Countering Malicious DeepFakes: Survey, Battleground, and Horizon

27 February 2021

Yang Liu

Papers citing "Countering Malicious DeepFakes: Survey, Battleground, and Horizon"

50 / 59 papers shown

Title
NullSwap: Proactive Identity Cloaking Against Deepfake Face Swapping Tianyi Wang Harry Cheng Xiao Zhang Yinglong Wang PICV 77 0 0 24 Mar 2025
FIRE: Robust Detection of Diffusion-Generated Images via Frequency-Guided Reconstruction Error Beilin Chu Xuan Xu Xin Wang Y. Zhang Weike You Linna Zhou DiffM 100 1 0 10 Dec 2024
Conceptwm: A Diffusion Model Watermark for Concept Protection Liangqi Lei Keke Gai Jing Yu Liehuang Zhu Qi Wu WIGM 87 2 0 18 Nov 2024
Herd Mentality in Augmentation -- Not a Good Idea! A Robust Multi-stage Approach towards Deepfake Detection Monu Rohan Raju Dhanakshirur 21 0 0 07 Oct 2024
Deep Learning Technology for Face Forgery Detection: A Survey Lixia Ma Puning Yang Yuting Xu Ziming Yang Peipei Li Huaibo Huang 42 1 0 22 Sep 2024
Tex-ViT: A Generalizable, Robust, Texture-based dual-branch cross-attention deepfake detector Deepak Dagar Dinesh Kumar Vishwakarma ViT 35 0 0 29 Aug 2024
PID: Prompt-Independent Data Protection Against Latent Diffusion Models Ang Li Yichuan Mo Mingjie Li Yisen Wang AAML 43 2 0 14 Jun 2024
Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges Ping Liu Qiqi Tao Joey Tianyi Zhou 50 0 0 11 Jun 2024
Text Modality Oriented Image Feature Extraction for Detecting Diffusion-based DeepFake Di Yang Yihao Huang Qing-Wu Guo Felix Juefei Xu Xiaojun Jia Run Wang G. Pu Yang Liu DiffM 32 0 0 28 May 2024
A Timely Survey on Vision Transformer for Deepfake Detection Zhikan Wang Zhongyao Cheng Jiajie Xiong Xun Xu Tianrui Li B. Veeravalli Xulei Yang 32 5 0 14 May 2024
PolyGlotFake: A Novel Multilingual and Multimodal DeepFake Dataset Yang Hou Haitao Fu Chuankai Chen Zida Li Haoyu Zhang Jianjun Zhao 29 3 0 14 May 2024
Are Watermarks Bugs for Deepfake Detectors? Rethinking Proactive Forensics Xiaoshuai Wu Xin Liao Bo Ou Yuling Liu Zheng Qin WIGM 35 9 0 27 Apr 2024
Hierarchical Invariance for Robust and Interpretable Vision Tasks at Larger Scales Shuren Qi Yushu Zhang Chao Wang Zhihua Xia Xiaochun Cao Jian Weng 18 1 0 23 Feb 2024
Deepfake Detection and the Impact of Limited Computing Capabilities Paloma Cantero-Arjona Alfonso Sánchez-Macián 33 2 0 08 Feb 2024
Lips Are Lying: Spotting the Temporal Inconsistency between Audio and Visual in Lip-Syncing DeepFakes Weifeng Liu Tianyi She Jiawei Liu Run Wang Dongyu Yao Ziyou Liang 30 5 0 28 Jan 2024
Unified Frequency-Assisted Transformer Framework for Detecting and Grounding Multi-Modal Manipulation Huan Liu Zichang Tan Qiang Chen Yunchao Wei Yao-Min Zhao Jingdong Wang 31 8 0 18 Sep 2023
Contrast-Phys+: Unsupervised and Weakly-supervised Video-based Remote Physiological Measurement via Spatiotemporal Contrast Zhaodong Sun Xiaobai Li 30 30 0 13 Sep 2023
Real-time Detection of AI-Generated Speech for DeepFake Voice Conversion Jordan J. Bird Ahmad Lotfi 11 16 0 24 Aug 2023
What can Discriminator do? Towards Box-free Ownership Verification of Generative Adversarial Network Zi-Shun Huang Boheng Li Yan Cai Run Wang Shangwei Guo Liming Fang Jing Chen Lina Wang 30 11 0 29 Jul 2023
Improving Fairness in Deepfake Detection Yan Ju Shu Hu Shan Jia George H. Chen Siwei Lyu 21 31 0 29 Jun 2023
Evading Forensic Classifiers with Attribute-Conditioned Adversarial Faces Fahad Shamshad K. Srivatsan Karthik Nandakumar AAML CVBM 24 6 0 22 Jun 2023
SepMark: Deep Separable Watermarking for Unified Source Tracing and Deepfake Detection Xiaoshuai Wu Xin Liao Bo Ou 24 37 0 10 May 2023
Towards Prompt-robust Face Privacy Protection via Adversarial Decoupling Augmentation Framework Ruijia Wu Yuhang Wang Huafeng Shi Zhipeng Yu Yichao Wu Ding Liang DiffM 26 9 0 06 May 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
Anti-DreamBooth: Protecting users from personalized text-to-image synthesis T. Le Hao Phung Thuan Hoang Nguyen Quan Dao Ngoc N. Tran Anh Tran 24 91 0 27 Mar 2023
