Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection

8 May 2025

Papers citing "Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection"

43 / 43 papers shown

Title
Lightweight Deepfake Detection Based on Multi-Feature Fusion Siddiqui Muhammad Yasir Hyun Kim 133 4 0 17 Feb 2025
OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning Noor Ahmed Anna Kukleva Bernt Schiele CLL 100 14 0 27 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 74 40 0 04 Mar 2024
Preserving Fairness Generalization in Deepfake Detection Li Lin Xinan He Yan Ju Xin Eric Wang Feng Ding Shu Hu 103 40 0 27 Feb 2024
MINTIME: Multi-Identity Size-Invariant Video Deepfake Detection D. Coccomini Giorgos Kordopatis-Zilos Giuseppe Amato R. Caldelli Fabrizio Falchi Symeon Papadopoulos Claudio Gennaro 73 15 0 20 Nov 2022
Explaining Deepfake Detection by Analysing Image Matching S. Dong Jin Wang Jiajun Liang Haoqiang Fan Renhe Ji 56 51 0 20 Jul 2022
Detecting Deepfakes with Self-Blended Images Kaede Shiohara T. Yamasaki 73 313 0 18 Apr 2022
On Improving Cross-dataset Generalization of Deepfake Detectors Aakash Varma Nadimpalli A. Rattani CVBM 61 44 0 08 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 127 209 0 23 Mar 2022
Protecting Celebrities from DeepFake with Identity Consistency Transformer Xiaoyi Dong Jianmin Bao Dongdong Chen Ting Zhang Weiming Zhang Nenghai Yu Dong Chen Fang Wen B. Guo ViT 122 123 0 02 Mar 2022
Dual Contrastive Learning for General Face Forgery Detection Ke Sun Taiping Yao Shen Chen Shouhong Ding L. Jilin Rongrong Ji CVBM 66 180 0 27 Dec 2021
Exploring Temporal Coherence for More General Video Face Forgery Detection Yinglin Zheng Jianmin Bao Dong Chen Ming Zeng Fang Wen CVBM ViT 67 217 0 15 Aug 2021
Combining EfficientNet and Vision Transformers for Video Deepfake Detection D. Coccomini Nicola Messina Claudio Gennaro Fabrizio Falchi ViT 88 176 0 06 Jul 2021
FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning Minhan Kim Shahroz Tariq Simon S. Woo 109 88 0 28 May 2021
One Detector to Rule Them All: Towards a General Deepfake Attack Detection Framework Shahroz Tariq Sangyup Lee Simon S. Woo AAML 74 72 0 01 May 2021
DeepfakeUCL: Deepfake Detection via Unsupervised Contrastive Learning Sheldon Fung Xuequan Lu Chao Zhang Chang-Tsun Li SSL 68 46 0 23 Apr 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 470 21,603 0 25 Mar 2021
Deepfake Forensics via An Adversarial Game Zhi Wang Yiwen Guo W. Zuo AAML 59 36 0 25 Mar 2021
Generalizing Face Forgery Detection with High-frequency Features Yucheng Luo Yong Zhang Junchi Yan Wei Liu CVBM 67 345 0 23 Mar 2021
Multi-attentional Deepfake Detection Hanqing Zhao Wenbo Zhou Dongdong Chen Tianyi Wei Weiming Zhang Nenghai Yu 3DPC 108 627 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 235 378 0 02 Mar 2021
Deepfake Video Detection Using Convolutional Vision Transformer Deressa Wodajo Solomon Atnafu ViT 155 179 0 22 Feb 2021
Learning Self-Consistency for Deepfake Detection Tianchen Zhao Xiang Xu Mingze Xu Hui Ding Yuanjun Xiong Wei Xia SSL 91 272 0 16 Dec 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
Learning Disentangled Feature Representation for Hybrid-distorted Image Restoration Xin Li Xin Jin Jianxin Lin Tao Yu Sen Liu Yaojun Wu Wei Zhou Zhibo Chen 112 40 0 22 Jul 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
DeepRhythm: Exposing DeepFakes with Attentional Visual Heartbeat Rhythms Hua Qi Qing Guo Felix Juefei Xu Xiaofei Xie Lei Ma Wei Feng Yang Liu Jianjun Zhao CVBM 87 205 0 13 Jun 2020
Not made for each other- Audio-Visual Dissonance-based Deepfake Detection and Localization Komal Chugh Parul Gupta Abhinav Dhall Ramanathan Subramanian 83 173 0 29 May 2020
Detecting Deep-Fake Videos from Appearance and Behavior S. Agarwal Tarek El-Gaaly Hany Farid Ser-Nam Lim PICV 51 168 0 29 Apr 2020
Leveraging Frequency Analysis for Deep Fake Image Recognition Joel Frank Thorsten Eisenhofer Lea Schonherr Asja Fischer D. Kolossa Thorsten Holz 82 561 0 19 Mar 2020
Detecting Face2Face Facial Reenactment in Videos Prabhat Kumar Mayank Vatsa Richa Singh PICV CVBM 53 50 0 21 Jan 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 81 848 0 31 Dec 2019
Orthogonal Convolutional Neural Networks Jiayun Wang Yubei Chen Rudrasis Chakraborty Stella X. Yu 85 190 0 27 Nov 2019
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 216 1,083 0 27 Sep 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 172 18,224 0 28 May 2019
Orthogonal Deep Neural Networks Kui Jia Shuai Li Yuxin Wen Tongliang Liu Dacheng Tao 83 134 0 15 May 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 113 2,102 0 25 Jan 2019
FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals U. Ciftci Ilke Demir 81 380 0 08 Jan 2019
Exposing Deep Fakes Using Inconsistent Head Poses Xin Yang Yuezun Li Siwei Lyu CVBM 78 883 0 01 Nov 2018
Exposing DeepFake Videos By Detecting Face Warping Artifacts Yuezun Li Siwei Lyu AAML CVBM 74 915 0 01 Nov 2018
MesoNet: a Compact Facial Video Forgery Detection Network Darius Afchar Vincent Nozick Junichi Yamagishi Isao Echizen CVBM PICV 89 1,265 0 04 Sep 2018
AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild A. Mollahosseini Behzad Hasani Mohammad H. Mahoor CVBM 100 1,647 0 14 Aug 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,433 0 22 Dec 2014