FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning

28 May 2021

Papers citing "FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning"

50 / 51 papers shown

Title
VRM: Knowledge Distillation via Virtual Relation Matching W. Zhang Fei Xie Weidong Cai Chao Ma 136 0 0 28 Feb 2025
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 211 30,089 0 01 Mar 2022
TAR: Generalized Forensic Framework to Detect Deepfakes using Weakly Supervised Learning Sangyup Lee Shahroz Tariq Junyaup Kim Simon S. Woo 51 36 0 13 May 2021
One Detector to Rule Them All: Towards a General Deepfake Attack Detection Framework Shahroz Tariq Sangyup Lee Simon S. Woo AAML 44 71 0 01 May 2021
Am I a Real or Fake Celebrity? Measuring Commercial Face Recognition Web APIs under Deepfake Impersonation Attack Shahroz Tariq Sowon Jeon Simon S. Woo 57 25 0 01 Mar 2021
Knowledge Distillation Methods for Efficient Unsupervised Adaptation Across Multiple Domains Le Thanh Nguyen-Meidine Atif Belal M. Kiran Jose Dolz Louis-Antoine Blais-Morin Eric Granger 51 27 0 18 Jan 2021
A Convolutional LSTM based Residual Network for Deepfake Video Detection Shahroz Tariq Sangyup Lee Simon S. Woo 78 77 0 16 Sep 2020
T-GD: Transferable GAN-generated Images Detection Framework Hyeonseong Jeon Youngoh Bang Junyaup Kim Simon S. Woo 57 45 0 10 Aug 2020
Face2Face: Real-time Face Capture and Reenactment of RGB Videos Justus Thies Michael Zollhöfer Marc Stamminger Christian Theobalt Matthias Nießner 3DH PICV CVBM 51 1,913 0 29 Jul 2020
Joint Progressive Knowledge Distillation and Unsupervised Domain Adaptation Le Thanh Nguyen-Meidine Eric Granger M. Kiran Jose Dolz Louis-Antoine Blais-Morin 38 23 0 16 May 2020
Detecting Deep-Fake Videos from Appearance and Behavior S. Agarwal Tarek El-Gaaly Hany Farid Ser-Nam Lim PICV 35 167 0 29 Apr 2020
First Order Motion Model for Image Animation Aliaksandr Siarohin Stéphane Lathuilière Sergey Tulyakov Elisa Ricci N. Sebe VGen DiffM 77 924 0 29 Feb 2020
FDFtNet: Facing Off Fake Images using Fake Detection Fine-tuning Network Hyeonseong Jeon Youngoh Bang Simon S. Woo 56 54 0 05 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 61 836 0 31 Dec 2019
Lower Dimensional Kernels for Video Discriminators Emmanuel Kahembwe S. Ramamoorthy 46 50 0 18 Dec 2019
Forget Me Not: Reducing Catastrophic Forgetting for Domain Adaptation in Reading Comprehension Ying Xu Xu Zhong Antonio Jimeno Yepes Jey Han Lau AI4CE CLL 39 45 0 01 Nov 2019
The Deepfake Detection Challenge (DFDC) Preview Dataset Brian Dolhansky Russ Howes Ben Pflaum Nicole Baram Cristian Canton Ferrer 57 496 0 19 Oct 2019
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 179 1,072 0 27 Sep 2019
Knowledge distillation for semi-supervised domain adaptation Mauricio Orbes-Arteaga M. Jorge Cardoso Lauge Sørensen Christian Igel Sebastien Ourselin Marc Modat Mads Nielsen A. Pai 41 30 0 16 Aug 2019
Adversarial Video Generation on Complex Datasets Aidan Clark Jeff Donahue Karen Simonyan VGen GAN 63 75 0 15 Jul 2019
Few-Shot Adversarial Learning of Realistic Neural Talking Head Models Egor Zakharov Aliaksandra Shysheya Egor Burkov Victor Lempitsky 3DH 144 629 0 20 May 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 600 4,766 0 13 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 96 456 0 02 May 2019
Deferred Neural Rendering: Image Synthesis using Neural Textures Justus Thies Michael Zollhöfer Matthias Nießner 3DH 62 679 0 28 Apr 2019
