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Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020
9 February 2020
Shehzeen Samarah Hussain
Paarth Neekhara
Malhar Jere
F. Koushanfar
Julian McAuley
AAML
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Papers citing
"Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples"
50 / 68 papers shown
Frequency Bias Matters: Diving into Robust and Generalized Deep Image Forgery Detection
IEEE Transactions on Dependable and Secure Computing (IEEE TDSC), 2025
Chi Liu
Tianqing Zhu
Wanlei Zhou
Wei Zhao
AAML
196
0
0
25 Nov 2025
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
141
2
0
14 Oct 2025
Realism to Deception: Investigating Deepfake Detectors Against Face Enhancement
Muhammad Saeed
Ijaz Ul Haq
K. Malik
120
0
0
08 Sep 2025
Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems
Naseem Khan
Tuan Nguyen
Amine Bermak
Issa Khalil
AAML
294
6
0
24 Jul 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
572
0
0
04 Jun 2025
Generative AI Literacy: Twelve Defining Competencies
Ravinithesh Annapureddy
Alessandro Fornaroli
Daniel Gatica-Perez
394
89
0
29 Nov 2024
Deepfake Media Generation and Detection in the Generative AI Era: A Survey and Outlook
Florinel-Alin Croitoru
Andrei Iulian Hiji
Vlad Hondru
Nicolae-Cătălin Ristea
Paul Irofti
Marius Popescu
Cristian Rusu
Radu Tudor Ionescu
Fahad Shahbaz Khan
Mubarak Shah
470
24
0
29 Nov 2024
Deep Learning Technology for Face Forgery Detection: A Survey
Lixia Ma
Puning Yang
Yuting Xu
Ziming Yang
Peipei Li
Huaibo Huang
320
19
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22 Sep 2024
Active Fake: DeepFake Camouflage
Pu Sun
Honggang Qi
Yuezun Li
PICV
532
0
0
05 Sep 2024
2D-Malafide: Adversarial Attacks Against Face Deepfake Detection Systems
Biometrics and Electronic Signatures (BES), 2024
Chiara Galdi
Michele Panariello
Massimiliano Todisco
Nicholas W. D. Evans
AAML
187
2
0
26 Aug 2024
Current Status and Trends in Image Anti-Forensics Research: A Bibliometric Analysis
Yihong Lu
Jianyi Liu
Ru Zhang
267
0
0
21 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
903
11
0
30 Jul 2024
Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection
International Workshop on Information Forensics and Security (WIFS), 2024
Vincenzo De Rosa
Fabrizio Guillaro
Giovanni Poggi
D. Cozzolino
L. Verdoliva
AAML
331
16
0
28 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
415
4
0
28 Jun 2024
Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges
Ping Liu
Qiqi Tao
Joey Tianyi Zhou
535
3
0
11 Jun 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
365
4
0
12 Apr 2024
XAI-Based Detection of Adversarial Attacks on Deepfake Detectors
Ben Pinhasov
Raz Lapid
Rony Ohayon
Moshe Sipper
Y. Aperstein
AAML
222
17
0
05 Mar 2024
Adversarially Robust Deepfake Detection via Adversarial Feature Similarity Learning
Conference on Multimedia Modeling (MMM), 2024
Sarwar Khan
AAML
335
7
0
06 Feb 2024
AVA: Inconspicuous Attribute Variation-based Adversarial Attack bypassing DeepFake Detection
IEEE Symposium on Security and Privacy (S&P), 2023
Xiangtao Meng
Li Wang
Shanqing Guo
Lei Ju
Qingchuan Zhao
AAML
278
16
0
14 Dec 2023
An adversarial attack approach for eXplainable AI evaluation on deepfake detection models
Computers & security (CS), 2023
Balachandar Gowrisankar
V. Thing
AAML
181
27
0
08 Dec 2023
Exploring the Adversarial Robustness of Face Forgery Detection with Decision-based Black-box Attacks
Knowledge-Based Systems (KBS), 2023
Zhaoyu Chen
Yue Liu
Kaixun Jiang
Shuang Wu
Shouhong Ding
Wenqiang Zhang
CVBM
AAML
452
2
0
18 Oct 2023
Factuality Challenges in the Era of Large Language Models
Isabelle Augenstein
Timothy Baldwin
Meeyoung Cha
Tanmoy Chakraborty
Giovanni Luca Ciampaglia
...
Rubén Míguez
Preslav Nakov
Dietram A. Scheufele
Shivam Sharma
Giovanni Zagni
HILM
466
54
0
08 Oct 2023
Security and Privacy on Generative Data in AIGC: A Survey
ACM Computing Surveys (ACM Comput. Surv.), 2023
Tao Wang
Yushu Zhang
Shuren Qi
Ruoyu Zhao
Zhihua Xia
Jian Weng
455
94
0
18 Sep 2023
Turn Fake into Real: Adversarial Head Turn Attacks Against Deepfake Detection
Weijie Wang
Zhengyu Zhao
Andrii Zadaianchuk
Bruno Lepri
AAML
292
3
0
03 Sep 2023
Balancing Transparency and Risk: The Security and Privacy Risks of Open-Source Machine Learning Models
Dominik Hintersdorf
Lukas Struppek
Kristian Kersting
SILM
185
6
0
18 Aug 2023
On the Vulnerability of DeepFake Detectors to Attacks Generated by Denoising Diffusion Models
Marija Ivanovska
Vitomir Štruc
DiffM
288
16
0
11 Jul 2023
Art and the science of generative AI: A deeper dive
Science (Science), 2023
Ziv Epstein
Aaron Hertzmann
L. Herman
Robert Mahari
M. Frank
...
