Dual Contrastive Learning for General Face Forgery Detection

27 December 2021

Papers citing "Dual Contrastive Learning for General Face Forgery Detection"

50 / 71 papers shown

Title
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Tharindu Fernando Clinton Fookes S. Sridharan Simon Denman 41 0 0 08 May 2025
$FA^{3}-CLIP: Frequency-Aware Cues Fusion and Attack-Agnostic Prompt Learning for Unified Face Attack Detection$ FA^{3}-CLIP: Frequency-Aware Cues Fusion and Attack-Agnostic Prompt Learning for Unified Face Attack Detection Y. Li Ning Li Ajian Liu Hui Ma Liying Yang Xihong Chen Zhiyao Liang Yanyan Liang Jun Wan Zhen Lei AAML 58 0 0 01 Apr 2025
D2Fusion: Dual-domain Fusion with Feature Superposition for Deepfake Detection Xueqi Qiu Xingyu Miao Fan Wan Haoran Duan Tejal Shah Varun Ojhab Yang Longa R. Ranjan 55 0 0 21 Mar 2025
Reduced Spatial Dependency for More General Video-level Deepfake Detection Beilin Chu Xuan Xu Y. Zhang Weike You Linna Zhou 52 1 0 05 Mar 2025
Deepfake Detection via Knowledge Injection Tonghui Li Yuanfang Guo Z. Liu Heqi Peng Yunhong Wang 51 2 0 04 Mar 2025
Towards General Visual-Linguistic Face Forgery Detection(V2) Ke Sun Shen Chen Taiping Yao Ziyin Zhou Jiayi Ji Xiaoshuai Sun Chia-Wen Lin Rongrong Ji 67 2 0 28 Feb 2025
WMamba: Wavelet-based Mamba for Face Forgery Detection Siran Peng Tianshuo Zhang Li Gao Xiangyu Zhu H. M. Zhang Kai Pang Zhen Lei Mamba 73 2 0 17 Jan 2025
Forensics Adapter: Adapting CLIP for Generalizable Face Forgery Detection Xinjie Cui Y. Li Ao Luo Jiaran Zhou Junyu Dong 122 4 0 29 Nov 2024
LampMark: Proactive Deepfake Detection via Training-Free Landmark Perceptual Watermarks Tianyi Wang Mengxiao Huang Harry Cheng Xiao Zhang Zhiqi Shen 80 5 0 26 Nov 2024
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 110 1 0 26 Nov 2024
DIP: Diffusion Learning of Inconsistency Pattern for General DeepFake Detection Fan Nie Jiangqun Ni Jian Zhang Bin Zhang Weizhe Zhang DiffM 34 1 0 31 Oct 2024
Capture Artifacts via Progressive Disentangling and Purifying Blended Identities for Deepfake Detection Weijie Zhou Xiaoqing Luo Zhancheng Zhang Jiachen He Xiaojun Wu 26 1 0 14 Oct 2024
HyperDet: Generalizable Detection of Synthesized Images by Generating and Merging A Mixture of Hyper LoRAs Huangsen Cao Yongwei Wang Yinfeng Liu Sixian Zheng Kangtao Lv Zhimeng Zhang Bo Zhang Xin Ding Fei Wu 28 1 0 08 Oct 2024
Fake It till You Make It: Curricular Dynamic Forgery Augmentations towards General Deepfake Detection Yuzhen Lin Wentang Song Bin Li Yuezun Li Jiangqun Ni Han Chen Qiushi Li 29 13 0 22 Sep 2024
Learning to Discover Forgery Cues for Face Forgery Detection Jiahe Tian Peng-Wen Chen Cai Yu Xiaomeng Fu Xi Wang Jiao Dai Jizhong Han CVBM AAML 32 6 0 02 Sep 2024
Generalizing Deepfake Video Detection with Plug-and-Play: Video-Level Blending and Spatiotemporal Adapter Tuning Zhiyuan Yan Yandan Zhao Shen Chen Xinghe Fu Taiping Yao Shouhong Ding Li Yuan 40 8 0 30 Aug 2024
Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 32 2 0 29 Aug 2024
Open-Set Deepfake Detection: A Parameter-Efficient Adaptation Method with Forgery Style Mixture Chenqi Kong Anwei Luo Peijun Bao Haoliang Li Renjie Wan Zengwei Zheng Anderson de Rezende Rocha Alex C. Kot AAML 34 3 0 23 Aug 2024
StealthDiffusion: Towards Evading Diffusion Forensic Detection through Diffusion Model Ziyin Zhou Ke Sun Zhongxi Chen Huafeng Kuang Xiaoshuai Sun Rongrong Ji AAML DiffM 57 2 0 11 Aug 2024
GM-DF: Generalized Multi-Scenario Deepfake Detection Yingxin Lai Zitong Yu Jing Yang Bin Li Xiangui Kang Linlin Shen 30 7 0 28 Jun 2024
Exploring Multi-view Pixel Contrast for General and Robust Image Forgery Localization Zijie Lou Gang Cao Kun Guo Haochen Zhu Lifang Yu 40 5 0 19 Jun 2024
Semantic Contextualization of Face Forgery: A New Definition, Dataset, and Detection Method Mian Zou Baosheng Yu Yibing Zhan Siwei Lyu Kede Ma CVBM 53 3 0 14 May 2024
