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

23 March 2022

Yong Zhang

Lingqiao Liu

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

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Title
Exposing the Deception: Uncovering More Forgery Clues for Deepfake Detection Zhongjie Ba Qingyu Liu Zhenguang Liu Shuang Wu Feng Lin Liwang Lu Kui Ren AAML 28 33 0 04 Mar 2024
CLIPping the Deception: Adapting Vision-Language Models for Universal Deepfake Detection Sohail Ahmed Khan Duc-Tien Dang-Nguyen VLM 14 17 0 20 Feb 2024
Masked Conditional Diffusion Model for Enhancing Deepfake Detection Tiewen Chen Shanmin Yang Shu Hu Zhenghan Fang Ying Fu Xi Wu Xin Wang DiffM 13 4 0 01 Feb 2024
Diffusion Facial Forgery Detection Harry Cheng Yangyang Guo Tianyi Wang L. Nie Mohan S. Kankanhalli 56 16 0 29 Jan 2024
LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection Dat Nguyen Nesryne Mejri I. Singh Polina Kuleshova Marcella Astrid Anis Kacem Enjie Ghorbel Djamila Aouada 16 25 0 24 Jan 2024
Delocate: Detection and Localization for Deepfake Videos with Randomly-Located Tampered Traces Juan Hu Xin Liao Difei Gao Satoshi Tsutsui Qian Wang Zheng Qin Mike Zheng Shou 13 4 0 24 Jan 2024
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 17 3 0 17 Dec 2023
Individualized Deepfake Detection Exploiting Traces Due to Double Neural-Network Operations Mushfiqur Rahman Runze Liu Chau-Wai Wong Huaiyu Dai 34 0 0 13 Dec 2023
Tracing Hyperparameter Dependencies for Model Parsing via Learnable Graph Pooling Network Xiao Guo Vishal Asnani Sijia Liu Xiaoming Liu 18 5 0 03 Dec 2023
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection Zhiyuan Yan Yuhao Luo Siwei Lyu Qingshan Liu Baoyuan Wu 8 52 0 19 Nov 2023
Towards Unified and Effective Domain Generalization Yiyuan Zhang Kaixiong Gong Xiaohan Ding Kaipeng Zhang Fangrui Lv Kurt Keutzer Xiangyu Yue AI4CE OOD FedML 15 4 0 16 Oct 2023
Activate and Reject: Towards Safe Domain Generalization under Category Shift Chaoqi Chen Luyao Tang Leitian Tao Hong-Yu Zhou Yue Huang Xiaoguang Han Yizhou Yu OOD 12 10 0 07 Oct 2023
MIS-AVoiDD: Modality Invariant and Specific Representation for Audio-Visual Deepfake Detection Vinaya Sree Katamneni A. Rattani 17 11 0 03 Oct 2023
Locate and Verify: A Two-Stream Network for Improved Deepfake Detection Chao Shuai Jieming Zhong Shuang Wu Feng Lin Zhibo Wang Zhongjie Ba Zhenguang Liu Lorenzo Cavallaro Kui Ren 20 9 0 20 Sep 2023
DFIL: Deepfake Incremental Learning by Exploiting Domain-invariant Forgery Clues Kun Pan Yifang Yin Yao Wei Feng Lin Zhongjie Ba Zhenguang Liu Zhibo Wang Lorenzo Cavallaro Kui Ren CLL 33 4 0 18 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 12 2 0 09 Sep 2023
Attending Generalizability in Course of Deep Fake Detection by Exploring Multi-task Learning P. Balaji Abhijit Das Srijan Das A. Dantcheva CVBM 9 4 0 25 Aug 2023
Domain Generalization via Rationale Invariance Liang Chen Yong Zhang Yibing Song A. Hengel Lingqiao Liu OOD 15 8 0 22 Aug 2023
Recap: Detecting Deepfake Video with Unpredictable Tampered Traces via Recovering Faces and Mapping Recovered Faces Juan Hu Xin Liao Difei Gao Satoshi Tsutsui Qian Wang Zheng Qin Mike Zheng Shou CVBM AAML 11 1 0 19 Aug 2023
RFDforFin: Robust Deep Forgery Detection for GAN-generated Fingerprint Images Huixin Miao Yuanfang Guo Yun-an Wang 24 2 0 18 Aug 2023
Towards General Visual-Linguistic Face Forgery Detection Ke Sun Shen Chen Taiping Yao Haozhe Yang Xiaoshuai Sun Shouhong Ding R. Ji 11 12 0 31 Jul 2023
Self-Supervised Graph Transformer for Deepfake Detection Aminollah Khormali Ji Yuan ViT 11 7 0 27 Jul 2023
A Unified Framework for Modality-Agnostic Deepfakes Detection Cai Yu Peng-Wen Chen Jiahe Tian Jin Liu Jiao Dai Xi Wang Yesheng Chai Shan Jia Siwei Lyu Jizhong Han 11 0 0 26 Jul 2023
Controllable Guide-Space for Generalizable Face Forgery Detection Yingjie Guo Cheng Zhen Pengfei Yan CVBM AAML 13 19 0 26 Jul 2023