Jessica Fjeld
Hany Farid
Neil Leach
Alex Pentland
Olga Russakovsky
315
532
0
07 Jun 2023
Challenges and Remedies to Privacy and Security in AIGC: Exploring the Potential of Privacy Computing, Blockchain, and Beyond
Chuan Chen
Zhenpeng Wu
Yan-Hao Lai
Wen-chao Ou
Tianchi Liao
Zibin Zheng
516
46
0
01 Jun 2023
SepMark: Deep Separable Watermarking for Unified Source Tracing and Deepfake Detection
ACM Multimedia (ACM MM), 2023
Xiaoshuai Wu
Xin Liao
Bo Ou
359
81
0
10 May 2023
Evading DeepFake Detectors via Adversarial Statistical Consistency
Computer Vision and Pattern Recognition (CVPR), 2023
Yang Hou
Qing Guo
Yihao Huang
Xiaofei Xie
Lei Ma
Jianjun Zhao
AAML
371
74
0
23 Apr 2023
NetFlick: Adversarial Flickering Attacks on Deep Learning Based Video Compression
Jung-Woo Chang
Nojan Sheybani
Shehzeen Samarah Hussain
Mojan Javaheripi
Seira Hidano
F. Koushanfar
AAML
167
3
0
04 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
168
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
345
29
0
21 Mar 2023
Publishing Efficient On-device Models Increases Adversarial Vulnerability
Sanghyun Hong
Nicholas Carlini
Alexey Kurakin
AAML
244
4
0
28 Dec 2022
Testing Human Ability To Detect Deepfake Images of Human Faces
Journal of Cybersecurity (JC), 2022
Sergi D. Bray
Shane D. Johnson
Bennett Kleinberg
CVBM
398
76
0
07 Dec 2022
Deep Fake Detection, Deterrence and Response: Challenges and Opportunities
Amin Azmoodeh
Ali Dehghantanha
203
4
0
26 Nov 2022
Generalizable Deepfake Detection with Phase-Based Motion Analysis
IEEE Transactions on Image Processing (IEEE TIP), 2022
Ekta Prashnani
Michael Goebel
B. S. Manjunath
289
18
0
17 Nov 2022
Digital and Physical Face Attacks: Reviewing and One Step Further
APSIPA Transactions on Signal and Information Processing (TASIP), 2022
Chen Kong
Shiqi Wang
Haoliang Li
AAML
293
40
0
29 Sep 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
249
15
0
26 Sep 2022
DF-Captcha: A Deepfake Captcha for Preventing Fake Calls
Yisroel Mirsky
245
3
0
17 Aug 2022
Consistent Attack: Universal Adversarial Perturbation on Embodied Vision Navigation
Pattern Recognition Letters (PR), 2022
Chengyang Ying
You Qiaoben
Xinning Zhou
Hang Su
Wenbo Ding
Jianyong Ai
AAML
238
14
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
273
7
0
09 Jun 2022
Metamorphic Testing-based Adversarial Attack to Fool Deepfake Detectors
International Conference on Pattern Recognition (ICPR), 2022
Nyee Thoang Lim
Meng Yi Kuan
Muxin Pu
Mei Kuan Lim
Chun Yong Chong
AAML
273
7
0
19 Apr 2022
Audio-Visual Person-of-Interest DeepFake Detection
D. Cozzolino
Alessandro Pianese
Matthias Nießner
L. Verdoliva
356
99
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
233
32
0
05 Apr 2022
Exploring Frequency Adversarial Attacks for Face Forgery Detection
Computer Vision and Pattern Recognition (CVPR), 2022
Shuai Jia
Chao Ma
Taiping Yao
Bangjie Yin
Shouhong Ding
Yunbo Wang
AAML
287
91
0
29 Mar 2022
Making DeepFakes more spurious: evading deep face forgery detection via trace removal attack
IEEE Transactions on Dependable and Secure Computing (TDSC), 2022
Chi Liu
Huajie Chen
Tianqing Zhu
Jun Zhang
Wanlei Zhou
AAML
174
41
0
22 Mar 2022
Robust Deepfake On Unrestricted Media: Generation And Detection
Trung-Nghia Le
H. Nguyen
Junichi Yamagishi
Isao Echizen
217
9
0
13 Feb 2022
D4: Detection of Adversarial Diffusion Deepfakes Using Disjoint Ensembles
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Ashish Hooda
Neal Mangaokar
Ryan Feng
Kassem Fawaz
S. Jha
Atul Prakash
343
15
0
11 Feb 2022
A War Beyond Deepfake: Benchmarking Facial Counterfeits and Countermeasures
Minh Tam Pham
T. T. Huynh
Vinh Tong
Thanh Tam Nguyen
Thanh Thi Nguyen
Hongzhi Yin
Quoc Viet Hung Nguyen
AAML
207
1
0
25 Nov 2021
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