From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes

7 April 2025

Papers citing "From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes"

40 / 40 papers shown

Title
Guard Me If You Know Me: Protecting Specific Face-Identity from Deepfakes Kaiqing Lin Zhiyuan Yan Ke-Yue Zhang Li Hao Yue Zhou Yuzhen Lin Weixiang Li Taiping Yao Shouhong Ding Bin Li 111 0 0 26 May 2025
DF40: Toward Next-Generation Deepfake Detection Zhiyuan Yan Taiping Yao Shen Chen Yandan Zhao Xinghe Fu ... Donghao Luo Li Yuan Chengjie Wang Shouhong Ding Yunsheng Wu 83 38 0 19 Jun 2024
Exploiting Style Latent Flows for Generalizing Deepfake Video Detection Jongwook Choi Taehoon Kim Yonghyun Jeong Seungryul Baek Jongwon Choi 69 28 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 72 37 0 04 Mar 2024
LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection Dat Nguyen Nesryne Mejri Inder Pal Singh Polina Kuleshova Marcella Astrid Anis Kacem Enjie Ghorbel Djamila Aouada 79 34 0 24 Jan 2024
UCF: Uncovering Common Features for Generalizable Deepfake Detection Zhiyuan Yan Yong Zhang Yanbo Fan Baoyuan Wu 107 106 0 27 Apr 2023
DIRE for Diffusion-Generated Image Detection Zhendong Wang Jianmin Bao Wen-gang Zhou Weilun Wang Hezhen Hu Hong Chen Houqiang Li 72 216 0 16 Mar 2023
DiffFace: Diffusion-based Face Swapping with Facial Guidance Kihong Kim Yunho Kim Seokju Cho Junyoung Seo Jisu Nam Kychul Lee Seung Wook Kim Kwanghee Lee DiffM 66 57 0 27 Dec 2022
DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation Nataniel Ruiz Yuanzhen Li Varun Jampani Yael Pritch Michael Rubinstein Kfir Aberman 279 2,885 0 25 Aug 2022
Detecting Deepfakes with Self-Blended Images Kaede Shiohara T. Yamasaki 71 311 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 109 208 0 23 Mar 2022
FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations Yonghyun Jeong Doyeon Kim Youngmin Ro Jongwon Choi AAML 73 84 0 07 Feb 2022
Exploiting Fine-grained Face Forgery Clues via Progressive Enhancement Learning Qiqi Gu Shen Chen Taiping Yao Yang Chen Shouhong Ding Ran Yi CVBM 77 135 0 28 Dec 2021
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 460 15,665 0 20 Dec 2021
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-generated Faces Hui Guo Shu Hu Xin Wang Ming-Ching Chang Siwei Lyu GAN CVBM 70 74 0 01 Sep 2021
Exploring Temporal Coherence for More General Video Face Forgery Detection Yinglin Zheng Jianmin Bao Dong Chen Ming Zeng Fang Wen CVBM ViT 57 216 0 15 Aug 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 477 10,367 0 17 Jun 2021
DeepfakeUCL: Deepfake Detection via Unsupervised Contrastive Learning Sheldon Fung Xuequan Lu Chao Zhang Chang-Tsun Li SSL 58 46 0 23 Apr 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 221 374 0 02 Mar 2021
Towards Real-World Blind Face Restoration with Generative Facial Prior Xintao Wang Yu Li Honglun Zhang Ying Shan CVBM 92 453 0 11 Jan 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
This Face Does Not Exist ... But It Might Be Yours! Identity Leakage in Generative Models Patrick J. Tinsley A. Czajka Patrick Flynn CVBM GAN 81 41 0 10 Dec 2020
ID-Reveal: Identity-aware DeepFake Video Detection D. Cozzolino Andreas Rossler Justus Thies Matthias Nießner L. Verdoliva AAML 72 166 0 04 Dec 2020
Sharpness-Aware Minimization for Efficiently Improving Generalization Pierre Foret Ariel Kleiner H. Mobahi Behnam Neyshabur AAML 192 1,350 0 03 Oct 2020
Exposing GAN-generated Faces Using Inconsistent Corneal Specular Highlights Shu Hu Yuezun Li Siwei Lyu CVBM GAN 59 97 0 24 Sep 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 131 694 0 18 Jul 2020
Leveraging Frequency Analysis for Deep Fake Image Recognition Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 73 558 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 69 846 0 31 Dec 2019
CNN-generated images are surprisingly easy to spot... for now Sheng-Yu Wang Oliver Wang Richard Y. Zhang Andrew Owens Alexei A. Efros OOD 149 987 0 23 Dec 2019
On the Detection of Digital Face Manipulation H. Dang Anand Balakrishnan J. Stehouwer Connor Christopherson David Wingate CVBM AAML 109 551 0 03 Oct 2019
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 204 1,078 0 27 Sep 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 142 18,168 0 28 May 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 111 2,090 0 25 Jan 2019
FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals U. Ciftci Ilke Demir 81 378 0 08 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 593 10,561 0 12 Dec 2018
Exposing DeepFake Videos By Detecting Face Warping Artifacts Yuezun Li Siwei Lyu AAML CVBM 62 914 0 01 Nov 2018
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 161 7,371 0 27 Oct 2017
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 480 22,134 0 09 Dec 2016
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 250 9,326 0 14 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,322 0 10 Dec 2015