Evading Deepfake-Image Detectors with White- and Black-Box Attacks

1 April 2020

Papers citing "Evading Deepfake-Image Detectors with White- and Black-Box Attacks"

50 / 82 papers shown

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 32 0 0 14 Oct 2025
SynthID-Image: Image watermarking at internet scale Sven Gowal Rudy Bunel Florian Stimberg David Stutz Guillermo Ortiz-Jimenez ... Simon Rosen Christopher Savčak Armin Senoner Nidhi Vyas Pushmeet Kohli WIGM 122 0 0 10 Oct 2025
Realism to Deception: Investigating Deepfake Detectors Against Face Enhancement Muhammad Saeed Ijaz Ul Haq K. Malik 20 0 0 08 Sep 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 325 0 0 04 Jun 2025
Where the Devil Hides: Deepfake Detectors Can No Longer Be TrustedComputer Vision and Pattern Recognition (CVPR), 2025 Shuaiwei Yuan Junyu Dong Yuezun Li AAML 169 0 0 13 May 2025
Combating Falsification of Speech Videos with Live Optical Signatures (Extended Version) Hadleigh Schwartz Xiaofeng Yan Charles J. Carver Xia Zhou 251 0 0 30 Apr 2025
Human vs. AI: A Novel Benchmark and a Comparative Study on the Detection of Generated Images and the Impact of Prompts Philipp Moeßner Heike Adel 184 0 0 12 Dec 2024
Human Action CLIPs: Detecting AI-generated Human Motion Matyáš Boháček Hany Farid 293 4 0 30 Nov 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 99 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 490 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 197 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 264 6 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 294 2 0 11 Jun 2024
An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape Sifat Muhammad Abdullah Aravind Cheruvu Shravya Kanchi Taejoong Chung Peng Gao Murtuza Jadliwala Bimal Viswanath AAML 156 28 0 24 Apr 2024
ProTIP: Probabilistic Robustness Verification on Text-to-Image Diffusion Models against Stochastic Perturbation Yi Zhang Yun Tang Wenjie Ruan Xiaowei Huang Siddartha Khastgir P. Jennings Xingyu Zhao AAML 214 10 0 23 Feb 2024
Recent Advances in Digital Image and Video Forensics, Anti-forensics and Counter Anti-forensics Maryam Al-Fehani Saif M. Al-Kuwari DiffM AAML 142 4 0 03 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
Unsupervised Multimodal Deepfake Detection Using Intra- and Cross-Modal Inconsistencies Mulin Tian Mahyar Khayatkhoei Joe Mathai Wael AbdAlmageed 229 10 0 28 Nov 2023
Finding AI-Generated Faces in the Wild Gonzalo J. Aniano Porcile Jack Gindi Shivansh Mundra J. Verbus Hany Farid CVBM 166 12 0 14 Nov 2023
Exploring the Adversarial Robustness of Face Forgery Detection with Decision-based Black-box AttacksKnowledge-Based Systems (KBS), 2023 Zhaoyu Chen Yue Liu Kaixun Jiang Shuang Wu Shouhong Ding Wenqiang Zhang CVBM AAML 245 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 153 3 0 03 Sep 2023
ForensicsForest Family: A Series of Multi-scale Hierarchical Cascade Forests for Detecting GAN-generated FacesIEEE Transactions on Information Forensics and Security (IEEE TIFS), 2023 Jiucui Lu Jiaran Zhou Junyu Dong Bin Li Siwei Lyu Yuezun Li CVBM 154 3 0 02 Aug 2023
On the Vulnerability of DeepFake Detectors to Attacks Generated by Denoising Diffusion Models Marija Ivanovska Vitomir Štruc DiffM 177 14 0 11 Jul 2023
Evaluating the Robustness of Text-to-image Diffusion Models against Real-world Attacks Hongcheng Gao Hao Zhang Yinpeng Dong Zhijie Deng AAML 162 24 0 16 Jun 2023
Discussion Paper: The Threat of Real Time Deepfakes Guy Frankovits Yisroel Mirsky 109 9 0 04 Jun 2023
SepMark: Deep Separable Watermarking for Unified Source Tracing and Deepfake DetectionACM Multimedia (ACM MM), 2023 Xiaoshuai Wu Xin Liao Bo Ou 167 59 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
