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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Semantic-Aware Implicit Neural Audio-Driven Video Portrait Generation Xian Liu Yinghao Xu Qianyi Wu Hang Zhou Wayne Wu Bolei Zhou VGen DiffM 3DH 54 140 0 19 Jan 2022
Trusted Media Challenge Dataset and User Study Weiling Chen Sheng Lun Benjamin Chua Stefan Winkler See-Kiong Ng 32 8 0 13 Jan 2022
Watch Those Words: Video Falsification Detection Using Word-Conditioned Facial Motion S. Agarwal Liwen Hu Evonne Ng Trevor Darrell Hao Li Anna Rohrbach AAML 31 19 0 21 Dec 2021
Introduction to Presentation Attack Detection in Face Biometrics and Recent Advances J. Hernandez-Ortega Julian Fierrez Aythami Morales Javier Galbally AAML CVBM 24 9 0 23 Nov 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 202 893 0 21 Oct 2021
StyleNeRF: A Style-based 3D-Aware Generator for High-resolution Image Synthesis Jiatao Gu Lingjie Liu Peng Wang Christian Theobalt VGen 24 555 0 18 Oct 2021
VPN: Video Provenance Network for Robust Content Attribution Alexander Black Tu Bui Simon Jenni Vishy Swaminathan John Collomosse 47 9 0 21 Sep 2021
Challenges and Solutions in DeepFakes Jatin Sharma Sahil Sharma 47 1 0 12 Sep 2021
Instance-Conditioned GAN Arantxa Casanova Marlene Careil Jakob Verbeek M. Drozdzal Adriana Romero Soriano GAN 211 134 0 10 Sep 2021
Multilingual Audio-Visual Smartphone Dataset And Evaluation Hareesh Mandalapu N. AravindaReddyP Raghavendra Ramachandra K. S. Rao Pabitra Mitra S. M. I. S. R. Mahadeva Prasanna Christoph Busch 36 2 0 09 Sep 2021
DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning S. Zobaed Md Fazle Rabby Md Istiaq Hossain Ekram Hossain Sazib Hasan Asif Karim Khan Md. Hasib AAML 51 15 0 07 Sep 2021
Spatiotemporal Inconsistency Learning for DeepFake Video Detection Zhihao Gu Yang Chen Taiping Yao Shouhong Ding Jilin Li Feiyue Huang Lizhuang Ma 43 149 0 04 Sep 2021
BiHPF: Bilateral High-Pass Filters for Robust Deepfake Detection Yonghyun Jeong Doyeon Kim Seungjai Min Seongho Joe Youngjune Gwon Jongwon Choi AAML 32 47 0 16 Aug 2021
FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset Hasam Khalid Shahroz Tariq Minha Kim Simon S. Woo 70 187 0 11 Aug 2021
CoReD: Generalizing Fake Media Detection with Continual Representation using Distillation Minhan Kim Shahroz Tariq Simon S. Woo CLL 51 49 0 06 Jul 2021
FFR_FD: Effective and Fast Detection of DeepFakes Based on Feature Point Defects Gaojian Wang Qian Jiang Xin Jin Xiaohui Cui CVBM 36 29 0 05 Jul 2021
HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face Swapping Yuhan Wang Xu Chen Junwei Zhu Wenqing Chu Ying Tai Chengjie Wang Jilin Li Yongjian Wu Feiyue Huang Rongrong Ji CVBM 30 120 0 18 Jun 2021
TextStyleBrush: Transfer of Text Aesthetics from a Single Example Praveen Krishnan Rama Kovvuri Guan Pang B. Vassilev Tal Hassner DiffM 56 51 0 15 Jun 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 64 9 0 05 Jun 2021
FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning Minhan Kim Shahroz Tariq Simon S. Woo 36 86 0 28 May 2021
Deepfake Detection by Human Crowds, Machines, and Machine-informed Crowds Matthew Groh Ziv Epstein C. Firestone Rosalind W. Picard 73 145 0 13 May 2021
TAR: Generalized Forensic Framework to Detect Deepfakes using Weakly Supervised Learning Sangyup Lee Shahroz Tariq Junyaup Kim Simon S. Woo 32 36 0 13 May 2021
One Shot Face Swapping on Megapixels Yuhao Zhu Qi Li Jian Wang Chengzhong Xu Zhenan Sun PICV CVBM 25 155 0 11 May 2021
Local Relation Learning for Face Forgery Detection Shen Chen Taiping Yao Yang Chen Shouhong Ding Jilin Li Rongrong Ji CVBM 42 256 0 06 May 2021