FreqBlender: Enhancing DeepFake Detection by Blending Frequency Knowledge Hanzhe Li Yuezun Li Jiaran Zhou Bin Li Junyu Dong CVBM 28 8 0 22 Apr 2024
MoE-FFD: Mixture of Experts for Generalized and Parameter-Efficient Face Forgery Detection Chenqi Kong Anwei Luo Song Xia Yi Yu Haoliang Li Zengwei Zheng Shiqi Wang Alex C. Kot MoE 34 5 0 12 Apr 2024
Band-Attention Modulated RetNet for Face Forgery Detection Zhida Zhang Jie Cao Wenkui Yang Qihang Fan Kai Zhou Ran He CVBM ViT 25 1 0 09 Apr 2024
Learning Spatiotemporal Inconsistency via Thumbnail Layout for Face Deepfake Detection Yuting Xu Jian Liang Lijun Sheng Xiao-Yu Zhang 42 8 0 15 Mar 2024
Exploiting Style Latent Flows for Generalizing Deepfake Video Detection Jongwook Choi Taehoon Kim Yonghyun Jeong Seungryul Baek Jongwon Choi 34 23 0 11 Mar 2024
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 38 33 0 04 Mar 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 30 4 0 24 Jan 2024
Unearthing Common Inconsistency for Generalisable Deepfake Detection Beilin Chu Xuan Xu Weike You Linna Zhou 24 0 0 20 Nov 2023
GazeForensics: DeepFake Detection via Gaze-guided Spatial Inconsistency Learning Qinlin He Chunlei Peng Decheng Liu Nannan Wang Xinbo Gao 27 4 0 13 Nov 2023
Detecting Deepfakes Without Seeing Any Tal Reiss Bar Cavia Yedid Hoshen AAML 21 16 0 02 Nov 2023
Facial Forgery-based Deepfake Detection using Fine-Grained Features Aakash Varma Nadimpalli A. Rattani CVBM 26 1 0 10 Oct 2023
How Close are Other Computer Vision Tasks to Deepfake Detection? H. Nguyen Junichi Yamagishi Isao Echizen CVBM 19 2 0 02 Oct 2023
Contrastive Pseudo Learning for Open-World DeepFake Attribution Zhimin Sun Shen Chen Taiping Yao Bangjie Yin Ran Yi Shouhong Ding Lizhuang Ma CVBM 10 21 0 20 Sep 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 36 28 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 38 16 0 18 Sep 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 27 1 0 19 Aug 2023
Rethinking Image Forgery Detection via Contrastive Learning and Unsupervised Clustering Haiwei Wu Yiming Chen Jiantao Zhou 19 10 0 18 Aug 2023
Hyperbolic Face Anti-Spoofing Shuangpeng Han Rizhao Cai Yawen Cui Zitong Yu Yongjian Hu Alex C. Kot CVBM AAML 30 2 0 17 Aug 2023
Continual Face Forgery Detection via Historical Distribution Preserving Ke Sun Shen Chen Taiping Yao Xiaoshuai Sun Shouhong Ding Rongrong Ji CVBM AAML 36 4 0 11 Aug 2023
COMICS: End-to-end Bi-grained Contrastive Learning for Multi-face Forgery Detection Cong Zhang H. Qi Shuhui Wang Yuezun Li Siwei Lyu CVBM 33 6 0 03 Aug 2023
Towards General Visual-Linguistic Face Forgery Detection Ke Sun Shen Chen Taiping Yao Haozhe Yang Xiaoshuai Sun Shouhong Ding R. Ji 28 12 0 31 Jul 2023
Controllable Guide-Space for Generalizable Face Forgery Detection Yingjie Guo Cheng Zhen Pengfei Yan CVBM AAML 30 21 0 26 Jul 2023
TALL: Thumbnail Layout for Deepfake Video Detection Yuting Xu Jian Liang Gengyun Jia Ziming Yang Yanhao Zhang R. He ViT 48 52 0 14 Jul 2023
Unmasking Deepfakes: Masked Autoencoding Spatiotemporal Transformers for Enhanced Video Forgery Detection Sayantan Das Mojtaba Kolahdouzi Levent Özparlak Will Hickie Ali Etemad ViT CVBM 16 3 0 12 Jun 2023
Building an Invisible Shield for Your Portrait against Deepfakes Jiazhi Guan Tianshu Hu Hang Zhou Zhizhi Guo Lirui Deng Chengbin Quan Errui Ding Youjian Zhao PICV 27 4 0 22 May 2023
Avatar Fingerprinting for Authorized Use of Synthetic Talking-Head Videos Ekta Prashnani Koki Nagano Shalini De Mello D. Luebke Orazio Gallo 23 2 0 05 May 2023
Discrepancy-Guided Reconstruction Learning for Image Forgery Detection Zenan Shi Haipeng Chen Long Chen Dong Zhang 19 17 0 26 Apr 2023
Beyond the Prior Forgery Knowledge: Mining Critical Clues for General Face Forgery Detection Anwei Luo Chen Kong Jiwu Huang Yongjian Hu Xiangui Kang Alex C. Kot AAML 25 39 0 24 Apr 2023