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The Deepfake Detection Challenge (DFDC) Preview Dataset

19 October 2019

Cristian Canton Ferrer

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Papers citing "The Deepfake Detection Challenge (DFDC) Preview Dataset"

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Title
Generalized Facial Manipulation Detection with Edge Region Feature Extraction Dong-Keon Kim Kwangsu Kim AAML CVBM 92 13 0 02 Feb 2021
Detecting Deepfake Videos Using Euler Video Magnification Rashmiranjan Das Gaurav Negi Alan F. Smeaton 88 16 0 27 Jan 2021
FakeBuster: A DeepFakes Detection Tool for Video Conferencing Scenarios V. Mehta Parul Gupta Ramanathan Subramanian Abhinav Dhall CVBM 82 22 0 09 Jan 2021
WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection Bojia Zi Minghao Chang Jingjing Chen Xingjun Ma Yu-Gang Jiang CVBM 215 442 0 05 Jan 2021
Learning Self-Consistency for Deepfake Detection Tianchen Zhao Xiang Xu Mingze Xu Hui Ding Yuanjun Xiong Wei Xia SSL 138 291 0 16 Dec 2020
ID-Reveal: Identity-aware DeepFake Video Detection D. Cozzolino Andreas Rossler Justus Thies Matthias Nießner L. Verdoliva AAML 123 174 0 04 Dec 2020
Adversarial Threats to DeepFake Detection: A Practical Perspective Paarth Neekhara Brian Dolhansky Joanna Bitton Cristian Canton Ferrer AAML 127 91 0 19 Nov 2020
Using GANs to Synthesise Minimum Training Data for Deepfake Generation Simranjeet Singh Rajneesh Sharma Alan F. Smeaton 43 22 0 10 Nov 2020
Training Generative Adversarial Networks by Solving Ordinary Differential Equations Chongli Qin Yan Wu Jost Tobias Springenberg Andrew Brock Jeff Donahue Timothy Lillicrap Pushmeet Kohli GAN 119 32 0 28 Oct 2020
DeepFakesON-Phys: DeepFakes Detection based on Heart Rate Estimation J. Hernandez-Ortega Ruben Tolosana Julian Fierrez Aythami Morales 169 84 0 01 Oct 2020
Preserving Integrity in Online Social Networks A. Halevy Cristian Canton Ferrer Hao Ma Umut Ozertem Patrick Pantel Marzieh Saeidi Fabrizio Silvestri Ves Stoyanov 125 59 0 22 Sep 2020
DeepFake Detection Based on the Discrepancy Between the Face and its Context Y. Nirkin Lior Wolf Y. Keller Tal Hassner 3DPC CVBM PICV 125 197 0 27 Aug 2020
Privacy Intelligence: A Survey on Image Privacy in Online Social Networks Chi Liu Tianqing Zhu Jun Zhang Wanlei Zhou PICV 136 38 0 27 Aug 2020
On Attribution of Deepfakes Baiwu Zhang Jin Peng Zhou Ilia Shumailov Nicolas Papernot WIGM 82 11 0 20 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 128 181 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 282 390 0 08 Aug 2020
PDE-Driven Spatiotemporal Disentanglement Jérémie Donà Jean-Yves Franceschi Sylvain Lamprier Patrick Gallinari OOD DRL 176 30 0 04 Aug 2020
Deepfake Detection using Spatiotemporal Convolutional Networks Oscar de Lima Sean Franklin Shreshtha Basu Blake Karwoski A. George 3DPC 95 117 0 26 Jun 2020
Generalized Zero and Few-Shot Transfer for Facial Forgery Detection Shivangi Aneja Matthias Nießner 99 43 0 21 Jun 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 147 212 0 13 Jun 2020
The DeepFake Detection Challenge (DFDC) Dataset Brian Dolhansky Joanna Bitton Ben Pflaum Jikuo Lu Russ Howes Menglin Wang Cristian Canton Ferrer PICV 231 259 0 12 Jun 2020
Investigating the Impact of Pre-processing and Prediction Aggregation on the DeepFake Detection Task P. Charitidis Giorgos Kordopatis-Zilos Symeon Papadopoulos Y. Kompatsiaris CVBM 66 8 0 12 Jun 2020
