The Deepfake Detection Challenge (DFDC) Preview Dataset

19 October 2019

Cristian Canton Ferrer

ArXiv PDF HTML

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

50 / 183 papers shown

Title
BlendFace: Re-designing Identity Encoders for Face-Swapping Kaede Shiohara Xingchao Yang Takafumi Taketomi CVBM 43 36 0 20 Jul 2023
RetouchingFFHQ: A Large-scale Dataset for Fine-grained Face Retouching Detection Qichao Ying Jiaxin Liu Sheng Li Haisheng Xu Zhenxing Qian Xinpeng Zhang CVBM 45 7 0 20 Jul 2023
FTFDNet: Learning to Detect Talking Face Video Manipulation with Tri-Modality Interaction Gang Wang Peng Zhang Jun Xiong Fei Yang Wei Huang Yufei Zha CVBM 39 1 0 08 Jul 2023
DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection Zhi Yan Yong Zhang Xinhang Yuan Siwei Lyu Baoyuan Wu ELM 44 72 0 04 Jul 2023
Searching for the Fakes: Efficient Neural Architecture Search for General Face Forgery Detection Xiao Jin Xinwen Mu Jing Xu CVBM 26 0 0 15 Jun 2023
The Age of Synthetic Realities: Challenges and Opportunities J. P. Cardenuto Jing Yang Rafael Padilha Renjie Wan Daniel Moreira Haoliang Li Shiqi Wang Fernanda A. Andaló Sébastien Marcel Anderson de Rezende Rocha DeLMO 58 29 0 09 Jun 2023
Multimodal Automated Fact-Checking: A Survey Mubashara Akhtar Michael Schlichtkrull Zhijiang Guo O. Cocarascu Elena Simperl Andreas Vlachos 60 34 0 22 May 2023
Discrepancy-Guided Reconstruction Learning for Image Forgery Detection Zenan Shi Haipeng Chen Long Chen Dong Zhang 32 19 0 26 Apr 2023
Beyond the Prior Forgery Knowledge: Mining Critical Clues for General Face Forgery Detection Anwei Luo Chen Kong Jiwu Huang Yongjian Hu Xiangui Kang Alex C. Kot AAML 46 40 0 24 Apr 2023
Collaborative Feature Learning for Fine-grained Facial Forgery Detection and Segmentation Weinan Guan Wei Wang Jing Dong Bo Peng Tieniu Tan 46 2 0 17 Apr 2023
Artifact magnification on deepfake videos increases human detection and subjective confidence Emilie Josephs Camilo Luciano Fosco A. Oliva 54 6 0 10 Apr 2023
Deepfake Detection with Deep Learning: Convolutional Neural Networks versus Transformers V. Thing 44 13 0 07 Apr 2023
Hierarchical Fine-Grained Image Forgery Detection and Localization Xiao Guo Xiaohong Liu Zhiyuan Ren Steven A. Grosz I. Masi Xiaoming Liu 35 105 0 30 Mar 2023
Hallucinated Heartbeats: Anomaly-Aware Remote Pulse Estimation Jeremy Speth Nathan Vance Benjamin Sporrer Lu Niu Patrick Flynn A. Czajka 43 1 0 11 Mar 2023
End-to-end Face-swapping via Adaptive Latent Representation Learning Chenhao Lin Peng Hu Chao Shen Qian Li CVBM 41 1 0 07 Mar 2023
Mover: Mask and Recovery based Facial Part Consistency Aware Method for Deepfake Video Detection Juan Hu Xin Liao Difei Gao Satoshi Tsutsui Qian Wang Zheng Qin Mike Zheng Shou AAML 39 4 0 03 Mar 2023
Mitigating Adversarial Attacks in Deepfake Detection: An Exploration of Perturbation and AI Techniques S. Dhesi Laura Fontes P. Machado I. Ihianle Farhad Fassihi Tash D. Adama AAML 33 4 0 22 Feb 2023
Deepfake Detection Analyzing Hybrid Dataset Utilizing CNN and SVM Jacob Mallet Laura Pryor Rushit Dave Mounika Vanamala 38 17 0 27 Jan 2023
Exploring Depth Information for Face Manipulation Detection Hao Wang Meiling Li Sheng Li Zhenxing Qian Xinpeng Zhang CVBM 44 1 0 29 Dec 2022
How Do Deepfakes Move? Motion Magnification for Deepfake Source Detection U. Ciftci Ilke Demir 46 6 0 28 Dec 2022
Manifestations of Xenophobia in AI Systems Nenad Tomašev J. L. Maynard Iason Gabriel 45 9 0 15 Dec 2022
Testing Human Ability To Detect Deepfake Images of Human Faces Sergi D. Bray Shane D. Johnson Bennett Kleinberg CVBM 51 44 0 07 Dec 2022
SeeABLE: Soft Discrepancies and Bounded Contrastive Learning for Exposing Deepfakes Nicolas Larue Ngoc-Son Vu Vitomir Štruc Peter Peer V. Christophides AAML 42 28 0 21 Nov 2022
