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"

32 / 82 papers shown

Title
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 141 15 0 11 Feb 2022
A Black-box NLP Classifier Attacker Yueyang Liu Hunmin Lee Yong Deng AAML 59 6 0 22 Dec 2021
Watch Those Words: Video Falsification Detection Using Word-Conditioned Facial MotionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021 S. Agarwal Liwen Hu Evonne Ng Trevor Darrell Hao Li Anna Rohrbach AAML 83 23 0 21 Dec 2021
TnT Attacks! Universal Naturalistic Adversarial Patches Against Deep Neural Network Systems Bao Gia Doan Minhui Xue Shiqing Ma Ehsan Abbasnejad Damith C. Ranasinghe AAML 235 65 0 19 Nov 2021
WaveFake: A Data Set to Facilitate Audio Deepfake Detection Joel Frank Lea Schonherr DiffM 266 164 0 04 Nov 2021
ML4ML: Automated Invariance Testing for Machine Learning ModelsInternational Conference on Artificial Intelligence Testing (ICAIT), 2021 Zukang Liao Pengfei Zhang Min Chen VLM 111 3 0 27 Sep 2021
DeepFakes: Detecting Forged and Synthetic Media Content Using Machine LearningAdvanced Sciences and Technologies for Security Applications (ASTSA), 2021 S. Zobaed Md Fazle Rabby Md Istiaq Hossain Ekram Hossain Sazib Hasan Asif Karim Khan Md. Hasib AAML 116 19 0 07 Sep 2021
Understanding the Security of Deepfake Detection Xiaoyu Cao Neil Zhenqiang Gong AAML 130 19 0 05 Jul 2021
Imperceptible Adversarial Examples for Fake Image DetectionIEEE International Conference on Multimedia and Expo (ICME), 2019 Quanyu Liao Yuezun Li Xiaoqiang Guo Bin Kong Yingxin Zhu Jianlei Liu Zhuqing Jiang Qi Song Xi Wu AAML 184 34 0 03 Jun 2021
An Examination of Fairness of AI Models for Deepfake DetectionInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Loc Trinh Wenshu Fan CVBM 185 46 0 02 May 2021
Making Generated Images Hard To Spot: A Transferable Attack On Synthetic Image Detectors Xinwei Zhao Matthew C. Stamm AAML 152 6 0 25 Apr 2021
Rethinking Image-Scaling Attacks: The Interplay Between Vulnerabilities in Machine Learning SystemsInternational Conference on Machine Learning (ICML), 2021 Yue Gao Ilia Shumailov Kassem Fawaz AAML 228 12 0 18 Apr 2021
MagDR: Mask-guided Detection and Reconstruction for Defending DeepfakesComputer Vision and Pattern Recognition (CVPR), 2021 Zhikai Chen Lingxi Xie Zehao Wu Yong He Bo Zhang AAML 159 35 0 26 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 300 152 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 437 382 0 25 Feb 2021
Transdisciplinary AI Observatory -- Retrospective Analyses and Future-Oriented Contradistinctions Nadisha-Marie Aliman L. Kester Roman V. Yampolskiy 166 15 0 26 Nov 2020
Adversarial Threats to DeepFake Detection: A Practical Perspective Paarth Neekhara Brian Dolhansky Joanna Bitton Cristian Canton Ferrer AAML 131 101 0 19 Nov 2020
A Survey of Machine Learning Techniques in Adversarial Image ForensicsComputers & security (CS), 2020 Ehsan Nowroozi Ali Dehghantanha R. Parizi K. Choo AAML 99 78 0 19 Oct 2020
Exposing GAN-generated Faces Using Inconsistent Corneal Specular HighlightsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020 Shu Hu Yuezun Li Siwei Lyu CVBM GAN 148 114 0 24 Sep 2020
FakeTagger: Robust Safeguards against DeepFake Dissemination via Provenance TrackingACM Multimedia (ACM MM), 2020 Run Wang Felix Juefei Xu Mengqing Luo Yang Liu Lina Wang 188 91 0 21 Sep 2020
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data HidingIEEE Symposium on Security and Privacy (IEEE S&P), 2020 Sahar Abdelnabi Mario Fritz WaLM 176 179 0 07 Sep 2020
What makes fake images detectable? Understanding properties that generalize Lucy Chai David Bau Ser-Nam Lim Phillip Isola AAML WIGM 140 373 0 24 Aug 2020
On Attribution of Deepfakes Baiwu Zhang Jin Peng Zhou Ilia Shumailov Nicolas Papernot WIGM 97 11 0 20 Aug 2020
Artificial Fingerprinting for Generative Models: Rooting Deepfake Attribution in Training DataIEEE International Conference on Computer Vision (ICCV), 2020 Ning Yu Vladislav Skripniuk Sahar Abdelnabi Mario Fritz WIGM 296 256 0 16 Jul 2020
Defending against GAN-based Deepfake Attacks via Transformation-aware Adversarial FacesIEEE International Joint Conference on Neural Network (IJCNN), 2020 Chaofei Yang Lei Ding Yiran Chen Xue Yang AAML 106 53 0 12 Jun 2020
Robust Face Verification via Disentangled Representations Marius Arvinte Ahmed H. Tewfik S. Vishwanath CVBM 75 1 0 05 Jun 2020
Adversarial Perturbations Fool Deepfake DetectorsIEEE International Joint Conference on Neural Network (IJCNN), 2020 Apurva Gandhi Shomik Jain AAML 144 115 0 24 Mar 2020
Leveraging Frequency Analysis for Deep Fake Image RecognitionInternational Conference on Machine Learning (ICML), 2020 Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 316 686 0 19 Mar 2020
Media Forensics and DeepFakes: an overviewIEEE Journal on Selected Topics in Signal Processing (JSTSP), 2020 L. Verdoliva 208 637 0 18 Jan 2020
DeepFakes and Beyond: A Survey of Face Manipulation and Fake DetectionInformation Fusion (Inf. Fusion), 2020 Ruben Tolosana R. Vera-Rodríguez Julian Fierrez Aythami Morales J. Ortega-Garcia 3DPC CVBM 226 887 0 01 Jan 2020
SpoC: Spoofing Camera Fingerprints D. Cozzolino Justus Thies Andreas Rossler Matthias Nießner L. Verdoliva 156 40 0 27 Nov 2019
Deep Learning for Deepfakes Creation and Detection: A SurveyComputer Vision and Image Understanding (CVIU), 2019 Thanh Thi Nguyen Quoc Viet Hung Nguyen Dung Nguyen D. Nguyen Thien Huynh-The S. Nahavandi Thanh Tam Nguyen Quoc-Viet Pham Cu Nguyen 237 510 0 25 Sep 2019