Exploiting Fine-grained Face Forgery Clues via Progressive Enhancement Learning

28 December 2021

Papers citing "Exploiting Fine-grained Face Forgery Clues via Progressive Enhancement Learning"

44 / 44 papers shown

Title
From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes Long Ma Zhiyuan Yan Yize Chen Jin Xu Qinglang Guo Hu Huang Yong Liao Hui Lin CVBM 43 0 0 07 Apr 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 Yongqian 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
Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector Xiao Guo Xiufeng Song Yue Zhang Xiaohong Liu X. Liu 63 1 0 26 Mar 2025
Unmasking the Unknown: Facial Deepfake Detection in the Open-Set Paradigm Nadarasar Bahavan Sanjay Saha Ken Chen Sachith Seneviratne Sanka Rasnayaka Saman K. Halgamuge 62 0 0 11 Mar 2025
Exploring Depth Information for Detecting Manipulated Face Videos Haoyue Wang Sheng Li Ji He Zhenxing Qian Xinpeng Zhang Shaolin Fan CVBM 76 0 0 27 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
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 34 13 0 22 Sep 2024
Deep Learning Technology for Face Forgery Detection: A Survey Lixia Ma Puning Yang Yuting Xu Ziming Yang Peipei Li Huaibo Huang 45 1 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 35 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
UniForensics: Face Forgery Detection via General Facial Representation Ziyuan Fang Hanqing Zhao Tianyi Wei Wenbo Zhou Ming Wan Zhanyi Wang Weiming Zhang Neng H. Yu CVBM 38 1 0 26 Jul 2024
FreqBlender: Enhancing DeepFake Detection by Blending Frequency Knowledge Hanzhe Li Yuezun Li Jiaran Zhou Bin Li Junyu Dong CVBM 33 8 0 22 Apr 2024
Multilateral Temporal-view Pyramid Transformer for Video Inpainting Detection Ying Zhang Yuezun Li Bo Peng Jiaran Zhou Huiyu Zhou Junyu Dong 48 0 0 17 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
Artifact Feature Purification for Cross-domain Detection of AI-generated Images Zheling Meng Bo Peng Jing Dong Tieniu Tan 89 2 0 17 Mar 2024
Exploiting Style Latent Flows for Generalizing Deepfake Video Detection Jongwook Choi Taehoon Kim Yonghyun Jeong Seungryul Baek Jongwon Choi 42 24 0 11 Mar 2024
DeepFidelity: Perceptual Forgery Fidelity Assessment for Deepfake Detection Chunlei Peng Huiqing Guo Decheng Liu Nannan Wang Ruimin Hu Xinbo Gao CVBM 21 1 0 07 Dec 2023
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection Zhiyuan Yan Yuhao Luo Siwei Lyu Qingshan Liu Baoyuan Wu 28 55 0 19 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
Cross-domain Robust Deepfake Bias Expansion Network for Face Forgery Detection Weihua Liu Lin Li Chaochao Lin Said Boumaraf CVBM 28 0 0 08 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
FakeTracer: Catching Face-swap DeepFakes via Implanting Traces in Training Pu Sun H. Qi Yuezun Li Siwei Lyu CVBM 23 1 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 32 0 0 26 Jul 2023
Attention Consistency Refined Masked Frequency Forgery Representation for Generalizing Face Forgery Detection Decheng Liu Tao Chen Chunlei Peng Nannan Wang R. Hu Xinbo Gao CVBM 28 2 0 21 Jul 2023
RetouchingFFHQ: A Large-scale Dataset for Fine-grained Face Retouching Detection Qichao Ying Jiaxin Liu Sheng Li Haisheng Xu Zhenxing Qian Xinpeng Zhang CVBM 30 7 0 20 Jul 2023
TALL: Thumbnail Layout for Deepfake Video Detection Yuting Xu Jian Liang Gengyun Jia Ziming Yang Yanhao Zhang Ran He ViT 54 53 0 14 Jul 2023
DeepFake-Adapter: Dual-Level Adapter for DeepFake Detection Rui Shao Tianxing Wu Liqiang Nie Ziwei Liu 24 11 0 01 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 29 4 0 22 May 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 47 4 0 18 May 2023
UCF: Uncovering Common Features for Generalizable Deepfake Detection Zhiyuan Yan Yong Zhang Yanbo Fan Baoyuan Wu 59 98 0 27 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 35 39 0 24 Apr 2023
Detecting and Grounding Multi-Modal Media Manipulation Rui Shao Tianxing Wu Ziwei Liu 44 57 0 05 Apr 2023
Diff-ID: An Explainable Identity Difference Quantification Framework for DeepFake Detection Chuer Yu Xuhong Zhang Yuxuan Duan Senbo Yan Zonghui Wang Yang Xiang S. Ji Wenzhi Chen AAML 29 5 0 30 Mar 2023
Exploring Depth Information for Face Manipulation Detection Hao Wang Meiling Li Sheng Li Zhenxing Qian Xinpeng Zhang CVBM 33 1 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 37 5 0 12 Dec 2022
Deepfake Detection: A Comprehensive Study from the Reliability Perspective Tianyi Wang Xin Liao Kam-pui Chow Xiaodong Lin Yinglong Wang 39 16 0 20 Nov 2022
Detecting Deepfake by Creating Spatio-Temporal Regularity Disruption Jiazhi Guan Hang Zhou Biwei Huang Errui Ding Jingdong Wang Youjian Zhao 29 10 0 21 Jul 2022
Explaining Deepfake Detection by Analysing Image Matching S. Dong Jin Wang Jiajun Liang Haoqiang Fan Renhe Ji 26 47 0 20 Jul 2022
Spatial-Temporal Frequency Forgery Clue for Video Forgery Detection in VIS and NIR Scenario Yukai Wang Chunlei Peng Decheng Liu N. Wang Xinbo Gao 47 14 0 05 Jul 2022
Exploring Frequency Adversarial Attacks for Face Forgery Detection Shuai Jia Chao Ma Taiping Yao Bangjie Yin Shouhong Ding Xiaokang Yang AAML 26 62 0 29 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
WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection Bojia Zi Minghao Chang Jingjing Chen Xingjun Ma Yu-Gang Jiang CVBM 82 374 0 05 Jan 2021
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 149 1,046 0 27 Sep 2019
Recasting Residual-based Local Descriptors as Convolutional Neural Networks: an Application to Image Forgery Detection D. Cozzolino Giovanni Poggi L. Verdoliva 101 324 0 14 Mar 2017