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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
A Survey of Deep Fake Detection for Trial Courts Naciye Celebi Qing-zhong Liu Muhammed Karatoprak 3DPC 48 5 0 31 May 2022
The Effectiveness of Temporal Dependency in Deepfake Video Detection William Rowan Nick E. Pears 53 3 0 13 May 2022
Rethinking Gradient Operator for Exposing AI-enabled Face Forgeries Zhiqing Guo Gaobo Yang Dengyong Zhang Ming Xia CVBM 96 46 0 02 May 2022
Exposing Deepfake Face Forgeries with Guided Residuals Zhiqing Guo Gaobo Yang Jiyou Chen Xingming Sun CVBM 81 34 0 02 May 2022
Detecting Deepfakes with Self-Blended Images Kaede Shiohara T. Yamasaki 107 365 0 18 Apr 2022
Audio-Visual Person-of-Interest DeepFake Detection D. Cozzolino Alessandro Pianese Matthias Nießner L. Verdoliva 183 75 0 06 Apr 2022
Exploring Frequency Adversarial Attacks for Face Forgery Detection Shuai Jia Chao Ma Taiping Yao Bangjie Yin Shouhong Ding Yunbo Wang AAML 115 71 0 29 Mar 2022
Attacker Attribution of Audio Deepfakes Nicolas Müller Franziska Dieckmann Jennifer Williams 78 17 0 28 Mar 2022
Towards a New Science of Disinformation Claudio S. Pinhanez G. H. Flores Marisa Vasconcelos Mu Qiao Nick Linck R. Paula Yuya Jeremy Ong 101 1 0 17 Mar 2022
Model Attribution of Face-swap Deepfake Videos Shan Jia Xin Li Siwei Lyu CVBM 94 29 0 25 Feb 2022
A Review of Deep Learning-based Approaches for Deepfake Content Detection L. A. Passos D. Jodas K. Costa Luis A. Souza Júnior Douglas Rodrigues Javier Del Ser Danilo Colombo João Paulo Papa AAML 138 68 0 12 Feb 2022
FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations Yonghyun Jeong Doyeon Kim Youngmin Ro Jongwon Choi AAML 108 104 0 07 Feb 2022
Semantic-Aware Implicit Neural Audio-Driven Video Portrait Generation Xian Liu Yinghao Xu Qianyi Wu Hang Zhou Wayne Wu Bolei Zhou VGen DiffM 3DH 105 149 0 19 Jan 2022
Trusted Media Challenge Dataset and User Study Weiling Chen Sheng Lun Benjamin Chua Stefan Winkler See-Kiong Ng 95 9 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 71 20 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 115 13 0 23 Nov 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 392 1,058 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 144 580 0 18 Oct 2021
VPN: Video Provenance Network for Robust Content Attribution Alexander Black Tu Bui Simon Jenni Vishy Swaminathan John Collomosse 120 9 0 21 Sep 2021
Challenges and Solutions in DeepFakes Jatin Sharma Sahil Sharma 111 1 0 12 Sep 2021
Instance-Conditioned GAN Arantxa Casanova Marlene Careil Jakob Verbeek M. Drozdzal Adriana Romero Soriano GAN 364 145 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 86 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 116 16 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 185 172 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 84 65 0 16 Aug 2021
FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset Hasam Khalid Shahroz Tariq Minha Kim Simon S. Woo 201 235 0 11 Aug 2021
CoReD: Generalizing Fake Media Detection with Continual Representation using Distillation Minhan Kim Shahroz Tariq Simon S. Woo CLL 155 57 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 102 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 105 135 0 18 Jun 2021
TextStyleBrush: Transfer of Text Aesthetics from a Single Example Praveen Krishnan Rama Kovvuri Guan Pang B. Vassilev Tal Hassner DiffM 135 57 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 171 9 0 05 Jun 2021
FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning Minhan Kim Shahroz Tariq Simon S. Woo 143 93 0 28 May 2021
Deepfake Detection by Human Crowds, Machines, and Machine-informed Crowds Matthew Groh Ziv Epstein C. Firestone Rosalind W. Picard 130 166 0 13 May 2021
TAR: Generalized Forensic Framework to Detect Deepfakes using Weakly Supervised Learning Sangyup Lee Shahroz Tariq Junyaup Kim Simon S. Woo 95 41 0 13 May 2021
One Shot Face Swapping on Megapixels Yuhao Zhu Qi Li Jian Wang Chengzhong Xu Zhenan Sun PICV CVBM 150 171 0 11 May 2021
Local Relation Learning for Face Forgery Detection Shen Chen Taiping Yao Yang Chen Shouhong Ding Jilin Li Rongrong Ji CVBM 127 292 0 06 May 2021
Deep Insights of Deepfake Technology : A Review B. Mahmud A. Sharmin 73 36 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 111 77 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 101 6 0 28 Apr 2021
Contrastive Learning of Global-Local Video Representations Shuang Ma Zhaoyang Zeng Daniel J. McDuff Yale Song SSL 120 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 168 103 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 113 61 0 03 Apr 2021
Face Forensics in the Wild Tianfei Zhou Wenguan Wang Zhiyuan Liang Jianbing Shen CVBM 114 139 0 30 Mar 2021
A Novel Methodology For Crowdsourcing AI Models in an Enterprise Parthasarathy Suryanarayanan Sundar Saranathan S. Mahatma Divya Pathak 37 0 0 22 Mar 2021
KoDF: A Large-scale Korean DeepFake Detection Dataset Patrick Kwon J. You Gyuhyeon Nam Sungwoo Park Gyeongsu Chae 171 114 0 18 Mar 2021
Detection and Localization of Facial Expression Manipulations Ghazal Mazaheri Amit K. Roy-Chowdhury AAML 97 29 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 200 144 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 329 358 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 137 71 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 97 12 0 18 Feb 2021