Feature Extraction Matters More: Universal Deepfake Disruption through Attacking Ensemble Feature Extractors Long Tang Dengpan Ye Zhenhao Lu Yunming Zhang Shengshan Hu Yue Xu Chuanxi Chen AAML 39 9 0 01 Mar 2023
Visual Realism Assessment for Face-swap Videos Xianyun Sun Bei Dong Caiyong Wang Bo Peng Jing Dong CVBM 14 2 0 02 Feb 2023
Representing Noisy Image Without Denoising Shuren Qi Yushu Zhang Chao Wang Tao Xiang Xiaochun Cao Yong Xiang 13 1 0 18 Jan 2023
Deep Fake Detection, Deterrence and Response: Challenges and Opportunities Amin Azmoodeh Ali Dehghantanha 29 2 0 26 Nov 2022
Digital and Physical Face Attacks: Reviewing and One Step Further Chen Kong Shiqi Wang Haoliang Li AAML 55 23 0 29 Sep 2022
Anti-Forgery: Towards a Stealthy and Robust DeepFake Disruption Attack via Adversarial Perceptual-aware Perturbations Run Wang Zi-Shun Huang Zhikai Chen Li Liu Jing Chen Lina Wang AAML 14 47 0 01 Jun 2022
A comprehensive survey on semantic facial attribute editing using generative adversarial networks A. Nickabadi Maryam Saeedi Fard Nastaran Moradzadeh Farid Najmeh Mohammadbagheri CVBM GAN EGVM 38 9 0 21 May 2022
Expressive Talking Head Video Encoding in StyleGAN2 Latent-Space Trevine Oorloff Yaser Yacoob VGen 27 3 0 28 Mar 2022
UVCGAN: UNet Vision Transformer cycle-consistent GAN for unpaired image-to-image translation D. Torbunov Yi Huang Haiwang Yu Jin-zhi Huang Shinjae Yoo Meifeng Lin B. Viren Yihui Ren ViT 25 79 0 04 Mar 2022
GAN-generated Faces Detection: A Survey and New Perspectives Xin Wang Hui Guo Shu Hu Ming-Ching Chang Siwei Lyu CVBM 24 63 0 15 Feb 2022
A Review of Deep Learning-based Approaches for Deepfake Content Detection L. A. Passos D. Jodas K. Costa Luis A. Souza Júnior Douglas Rodrigues Javier Del Ser Danilo Colombo João Paulo Papa AAML 32 51 0 12 Feb 2022
ArchRepair: Block-Level Architecture-Oriented Repairing for Deep Neural Networks Hua Qi Zhijie Wang Qing-Wu Guo Jianlang Chen Felix Juefei Xu L. Ma Jianjun Zhao AAML AI4CE 22 16 0 26 Nov 2021
Finding Facial Forgery Artifacts with Parts-Based Detectors S. Schwarcz Rama Chellappa CVBM 72 22 0 21 Sep 2021
DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning S. Zobaed Md Fazle Rabby Md Istiaq Hossain E. Hossain Sazib Hasan Asif Karim Khan Md. Hasib AAML 38 14 0 07 Sep 2021
AVA: Adversarial Vignetting Attack against Visual Recognition Binyu Tian Felix Juefei Xu Qing-Wu Guo Xiaofei Xie Xiaohong Li Yang Liu AAML 13 31 0 12 May 2021
Spatial-Phase Shallow Learning: Rethinking Face Forgery Detection in Frequency Domain Honggu Liu Xiaodan Li Wenbo Zhou YueFeng Chen Yuan He Hui Xue Weiming Zhang Nenghai Yu CVBM 162 360 0 02 Mar 2021
Auto-Exposure Fusion for Single-Image Shadow Removal Lan Fu Changqing Zhou Qing-Wu Guo Felix Juefei Xu Hongkai Yu Wei Feng Yang Liu Song Wang CVBM 76 129 0 01 Mar 2021
Towards Solving the DeepFake Problem : An Analysis on Improving DeepFake Detection using Dynamic Face Augmentation Sowmen Das Selim S. Seferbekov Arup Datta Md. Saiful Islam Md Ruhul Amin CVBM 34 64 0 18 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 298 3,700 0 11 Feb 2021
WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection Bojia Zi Minghao Chang Jingjing Chen Xingjun Ma Yu-Gang Jiang CVBM 80 373 0 05 Jan 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 227 2,428 0 04 Jan 2021
FakeTagger: Robust Safeguards against DeepFake Dissemination via Provenance Tracking Run Wang Felix Juefei Xu Mengqing Luo Yang Liu Lina Wang 33 72 0 21 Sep 2020
Bias Field Poses a Threat to DNN-based X-Ray Recognition Binyu Tian Qing-Wu Guo Felix Juefei Xu W. L. Chan Yupeng Cheng Xiaohong Li Xiaofei Xie Shengchao Qin AAML AI4CE 26 33 0 19 Sep 2020
Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering Yihao Huang Felix Juefei Xu Qing-Wu Guo Yang Liu G. Pu 22 20 0 19 Sep 2020
Privacy-Protection Drone Patrol System based on Face Anonymization Harim Lee M. Kim Yeongjun Kim Hyeonsu Lyu H. Yang CVBM PICV 27 14 0 29 May 2020