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Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection

23 March 2022

Yong Zhang

Lingqiao Liu

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Papers citing "Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection"

50 / 54 papers shown

Title
Contrastive Desensitization Learning for Cross Domain Face Forgery Detection Lingyu Qiu Ke Jiang Xiaoyang Tan CVBM 213 0 0 27 May 2025
Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Zihan Xiong Xiaohua Wu Lei Chen Fangqi Lou 69 0 0 19 May 2025
Detecting Localized Deepfake Manipulations Using Action Unit-Guided Video Representations Tharun Anand Siva Sankar Pravin Nair AAML 84 0 0 28 Mar 2025
MVFNet: Multipurpose Video Forensics Network using Multiple Forms of Forensic Evidence Tai D. Nguyen Matthew C. Stamm 114 0 0 26 Mar 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 160 2 0 26 Nov 2024
Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 113 2 0 29 Aug 2024
Mitigating Low-Frequency Bias: Feature Recalibration and Frequency Attention Regularization for Adversarial Robustness Kejia Zhang Juanjuan Weng Yuanzheng Cai Zhiming Luo Shaozi Li AAML 144 0 0 04 Jul 2024
Semantic Contextualization of Face Forgery: A New Definition, Dataset, and Detection Method Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 106 4 0 14 May 2024
Individualized Deepfake Detection Exploiting Traces Due to Double Neural-Network Operations Mushfiqur Rahman Runze Liu Chau-Wai Wong Huaiyu Dai 82 0 0 13 Dec 2023
Compound Domain Generalization via Meta-Knowledge Encoding Chaoqi Chen Jiongcheng Li Xiaoguang Han Xiaoqing Liu Yizhou Yu AI4CE 90 60 0 24 Mar 2022
StyleHEAT: One-Shot High-Resolution Editable Talking Face Generation via Pre-trained StyleGAN Fei Yin Yong Zhang Xiaodong Cun Ming Cao Yanbo Fan Xuanxia Wang Qingyan Bai Baoyuan Wu Jue Wang Yujiu Yang CVBM 105 174 0 08 Mar 2022
High-Fidelity GAN Inversion for Image Attribute Editing Tengfei Wang Yong Zhang Yanbo Fan Jue Wang Qifeng Chen DiffM 259 250 0 14 Sep 2021
Reverse Engineering of Generative Models: Inferring Model Hyperparameters from Generated Images Vishal Asnani Xi Yin Tal Hassner Xiaoming Liu 81 70 0 15 Jun 2021
Representative Forgery Mining for Fake Face Detection Chengrui Wang Weihong Deng CVBM 72 187 0 14 Apr 2021
Improving the Efficiency and Robustness of Deepfakes Detection through Precise Geometric Features Zekun Sun Yujie Han Zeyu Hua Na Ruan Weijia Jia AAML 82 126 0 09 Apr 2021
Generalizing Face Forgery Detection with High-frequency Features Yucheng Luo Yong Zhang Junchi Yan Wei Liu CVBM 64 343 0 23 Mar 2021
Frequency-aware Discriminative Feature Learning Supervised by Single-Center Loss for Face Forgery Detection Jiaming Li Hongtao Xie Jiahong Li Zhongyuan Wang Yongdong Zhang CVBM 78 245 0 16 Mar 2021
Multi-attentional Deepfake Detection Hanqing Zhao Wenbo Zhou Dongdong Chen Tianyi Wei Weiming Zhang Nenghai Yu 3DPC 90 623 0 03 Mar 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 221 378 0 02 Mar 2021
Learning Self-Consistency for Deepfake Detection Tianchen Zhao Xiang Xu Mingze Xu Hui Ding Yuanjun Xiong Wei Xia SSL 82 272 0 16 Dec 2020
Face Forgery Detection by 3D Decomposition Xiangyu Zhu Hao Wang Hongyan Fei Zhen Lei Stan Z. Li CVBM 53 94 0 19 Nov 2020
DeepFake Detection Based on the Discrepancy Between the Face and its Context Y. Nirkin Lior Wolf Y. Keller Tal Hassner 3DPC CVBM PICV 93 178 0 27 Aug 2020
Sharp Multiple Instance Learning for DeepFake Video Detection Xiaodan Li Yining Lang YueFeng Chen Xiaofeng Mao Yuan He Shuhui Wang Hui Xue Quan Lu AAML 82 173 0 11 Aug 2020
