Contrastive Desensitization Learning for Cross Domain Face Forgery Detection

27 May 2025

Papers citing "Contrastive Desensitization Learning for Cross Domain Face Forgery Detection"

35 / 35 papers shown

Title
DomainForensics: Exposing Face Forgery across Domains via Bi-directional Adaptation Qingxuan Lv Yuezun Li Junyu Dong Sheng Chen Hui Yu Huiyu Zhou Shu Zhang AAML 73 6 0 17 Dec 2023
GazeForensics: DeepFake Detection via Gaze-guided Spatial Inconsistency Learning Qinlin He Chunlei Peng Decheng Liu Nannan Wang Xinbo Gao 64 6 0 13 Nov 2023
Locate and Verify: A Two-Stream Network for Improved Deepfake Detection Chao Shuai Jieming Zhong Shuang Wu Feng Lin Peng Kuang Zhongjie Ba Zhenguang Liu Lorenzo Cavallaro Kui Ren 88 35 0 20 Sep 2023
Self-Supervised Transformer with Domain Adaptive Reconstruction for General Face Forgery Video Detection Daichi Zhang Zihao Xiao Jianmin Li Shiming Ge CVBM ViT 61 2 0 09 Sep 2023
Real Face Foundation Representation Learning for Generalized Deepfake Detection Liang Shi Jie Zhang Shiguang Shan CVBM 90 9 0 15 Mar 2023
Graph Reasoning Transformer for Image Parsing Dong Zhang Jinhui Tang Kwang-Ting Cheng ViT 66 18 0 20 Sep 2022
Detecting Deepfakes with Self-Blended Images Kaede Shiohara T. Yamasaki 81 316 0 18 Apr 2022
Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection Liang Chen Yong Zhang Yibing Song Lingqiao Liu Jue Wang AAML 137 211 0 23 Mar 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis Maja Pantic CVBM 121 133 0 18 Jan 2022
MixStyle Neural Networks for Domain Generalization and Adaptation Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang OOD TTA 79 87 0 05 Jul 2021
Beyond the Spectrum: Detecting Deepfakes via Re-Synthesis Yang He Ning Yu Margret Keuper Mario Fritz 75 70 0 29 May 2021
Representative Forgery Mining for Fake Face Detection Chengrui Wang Weihong Deng CVBM 92 189 0 14 Apr 2021
Generalizing Face Forgery Detection with High-frequency Features Yucheng Luo Yong Zhang Junchi Yan Wei Liu CVBM 78 347 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 82 245 0 16 Mar 2021
Multi-attentional Deepfake Detection Hanqing Zhao Wenbo Zhou Dongdong Chen Tianyi Wei Weiming Zhang Nenghai Yu 3DPC 136 629 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 237 379 0 02 Mar 2021
WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection Bojia Zi Minghao Chang Jingjing Chen Xingjun Ma Yu-Gang Jiang CVBM 153 394 0 05 Jan 2021
Face2Face: Real-time Face Capture and Reenactment of RGB Videos Justus Thies Michael Zollhöfer Marc Stamminger Christian Theobalt Matthias Nießner 3DH PICV CVBM 82 1,920 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 141 697 0 18 Jul 2020
DeepFake Detection: Current Challenges and Next Steps Siwei Lyu 92 167 0 11 Mar 2020
DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection Ruben Tolosana R. Vera-Rodríguez Julian Fierrez Aythami Morales J. Ortega-Garcia 3DPC CVBM 120 801 0 01 Jan 2020
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 219 1,087 0 27 Sep 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 134 2,107 0 25 Jan 2019
ReenactGAN: Learning to Reenact Faces via Boundary Transfer Wayne Wu Yunxuan Zhang Cheng Li Chao Qian Chen Change Loy CVBM ViT 87 201 0 29 Jul 2018
Two-Stream Neural Networks for Tampered Face Detection Peng Zhou Xintong Han Vlad I. Morariu L. Davis PICV CVBM 59 545 0 29 Mar 2018
Learning to Generalize: Meta-Learning for Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 134 1,439 0 10 Oct 2017
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization Xun Huang Serge J. Belongie OOD 205 4,383 0 20 Mar 2017
Improved Texture Networks: Maximizing Quality and Diversity in Feed-forward Stylization and Texture Synthesis Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky OOD 122 797 0 09 Jan 2017
Demystifying Neural Style Transfer Yanghao Li Naiyan Wang Jiaying Liu Xiaodi Hou 97 521 0 04 Jan 2017
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 629 20,263 0 07 Oct 2016
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.6K 14,678 0 07 Oct 2016
Texture Networks: Feed-forward Synthesis of Textures and Stylized Images Dmitry Ulyanov V. Lebedev Andrea Vedaldi Victor Lempitsky 3DH 69 948 0 10 Mar 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.5K 150,661 0 22 Dec 2014
Efficient Learning of Domain-invariant Image Representations Judy Hoffman E. Rodner Jeff Donahue Trevor Darrell Kate Saenko OOD 123 294 0 15 Jan 2013
Marginalized Denoising Autoencoders for Domain Adaptation Minmin Chen Z. Xu Kilian Q. Weinberger Fei Sha 129 818 0 18 Jun 2012