MINTIME: Multi-Identity Size-Invariant Video Deepfake Detection D. Coccomini Giorgos Kordopatis-Zilos Giuseppe Amato R. Caldelli Fabrizio Falchi Symeon Papadopoulos Claudio Gennaro 43 14 0 20 Nov 2022
Deepfake Detection: A Comprehensive Study from the Reliability Perspective Tianyi Wang Xin Liao Kam-pui Chow Xiaodong Lin Yinglong Wang 56 6 0 20 Nov 2022
Cross-Domain Local Characteristic Enhanced Deepfake Video Detection Zihan Liu Hanyi Wang Shilin Wang ViT 39 6 0 07 Nov 2022
Digital and Physical Face Attacks: Reviewing and One Step Further Chen Kong Shiqi Wang Haoliang Li AAML 63 23 0 29 Sep 2022
Totems: Physical Objects for Verifying Visual Integrity Jingwei Ma Lucy Chai Minyoung Huh Tongzhou Wang Ser-Nam Lim Phillip Isola Antonio Torralba 31 2 0 26 Sep 2022
Benchmarking Joint Face Spoofing and Forgery Detection with Visual and Physiological Cues Zitong Yu Rizhao Cai Zhi Li Wenhan Yang Jingang Shi Alex C. Kot AAML CVBM 46 33 0 10 Aug 2022
Video Manipulations Beyond Faces: A Dataset with Human-Machine Analysis Trisha Mittal Ritwik Sinha Viswanathan Swaminathan John Collomosse Tianyi Zhou 51 9 0 26 Jul 2022
Detecting Deepfake by Creating Spatio-Temporal Regularity Disruption Jiazhi Guan Hang Zhou Biwei Huang Errui Ding Jingdong Wang Youjian Zhao 42 10 0 21 Jul 2022
Visual Representations of Physiological Signals for Fake Video Detection Kalin Stefanov Bhawna Paliwal Abhinav Dhall 24 4 0 18 Jul 2022
Deepfake Video Detection with Spatiotemporal Dropout Transformer Daichi Zhang Fanzhao Lin Yingying Hua Pengju Wang Dan Zeng Shiming Ge ViT 58 38 0 14 Jul 2022
Detecting and Recovering Sequential DeepFake Manipulation Rui Shao Tianxing Wu Ziwei Liu AAML 47 41 0 05 Jul 2022
Identifying the Context Shift between Test Benchmarks and Production Data Matthew Groh OOD 43 8 0 03 Jul 2022
Review Neural Networks about Image Transformation Based on IGC Learning Framework with Annotated Information Yuanjie Yan Suorong Yang Yan Wang Jian Zhao S. Furao 31 0 0 21 Jun 2022
CORE: Consistent Representation Learning for Face Forgery Detection Yu-Shu Ni Depu Meng Changqian Yu Chengbin Quan Dongchun Ren Youjian Zhao CVBM CLL 48 64 0 06 Jun 2022
Deepfake Caricatures: Amplifying attention to artifacts increases deepfake detection by humans and machines Camilo Luciano Fosco Emilie Josephs A. Andonian Allen Lee Xi Wang A. Oliva 49 4 0 01 Jun 2022
A Survey of Deep Fake Detection for Trial Courts Naciye Celebi Qing-zhong Liu Muhammed Karatoprak 3DPC 24 3 0 31 May 2022
The Effectiveness of Temporal Dependency in Deepfake Video Detection William Rowan Nick E. Pears 22 3 0 13 May 2022
Rethinking Gradient Operator for Exposing AI-enabled Face Forgeries Zhiqing Guo Gaobo Yang Dengyong Zhang Ming Xia CVBM 30 36 0 02 May 2022
Exposing Deepfake Face Forgeries with Guided Residuals Zhiqing Guo Gaobo Yang Jiyou Chen Xingming Sun CVBM 39 26 0 02 May 2022
Detecting Deepfakes with Self-Blended Images Kaede Shiohara T. Yamasaki 39 299 0 18 Apr 2022
Audio-Visual Person-of-Interest DeepFake Detection D. Cozzolino Alessandro Pianese Matthias Nießner L. Verdoliva 53 61 0 06 Apr 2022
Exploring Frequency Adversarial Attacks for Face Forgery Detection Shuai Jia Chao Ma Taiping Yao Bangjie Yin Shouhong Ding Xiaokang Yang AAML 58 62 0 29 Mar 2022
Attacker Attribution of Audio Deepfakes Nicolas Müller Franziska Dieckmann Jennifer Williams 38 13 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 59 1 0 17 Mar 2022
Model Attribution of Face-swap Deepfake Videos Shan Jia Xin Li Siwei Lyu CVBM 53 24 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 43 51 0 12 Feb 2022
FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations Yonghyun Jeong Doyeon Kim Youngmin Ro Jongwon Choi AAML 41 80 0 07 Feb 2022