Hybrid LSTM and Encoder-Decoder Architecture for Detection of Image Forgeries Jawadul H. Bappy Cody Simons L. Nataraj B. S. Manjunath Amit K. Roy-Chowdhury 50 342 0 06 Mar 2019
FaceForensics++: Learning to Detect Manipulated Facial Images Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner CVBM 92 2,069 0 25 Jan 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 522 10,527 0 12 Dec 2018
ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection D. Cozzolino Justus Thies Andreas Rossler Christian Riess Matthias Nießner L. Verdoliva AAML 73 269 0 06 Dec 2018
Train Sparsely, Generate Densely: Memory-efficient Unsupervised Training of High-resolution Temporal GAN Masaki Saito Shunta Saito Masanori Koyama Sosuke Kobayashi 65 146 0 22 Nov 2018
Exposing Deep Fakes Using Inconsistent Head Poses Xin Yang Yuezun Li Siwei Lyu CVBM 62 880 0 01 Nov 2018
Exposing DeepFake Videos By Detecting Face Warping Artifacts Yuezun Li Siwei Lyu AAML CVBM 58 908 0 01 Nov 2018
MesoNet: a Compact Facial Video Forgery Detection Network Darius Afchar Vincent Nozick Junichi Yamagishi Isao Echizen CVBM PICV 66 1,244 0 04 Sep 2018
Everybody Dance Now Caroline Chan Shiry Ginosar Tinghui Zhou Alexei A. Efros 91 773 0 22 Aug 2018
Deep Video Portraits Hyeongwoo Kim Pablo Garrido A. Tewari Weipeng Xu Justus Thies Matthias Nießner P. Pérez Christian Richardt Michael Zollhöfer Christian Theobalt 3DH VGen 84 694 0 29 May 2018
Learning Rich Features for Image Manipulation Detection Peng Zhou Xintong Han Vlad I. Morariu L. Davis ObjD 77 571 0 13 May 2018
Fighting Fake News: Image Splice Detection via Learned Self-Consistency Minyoung Huh Andrew Liu Andrew Owens Alexei A. Efros SSL 77 385 0 10 May 2018
Two-Stream Neural Networks for Tampered Face Detection Peng Zhou Xintong Han Vlad I. Morariu L. Davis PICV CVBM 46 542 0 29 Mar 2018
FaceForensics: A Large-scale Video Dataset for Forgery Detection in Human Faces Andreas Rossler D. Cozzolino L. Verdoliva Christian Riess Justus Thies Matthias Nießner PICV AAML CVBM 86 379 0 24 Mar 2018
StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation Yunjey Choi Min-Je Choi M. Kim Jung-Woo Ha Sunghun Kim Jaegul Choo GAN 108 3,549 0 24 Nov 2017
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 112 7,338 0 27 Oct 2017
Image Splicing Localization Using A Multi-Task Fully Convolutional Network (MFCN) Ronald Salloum Yuzhuo Ren C.-C. Jay Kuo 60 327 0 06 Sep 2017
Large-Scale Domain Adaptation via Teacher-Student Learning Jinyu Li M. Seltzer Xi Wang Rui Zhao Jiawei Liu 115 140 0 17 Aug 2017
Measuring Catastrophic Forgetting in Neural Networks Ronald Kemker Marc McClure Angelina Abitino Tyler L. Hayes Christopher Kanan CLL 105 717 0 07 Aug 2017
Unsupervised Image-to-Image Translation Networks Ming-Yuan Liu Thomas Breuel Jan Kautz VLM 141 2,732 0 02 Mar 2017
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 309 7,474 0 02 Dec 2016
Fast Face-swap Using Convolutional Neural Networks I. Korshunova Wenzhe Shi J. Dambre Lucas Theis CVBM 3DH PICV 93 381 0 29 Nov 2016
iCaRL: Incremental Classifier and Representation Learning Sylvestre-Alvise Rebuffi Alexander Kolesnikov G. Sperl Christoph H. Lampert CLL OOD 113 3,738 0 23 Nov 2016
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.1K 14,518 0 07 Oct 2016
Learning without Forgetting Zhizhong Li Derek Hoiem CLL OOD SSL 272 4,388 0 29 Jun 2016
Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networks Kaipeng Zhang Zhanpeng Zhang Zhifeng Li Yu Qiao CVBM 168 4,954 0 11 Apr 2016