 2 0 18 Oct 2023
Turn Fake into Real: Adversarial Head Turn Attacks Against Deepfake Detection Weijie Wang Zhengyu Zhao Andrii Zadaianchuk Bruno Lepri AAML 145 2 0 03 Sep 2023
On the Vulnerability of DeepFake Detectors to Attacks Generated by Denoising Diffusion Models Marija Ivanovska Vitomir Štruc DiffM 153 12 0 11 Jul 2023
SepMark: Deep Separable Watermarking for Unified Source Tracing and Deepfake DetectionACM Multimedia (ACM MM), 2023 Xiaoshuai Wu Xin Liao Bo Ou 147 57 0 10 May 2023
Evading DeepFake Detectors via Adversarial Statistical ConsistencyComputer Vision and Pattern Recognition (CVPR), 2023 Yang Hou Qing Guo Yihao Huang Xiaofei Xie Lei Ma Jianjun Zhao AAML 171 62 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 98 0 0 23 Mar 2023
Scapegoat Generation for Privacy Protection from DeepfakeInternational Conference on Information Photonics (ICIP), 2023 Gido Kato Yoshihiro Fukuhara Mariko Isogawa Hideki Tsunashima Hirokatsu Kataoka Shigeo Morishima PICV 81 2 0 06 Mar 2023
Manifestations of Xenophobia in AI SystemsAi & Society (AS), 2022 Nenad Tomašev J. L. Maynard Iason Gabriel 204 11 0 15 Dec 2022
Generalizable Deepfake Detection with Phase-Based Motion AnalysisIEEE Transactions on Image Processing (IEEE TIP), 2022 Ekta Prashnani Michael Goebel B. S. Manjunath 140 13 0 17 Nov 2022
Learning to Immunize Images for Tamper Localization and Self-RecoveryIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Qichao Ying Hang Zhou Zhenxing Qian Sheng Li Xinpeng Zhang AAML 120 21 0 28 Oct 2022
Digital and Physical Face Attacks: Reviewing and One Step FurtherAPSIPA Transactions on Signal and Information Processing (TASIP), 2022 Chen Kong Shiqi Wang Haoliang Li AAML 154 33 0 29 Sep 2022
Misleading Deep-Fake Detection with GAN Fingerprints Vera Wesselkamp Konrad Rieck Dan Arp Erwin Quiring AAML 138 13 0 25 May 2022
Metamorphic Testing-based Adversarial Attack to Fool Deepfake DetectorsInternational Conference on Pattern Recognition (ICPR), 2022 Nyee Thoang Lim Meng Yi Kuan Muxin Pu Mei Kuan Lim Chun Yong Chong AAML 117 5 0 19 Apr 2022
Audio-Visual Person-of-Interest DeepFake Detection D. Cozzolino Alessandro Pianese Matthias Nießner L. Verdoliva 207 85 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 130 27 0 05 Apr 2022
Exploring Frequency Adversarial Attacks for Face Forgery DetectionComputer Vision and Pattern Recognition (CVPR), 2022 Shuai Jia Chao Ma Taiping Yao Bangjie Yin Shouhong Ding Yunbo Wang AAML 147 81 0 29 Mar 2022
Making DeepFakes more spurious: evading deep face forgery detection via trace removal attackIEEE Transactions on Dependable and Secure Computing (TDSC), 2022 Chi Liu Huajie Chen Tianqing Zhu Jun Zhang Wanlei Zhou AAML 112 31 0 22 Mar 2022
Fairness Evaluation in Deepfake Detection Models using Metamorphic TestingInternational Workshop on Metamorphic Testing (MT), 2022 Muxin Pu Meng Yi Kuan Nyee Thoang Lim Chun Yong Chong Mei Kuan Lim 95 24 0 14 Mar 2022
Robust Deepfake On Unrestricted Media: Generation And Detection Trung-Nghia Le H. Nguyen Junichi Yamagishi Isao Echizen 141 8 0 13 Feb 2022
D4: Detection of Adversarial Diffusion Deepfakes Using Disjoint EnsemblesIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Ashish Hooda Neal Mangaokar Ryan Feng Kassem Fawaz S. Jha Atul Prakash 133 15 0 11 Feb 2022
From Image to Imuge: Immunized Image Generation Qichao Ying Zhenxing Qian Hang Zhou Haisheng Xu Xinpeng Zhang Siyi Li 104 22 0 27 Oct 2021
KoDF: A Large-scale Korean DeepFake Detection DatasetIEEE International Conference on Computer Vision (ICCV), 2021 Patrick Kwon J. You Gyuhyeon Nam Sungwoo Park Gyeongsu Chae 207 126 0 18 Mar 2021
Countering Malicious DeepFakes: Survey, Battleground, and HorizonInternational Journal of Computer Vision (IJCV), 2021 Felix Juefei Xu Run Wang Yihao Huang Qing Guo Lei Ma Yang Liu AAML 256 152 0 27 Feb 2021
Deepfakes Generation and Detection: State-of-the-art, open challenges, countermeasures, and way forward Momina Masood M. Nawaz K. Malik A. Javed Aun Irtaza AAML 410 380 0 25 Feb 2021
The Deepfake Detection Dilemma: A Multistakeholder Exploration of Adversarial Dynamics in Synthetic MediaAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2021 Claire Leibowicz Sean McGregor Aviv Ovadya 99 26 0 11 Feb 2021