Sequential training of GANs against GAN-classifiers reveals correlated "knowledge gaps" present among independently trained GAN instancesComputer Vision and Pattern Recognition (CVPR), 2023 Arkanath Pathak Nick Dufour 89 1 0 27 Mar 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 110 0 0 23 Mar 2023
Adversarial Attacks and Defenses in Machine Learning-Powered Networks: A Contemporary Survey Yulong Wang Tong Sun Shenghong Li Xinnan Yuan W. Ni Ekram Hossain H. Vincent Poor AAML 180 27 0 11 Mar 2023
Deepfake CAPTCHA: A Method for Preventing Fake CallsACM Asia Conference on Computer and Communications Security (AsiaCCS), 2023 Lior Yasur Guy Frankovits Fred M. Grabovski Yisroel Mirsky 156 14 0 08 Jan 2023
Improving Robust Generalization by Direct PAC-Bayesian Bound MinimizationComputer Vision and Pattern Recognition (CVPR), 2022 Zifa Wang Nan Ding Tomer Levinboim Xi Chen Radu Soricut AAML 133 7 0 22 Nov 2022
Attacking Image Splicing Detection and Localization Algorithms Using Synthetic TracesIEEE Transactions on Information Forensics and Security (IEEE TIFS), 2022 Shengbang Fang Matthew C. Stamm AAML 131 7 0 22 Nov 2022
Deepfake Detection: A Comprehensive Study from the Reliability PerspectiveACM Computing Surveys (ACM CSUR), 2022 Tianyi Wang Xin Liao Kam-pui Chow Xiaodong Lin Yinglong Wang 182 58 0 20 Nov 2022
Black-Box Attack against GAN-Generated Image Detector with Contrastive PerturbationEngineering applications of artificial intelligence (EAAI), 2022 Zijie Lou Gang Cao Ma Lin AAML 74 11 0 07 Nov 2022
Deepfake Text Detection: Limitations and OpportunitiesIEEE Symposium on Security and Privacy (IEEE S&P), 2022 Jiameng Pu Zain Sarwar Sifat Muhammad Abdullah A. Rehman Yoonjin Kim P. Bhattacharya M. Javed Bimal Viswanath AAML 143 67 0 17 Oct 2022
DF-Captcha: A Deepfake Captcha for Preventing Fake Calls Yisroel Mirsky 108 3 0 17 Aug 2022
Deepfake Detection using ImageNet models and Temporal Images of 468 Facial Landmarks Christeena Jose CVBM 133 1 0 15 Aug 2022
Protecting President Zelenskyy against Deep Fakes Matyáš Boháček Hany Farid AI4CE 100 7 0 24 Jun 2022
Anti-Forgery: Towards a Stealthy and Robust DeepFake Disruption Attack via Adversarial Perceptual-aware PerturbationsInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 Run Wang Zi-Shun Huang Zhikai Chen Li Liu Jing Chen Lina Wang AAML 117 65 0 01 Jun 2022
Misleading Deep-Fake Detection with GAN Fingerprints Vera Wesselkamp Konrad Rieck Dan Arp Erwin Quiring AAML 138 13 0 25 May 2022
Focused Adversarial Attacks Thomas Cilloni Charles Walter Charles Fleming AAML 88 1 0 19 May 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 124 31 0 22 Mar 2022
A survey on GANs for computer vision: Recent research, analysis and taxonomyComputer Science Review (CSR), 2022 Guillermo Iglesias Edgar Talavera Alberto Díaz-Álvarez EGVM AI4TS 199 80 0 21 Mar 2022
Transferable Class-Modelling for Decentralized Source Attribution of GAN-Generated Images Brandon Khoo C. H. Lim Raphaël C.-W. Phan 93 0 0 18 Mar 2022
ARIA: Adversarially Robust Image Attribution for Content Provenance Maksym Andriushchenko Xiaochen Li Geoffrey Oxholm Thomas Gittings Tu Bui Nicolas Flammarion John Collomosse AAML 93 4 0 25 Feb 2022
GAN-generated Faces Detection: A Survey and New PerspectivesEuropean Conference on Artificial Intelligence (ECAI), 2022 Xin Wang Hui Guo Shu Hu Ming-Ching Chang Siwei Lyu CVBM 278 77 0 15 Feb 2022
Robust Deepfake On Unrestricted Media: Generation And Detection Trung-Nghia Le H. Nguyen Junichi Yamagishi Isao Echizen 141 8 0 13 Feb 2022