Towards Generalizable Deepfake Detection by Primary Region Regularization Harry Cheng Yangyang Guo Tianyi Wang Liqiang Nie Mohan S. Kankanhalli 17 0 0 24 Jul 2023
Efficient Region-Aware Neural Radiance Fields for High-Fidelity Talking Portrait Synthesis Jiahe Li Jiawei Zhang Xiao Bai Jun Zhou L. Gu 3DH 13 61 0 18 Jul 2023
Reinforced Disentanglement for Face Swapping without Skip Connection Xiaohang Ren Xingyu Chen Pengfei Yao Harry Shum Baoyuan Wang CVBM 22 8 0 16 Jul 2023
TALL: Thumbnail Layout for Deepfake Video Detection Yuting Xu Jian Liang Gengyun Jia Ziming Yang Yanhao Zhang R. He ViT 33 51 0 14 Jul 2023
DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection Zhi Yan Yong Zhang Xinhang Yuan Siwei Lyu Baoyuan Wu ELM 11 64 0 04 Jul 2023
NPVForensics: Jointing Non-critical Phonemes and Visemes for Deepfake Detection Yu Chen Yang Yu R. Ni Yao-Min Zhao Haoliang Li 22 2 0 12 Jun 2023
Recent Advances of Local Mechanisms in Computer Vision: A Survey and Outlook of Recent Work Qiangchang Wang Yilong Yin 18 0 0 02 Jun 2023
DeepFake-Adapter: Dual-Level Adapter for DeepFake Detection Rui Shao Tianxing Wu Liqiang Nie Ziwei Liu 11 11 0 01 Jun 2023
Multi-spectral Class Center Network for Face Manipulation Detection and Localization Changtao Miao Qi Chu Zhentao Tan Zhenchao Jin Tao Gong Wanyi Zhuang Yuehua Wu B. Liu Honggang Hu Nenghai Yu CVBM 42 4 0 18 May 2023
Undercover Deepfakes: Detecting Fake Segments in Videos Sanjay Saha Rashindrie Perera Sachith Seneviratne T. Malepathirana Sanka Rasnayaka Deshani Geethika Terence Sim Saman K. Halgamuge DiffM 17 6 0 11 May 2023
SepMark: Deep Separable Watermarking for Unified Source Tracing and Deepfake Detection Xiaoshuai Wu Xin Liao Bo Ou 22 35 0 10 May 2023
UCF: Uncovering Common Features for Generalizable Deepfake Detection Zhiyuan Yan Yong Zhang Yanbo Fan Baoyuan Wu 55 93 0 27 Apr 2023
Improved Test-Time Adaptation for Domain Generalization Liang Chen Yong Zhang Yibing Song Ying Shan Lingqiao Liu TTA OOD 11 45 0 10 Apr 2023
Real Face Foundation Representation Learning for Generalized Deepfake Detection Liang Shi Jie M. Zhang Shiguang Shan CVBM 28 7 0 15 Mar 2023
Mover: Mask and Recovery based Facial Part Consistency Aware Method for Deepfake Video Detection Juan Hu Xin Liao Difei Gao Satoshi Tsutsui Qian Wang Zheng Qin Mike Zheng Shou AAML 9 4 0 03 Mar 2023
Learning to mask: Towards generalized face forgery detection Jianwei Fei Yunshu Dai Huaming Wang Zhihua Xia AAML CVBM 11 0 0 29 Dec 2022
Fighting Malicious Media Data: A Survey on Tampering Detection and Deepfake Detection Junke Wang Zhenxin Li Chao Zhang Jingjing Chen Zuxuan Wu Larry S. Davis Yueping Jiang AAML 19 5 0 12 Dec 2022
SeeABLE: Soft Discrepancies and Bounded Contrastive Learning for Exposing Deepfakes Nicolas Larue Ngoc-Son Vu Vitomir Štruc Peter Peer V. Christophides AAML 20 27 0 21 Nov 2022
Implicit Identity Leakage: The Stumbling Block to Improving Deepfake Detection Generalization S. Dong Jin Wang Renhe Ji Jiajun Liang Haoqiang Fan Zheng Ge 14 108 0 26 Oct 2022
Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization Chaoqi Chen Luyao Tang Feng Liu Gangming Zhao Yue Huang Yizhou Yu 17 31 0 14 Oct 2022
Benchmarking Joint Face Spoofing and Forgery Detection with Visual and Physiological Cues Zitong Yu Rizhao Cai Zhi Li Wenhan Yang Jingang Shi Alex C. Kot AAML CVBM 19 28 0 10 Aug 2022
Multi-Forgery Detection Challenge 2022: Push the Frontier of Unconstrained and Diverse Forgery Detection Jianshu Li Man Luo Jian Liu Tao Chen Chengjie Wang ... Bo Liu Mingyu Guo Ying Guo Y. Ao Pengfei Gao 6 0 0 27 Jul 2022
Detecting Deepfake by Creating Spatio-Temporal Regularity Disruption Jiazhi Guan Hang Zhou Mingming Gong Errui Ding Jingdong Wang Youjian Zhao 14 10 0 21 Jul 2022
Block shuffling learning for Deepfake Detection Sitong Liu Z. Lian Siqi Gu Liang Xiao AAML 18 6 0 06 Feb 2022
High-Fidelity GAN Inversion for Image Attribute Editing Tengfei Wang Yong Zhang Yanbo Fan Jue Wang Qifeng Chen DiffM 189 243 0 14 Sep 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 145 357 0 02 Mar 2021