v1v2 (latest)

UCF: Uncovering Common Features for Generalizable Deepfake Detection

27 April 2023

Yong Zhang

Papers citing "UCF: Uncovering Common Features for Generalizable Deepfake Detection"

41 / 41 papers shown

Title
SketchVideo: Sketch-based Video Generation and Editing Feng-Lin Liu Hongbo Fu Xintao Wang Weicai Ye Pengfei Wan Di Zhang Lin Gao DiffM VGen 111 0 0 30 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
DFREC: DeepFake Identity Recovery Based on Identity-aware Masked Autoencoder Peipeng Yu Hui Gao Zhitao Huang Zhihua Xia Chip-Hong Chang Chip-Hong Chang 137 1 0 10 Dec 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 168 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
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark Li Lin Santosh Xin Eric Wang Shu Hu Shu Hu EGVM 134 12 0 02 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 108 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 90 0 0 13 Dec 2023
Exploring Disentangled Content Information for Face Forgery Detection Jiahao Liang Huafeng Shi Weihong Deng CVBM 91 38 0 19 Jul 2022
Detecting Deepfakes with Self-Blended Images Kaede Shiohara T. Yamasaki 71 313 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 125 209 0 23 Mar 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 186 5,213 0 10 Jan 2022
Exploiting Fine-grained Face Forgery Clues via Progressive Enhancement Learning Qiqi Gu Shen Chen Taiping Yao Yang Chen Shouhong Ding Ran Yi CVBM 80 135 0 28 Dec 2021
Exploring Temporal Coherence for More General Video Face Forgery Detection Yinglin Zheng Jianmin Bao Dong Chen Ming Zeng Fang Wen CVBM ViT 60 217 0 15 Aug 2021
Local Relation Learning for Face Forgery Detection Shen Chen Taiping Yao Yang Chen Shouhong Ding Jilin Li Rongrong Ji CVBM 88 270 0 06 May 2021
M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection Junke Wang Zuxuan Wu Wenhao Ouyang Xintong Han Jingjing Chen Ser-Nam Lim Yu-Gang Jiang ViT 163 270 0 20 Apr 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 67 345 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 95 626 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
Face Anti-Spoofing Via Disentangled Representation Learning Ke-Yue Zhang Taiping Yao Jian Zhang Ying Tai Shouhong Ding Jilin Li Feiyue Huang Haichuan Song Lizhuang Ma CVBM 55 126 0 19 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 85 173 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 81 370 0 08 Aug 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 134 695 0 18 Jul 2020
Leveraging Frequency Analysis for Deep Fake Image Recognition Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 76 559 0 19 Mar 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 81 847 0 31 Dec 2019
On the Detection of Digital Face Manipulation H. Dang Anand Balakrishnan J. Stehouwer Connor Christopherson David Wingate CVBM AAML 109 552 0 03 Oct 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
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 164 18,179 0 28 May 2019
Recurrent Convolutional Strategies for Face Manipulation Detection in Videos Ekraam Sabir Jiaxin Cheng Ayush Jaiswal Wael AbdAlmageed I. Masi Premkumar Natarajan AAML CVBM 105 458 0 02 May 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 113 2,097 0 25 Jan 2019
Exposing Deep Fakes Using Inconsistent Head Poses Xin Yang Yuezun Li Siwei Lyu CVBM 72 883 0 01 Nov 2018
Exposing DeepFake Videos By Detecting Face Warping Artifacts Yuezun Li Siwei Lyu AAML CVBM 62 915 0 01 Nov 2018
Multimodal Unsupervised Image-to-Image Translation Xun Huang Ming-Yuan Liu Serge J. Belongie Jan Kautz 134 2,485 0 12 Apr 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
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization Xun Huang Serge J. Belongie OOD 181 4,372 0 20 Mar 2017
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 278 12,458 0 24 Jun 2012