Deep Insights of Deepfake Technology : A Review B. Mahmud A. Sharmin 46 32 0 01 May 2021
One Detector to Rule Them All: Towards a General Deepfake Attack Detection Framework Shahroz Tariq Sangyup Lee Simon S. Woo AAML 27 70 0 01 May 2021
Robust Face-Swap Detection Based on 3D Facial Shape Information Weinan Guan Wei Wang Jing Dong Bo Peng Tieniu Tan CVBM 33 6 0 28 Apr 2021
Contrastive Learning of Global-Local Video Representations Shuang Ma Zhaoyang Zeng Daniel J. McDuff Yale Song SSL 37 7 0 07 Apr 2021
Towards Measuring Fairness in AI: the Casual Conversations Dataset C. Hazirbas Joanna Bitton Brian Dolhansky Jacqueline Pan Albert Gordo Cristian Canton Ferrer EGVM 36 93 0 06 Apr 2021
Deepfake Detection Scheme Based on Vision Transformer and Distillation Young-Jin Heo Y. Choi Young-Woon Lee Byung-Gyu Kim ViT 22 55 0 03 Apr 2021
Face Forensics in the Wild Tianfei Zhou Wenguan Wang Zhiyuan Liang Jianbing Shen CVBM 49 120 0 30 Mar 2021
A Novel Methodology For Crowdsourcing AI Models in an Enterprise Parthasarathy Suryanarayanan Sundar Saranathan S. Mahatma Divya Pathak 20 0 0 22 Mar 2021
KoDF: A Large-scale Korean DeepFake Detection Dataset Patrick Kwon J. You Gyuhyeon Nam Sungwoo Park Gyeongsu Chae 40 100 0 18 Mar 2021
Detection and Localization of Facial Expression Manipulations Ghazal Mazaheri Amit K. Roy-Chowdhury AAML 33 28 0 15 Mar 2021
Countering Malicious DeepFakes: Survey, Battleground, and Horizon Felix Juefei Xu Run Wang Yihao Huang Qing Guo Lei Ma Yang Liu AAML 38 132 0 27 Feb 2021
Deepfakes Generation and Detection: State-of-the-art, open challenges, countermeasures, and way forward Momina Masood M. Nawaz K. Malik A. Javed Aun Irtaza AAML 132 302 0 25 Feb 2021
Towards Solving the DeepFake Problem : An Analysis on Improving DeepFake Detection using Dynamic Face Augmentation Sowmen Das Selim S. Seferbekov Arup Datta Md. Saiful Islam Md Ruhul Amin CVBM 41 65 0 18 Feb 2021
DeeperForensics Challenge 2020 on Real-World Face Forgery Detection: Methods and Results Liming Jiang Z. Guo Wayne Wu Zhaoyang Liu Ziwei Liu ... Feiyue Huang Liujuan Cao Rongrong Ji Changlei Lu Ganchao Tan CVBM 35 11 0 18 Feb 2021
Generalized Facial Manipulation Detection with Edge Region Feature Extraction Dong-Keon Kim Kwangsu Kim AAML CVBM 21 11 0 02 Feb 2021
Detecting Deepfake Videos Using Euler Video Magnification Rashmiranjan Das Gaurav Negi Alan F. Smeaton 44 15 0 27 Jan 2021
FakeBuster: A DeepFakes Detection Tool for Video Conferencing Scenarios V. Mehta Parul Gupta Ramanathan Subramanian Abhinav Dhall CVBM 33 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 103 381 0 05 Jan 2021
Learning Self-Consistency for Deepfake Detection Tianchen Zhao Xiang Xu Mingze Xu Hui Ding Yuanjun Xiong Wei Xia SSL 50 263 0 16 Dec 2020
ID-Reveal: Identity-aware DeepFake Video Detection D. Cozzolino Andreas Rossler Justus Thies Matthias Nießner L. Verdoliva AAML 27 165 0 04 Dec 2020
Adversarial Threats to DeepFake Detection: A Practical Perspective Paarth Neekhara Brian Dolhansky Joanna Bitton Cristian Canton Ferrer AAML 13 80 0 19 Nov 2020
Using GANs to Synthesise Minimum Training Data for Deepfake Generation Simranjeet Singh Rajneesh Sharma Alan F. Smeaton 6 20 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 37 29 0 28 Oct 2020
DeepFakesON-Phys: DeepFakes Detection based on Heart Rate Estimation J. Hernandez-Ortega Ruben Tolosana Julian Fierrez Aythami Morales 25 82 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 27 57 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 45 177 0 27 Aug 2020