Two-branch Recurrent Network for Isolating Deepfakes in Videos I. Masi Aditya Killekar R. Mascarenhas Shenoy Pratik Gurudatt Wael AbdAlmageed CVBM 77 370 0 08 Aug 2020
Face2Face: Real-time Face Capture and Reenactment of RGB Videos Justus Thies Michael Zollhöfer Marc Stamminger Christian Theobalt Matthias Nießner 3DH PICV CVBM 60 1,916 0 29 Jul 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 131 694 0 18 Jul 2020
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization Shujun Wang Lequan Yu Caizi Li Chi-Wing Fu Pheng-Ann Heng OOD 69 194 0 18 Jul 2020
Controllable Descendant Face Synthesis Yong Zhang Le Li Zhilei Liu Baoyuan Wu Yanbo Fan Zhifeng Li CVBM 61 6 0 26 Feb 2020
DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection Liming Jiang Ren Li Wayne Wu Chao Qian Chen Change Loy CVBM PICV 111 445 0 09 Jan 2020
Face X-ray for More General Face Forgery Detection Lingzhi Li Jianmin Bao Ting Zhang Hao Yang Dong Chen Fang Wen B. Guo PICV CVBM 71 846 0 31 Dec 2019
Adversarial AutoAugment Xinyu Zhang Qiang-qiang Wang Jian Zhang Zhaobai Zhong AAML 76 198 0 24 Dec 2019
Multi-task Learning For Detecting and Segmenting Manipulated Facial Images and Videos H. Nguyen Fuming Fang Junichi Yamagishi Isao Echizen AAML CVBM 53 438 0 17 Jun 2019
Deferred Neural Rendering: Image Synthesis using Neural Textures Justus Thies Michael Zollhöfer Matthias Nießner 3DH 82 681 0 28 Apr 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 111 2,090 0 25 Jan 2019
ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection D. Cozzolino Justus Thies Andreas Rossler Christian Riess Matthias Nießner L. Verdoliva AAML 81 269 0 06 Dec 2018
Self-Supervised GANs via Auxiliary Rotation Loss Ting Chen Xiaohua Zhai Marvin Ritter Mario Lucic N. Houlsby SSL GAN 78 302 0 27 Nov 2018
Exposing Deep Fakes Using Inconsistent Head Poses Xin Yang Yuezun Li Siwei Lyu CVBM 70 883 0 01 Nov 2018
Exposing DeepFake Videos By Detecting Face Warping Artifacts Yuezun Li Siwei Lyu AAML CVBM 62 915 0 01 Nov 2018
Capsule-Forensics: Using Capsule Networks to Detect Forged Images and Videos H. Nguyen Junichi Yamagishi Isao Echizen 55 591 0 26 Oct 2018
MesoNet: a Compact Facial Video Forgery Detection Network Darius Afchar Vincent Nozick Junichi Yamagishi Isao Echizen CVBM PICV 83 1,257 0 04 Sep 2018
AutoAugment: Learning Augmentation Policies from Data E. D. Cubuk Barret Zoph Dandelion Mané Vijay Vasudevan Quoc V. Le 135 1,774 0 24 May 2018
Two-Stream Neural Networks for Tampered Face Detection Peng Zhou Xintong Han Vlad I. Morariu L. Davis PICV CVBM 54 544 0 29 Mar 2018
Additive Margin Softmax for Face Verification Feng Wang Weiyang Liu Haijun Liu Jian Cheng CVBM 95 1,274 0 17 Jan 2018
Synthetic Data Augmentation using GAN for Improved Liver Lesion Classification Maayan Frid-Adar Eyal Klang Michal Amitai Jacob Goldberger H. Greenspan MedIm GAN 67 702 0 08 Jan 2018
The Effectiveness of Data Augmentation in Image Classification using Deep Learning Luis Perez Jason Wang 82 2,793 0 13 Dec 2017
Data Augmentation Generative Adversarial Networks Antreas Antoniou Amos Storkey Harrison Edwards MedIm GAN 138 1,073 0 12 Nov 2017
A Bayesian Data Augmentation Approach for Learning Deep Models Toan M. Tran Trung T. Pham G. Carneiro L. Palmer Ian Reid 65 233 0 29 Oct 2017
Improved Regularization of Convolutional Neural Networks with Cutout Terrance Devries Graham W. Taylor 119 3,773 0 15 Aug 2017
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 315 12,117 0 19 Jun 2017
DeLiGAN : Generative Adversarial Networks for Diverse and Limited Data Swaminathan Gurumurthy Ravi Kiran Sarvadevabhatla R. Venkatesh Babu GAN 69 272 0 07 Jun 2017