Not made for each other- Audio-Visual Dissonance-based Deepfake Detection and Localization Komal Chugh Parul Gupta Abhinav Dhall Ramanathan Subramanian 169 182 0 29 May 2020
VideoForensicsHQ: Detecting High-quality Manipulated Face Videos Gereon Fox Wentao Liu Hyeongwoo Kim Hans-Peter Seidel Mohamed A. Elgharib Christian Theobalt CVBM 118 18 0 20 May 2020
Defending Your Voice: Adversarial Attack on Voice Conversion Chien-yu Huang Yist Y. Lin Hung-yi Lee Lin-Shan Lee AAML 156 58 0 18 May 2020
Fake face detection via adaptive manipulation traces extraction network Zhiqing Guo Gaobo Yang Jiyou Chen Xingming Sun CVBM 100 16 0 11 May 2020
Attentive Semantic Exploring for Manipulated Face Detection Zehao Chen Hua Yang CVBM 89 24 0 06 May 2020
Detecting Deep-Fake Videos from Appearance and Behavior S. Agarwal Tarek El-Gaaly Hany Farid Ser-Nam Lim PICV 107 175 0 29 Apr 2020
Deepfakes Detection with Automatic Face Weighting D. M. Montserrat Hanxiang Hao S. Yarlagadda Sriram Baireddy Ruiting Shao ... Emily R. Bartusiak Justin Yang David Guera Fengqing Zhu Edward J. Delp CVBM 107 120 0 25 Apr 2020
DeepFakes Evolution: Analysis of Facial Regions and Fake Detection Performance Ruben Tolosana Sergio Romero-Tapiador Julian Fierrez R. Vera-Rodríguez CVBM 130 92 0 16 Apr 2020
One-Shot Domain Adaptation For Face Generation Chao Yang Ser-Nam Lim OOD CVBM 105 42 0 28 Mar 2020
Emotions Don't Lie: An Audio-Visual Deepfake Detection Method Using Affective Cues Trisha Mittal Uttaran Bhattacharya Rohan Chandra Aniket Bera Tianyi Zhou 166 281 0 14 Mar 2020
DeepFake Detection: Current Challenges and Next Steps Siwei Lyu 132 169 0 11 Mar 2020
CBAG: Conditional Biomedical Abstract Generation Justin Sybrandt Ilya Safro MedIm AI4CE 101 8 0 13 Feb 2020
Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples Shehzeen Samarah Hussain Paarth Neekhara Malhar Jere F. Koushanfar Julian McAuley AAML 206 158 0 09 Feb 2020
Adversarial Machine Learning -- Industry Perspectives Ramnath Kumar Magnus Nyström J. Lambert Andrew Marshall Mario Goertzel Andi Comissoneru Matt Swann Sharon Xia AAML SILM 202 249 0 04 Feb 2020
Imperfect ImaGANation: Implications of GANs Exacerbating Biases on Facial Data Augmentation and Snapchat Selfie Lenses Niharika Jain Alberto Olmo Hernandez Sailik Sengupta L. Manikonda S. Kambhampati 187 38 0 26 Jan 2020
Media Forensics and DeepFakes: an overview L. Verdoliva 188 588 0 18 Jan 2020
DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection Liming Jiang Ren Li Wayne Wu Chao Qian Chen Change Loy CVBM PICV 235 479 0 09 Jan 2020
DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection Ruben Tolosana R. Vera-Rodríguez Julian Fierrez Aythami Morales J. Ortega-Garcia 3DPC CVBM 182 853 0 01 Jan 2020
Deep Poisoning: Towards Robust Image Data Sharing against Visual Disclosure Haojie Guo Brian Dolhansky Eric Hsin Phong Dinh Cristian Canton Ferrer Song Wang FedML 84 2 0 14 Dec 2019
Extracting deep local features to detect manipulated images of human faces Michail Tarasiou Stefanos Zafeiriou 3DH AAML CVBM 67 21 0 29 Nov 2019
GANprintR: Improved Fakes and Evaluation of the State of the Art in Face Manipulation Detection João C. Neves Ruben Tolosana R. Vera-Rodríguez Vasco Lopes Hugo Proencca Julian Fierrez AAML PICV 224 136 0 13 Nov 2019
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 353 1,198 0 27 Sep 2019
Deep Learning for Deepfakes Creation and Detection: A Survey Thanh Thi Nguyen Quoc Viet Hung Nguyen Dung Nguyen D. Nguyen Thien Huynh-The S. Nahavandi Thanh Tam Nguyen Quoc-Viet Pham Cu Nguyen 197 487 0 25 Sep 2019