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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
CapST: Leveraging Capsule Networks and Temporal Attention for Accurate Model Attribution in Deep-fake Videos Wasim Ahmad Yan-Tsung Peng Yuan-Hao Chang Gaddisa Olani Ganfure Sarwar Khan 155 1 0 07 Nov 2023
Detecting Deepfakes Without Seeing Any Tal Reiss Bar Cavia Yedid Hoshen AAML 115 23 0 02 Nov 2023
PAD-Phys: Exploiting Physiology for Presentation Attack Detection in Face Biometrics Luis F. Gomez Julian Fierrez Aythami Morales Mahdieh Ghafourian Ruben Tolosana Imanol Solano Alejandro Garcia F. Zamora-Martínez AAML 72 3 0 03 Oct 2023
UVL: A Unified Framework for Video Tampering Localization Tingliang Feng Xianfeng Zhao Jinchuan Li Yun Cao AAML 106 0 0 28 Sep 2023
Robust Sequential DeepFake Detection R. Shao Tianxing Wu Ziwei Liu ViT AAML 102 17 0 26 Sep 2023
Detecting and Grounding Multi-Modal Media Manipulation and Beyond Rui Shao Tianxing Wu Yue Yu Liqiang Nie Ziwei Liu 125 38 0 25 Sep 2023
Locate and Verify: A Two-Stream Network for Improved Deepfake Detection Chao Shuai Jieming Zhong Shuang Wu Feng Lin Peng Kuang Zhongjie Ba Zhenguang Liu Lorenzo Cavallaro Kui Ren 131 46 0 20 Sep 2023
DFIL: Deepfake Incremental Learning by Exploiting Domain-invariant Forgery Clues Kun Pan Yifang Yin Yao Wei Feng Lin Zhongjie Ba Zhenguang Liu Peng Kuang Lorenzo Cavallaro Kui Ren CLL 135 22 0 18 Sep 2023
Self-Supervised Transformer with Domain Adaptive Reconstruction for General Face Forgery Video Detection Daichi Zhang Zihao Xiao Jianmin Li Shiming Ge CVBM ViT 93 1 0 09 Sep 2023
UMMAFormer: A Universal Multimodal-adaptive Transformer Framework for Temporal Forgery Localization Rui Zhang Hongxia Wang Ming-han Du Hanqing Liu Yangqiaoyu Zhou Q. Zeng 127 37 0 28 Aug 2023
COMICS: End-to-end Bi-grained Contrastive Learning for Multi-face Forgery Detection Cong Zhang H. Qi Shuhui Wang Yuezun Li Siwei Lyu CVBM 105 10 0 03 Aug 2023
Self-Supervised Graph Transformer for Deepfake Detection Aminollah Khormali Ji Yuan ViT 101 14 0 27 Jul 2023
A Unified Framework for Modality-Agnostic Deepfakes Detection Cai Yu Peng-Wen Chen Jiahe Tian Jin Liu Jiao Dai Xi Wang Yesheng Chai Shan Jia Siwei Lyu Jizhong Han 91 0 0 26 Jul 2023
BlendFace: Re-designing Identity Encoders for Face-Swapping Kaede Shiohara Xingchao Yang Takafumi Taketomi CVBM 116 52 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 120 11 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 100 1 0 08 Jul 2023
DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection Zhi Yan Yong Zhang Xinhang Yuan Siwei Lyu Baoyuan Wu ELM 186 104 0 04 Jul 2023
Searching for the Fakes: Efficient Neural Architecture Search for General Face Forgery Detection Xiao Jin Xinwen Mu Jing Xu CVBM 92 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 140 32 0 09 Jun 2023
Multimodal Automated Fact-Checking: A Survey Mubashara Akhtar Michael Schlichtkrull Zhijiang Guo O. Cocarascu Elena Simperl Andreas Vlachos 220 48 0 22 May 2023
Discrepancy-Guided Reconstruction Learning for Image Forgery Detection Zenan Shi Haipeng Chen Long Chen Dong Zhang 123 24 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 125 57 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 90 2 0 17 Apr 2023
Artifact magnification on deepfake videos increases human detection and subjective confidence Emilie Josephs Camilo Luciano Fosco A. Oliva 112 8 0 10 Apr 2023
Deepfake Detection with Deep Learning: Convolutional Neural Networks versus Transformers V. Thing 104 17 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 116 130 0 30 Mar 2023
Hallucinated Heartbeats: Anomaly-Aware Remote Pulse Estimation Jeremy Speth Nathan Vance Benjamin Sporrer Lu Niu Patrick Flynn A. Czajka 100 1 0 11 Mar 2023
End-to-end Face-swapping via Adaptive Latent Representation Learning Chenhao Lin Peng Hu Chao Shen Qian Li CVBM 80 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 118 6 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 91 5 0 22 Feb 2023
Deepfake Detection Analyzing Hybrid Dataset Utilizing CNN and SVM Jacob Mallet Laura Pryor Rushit Dave Mounika Vanamala 106 22 0 27 Jan 2023
Exploring Depth Information for Face Manipulation Detection Hao Wang Meiling Li Sheng Li Zhenxing Qian Xinpeng Zhang CVBM 93 1 0 29 Dec 2022
How Do Deepfakes Move? Motion Magnification for Deepfake Source Detection U. Ciftci Ilke Demir 92 7 0 28 Dec 2022
Manifestations of Xenophobia in AI Systems Nenad Tomašev J. L. Maynard Iason Gabriel 136 9 0 15 Dec 2022
Testing Human Ability To Detect Deepfake Images of Human Faces Sergi D. Bray Shane D. Johnson Bennett Kleinberg CVBM 143 56 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 150 39 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 145 22 0 20 Nov 2022
Deepfake Detection: A Comprehensive Study from the Reliability Perspective Tianyi Wang Xin Liao Kam-pui Chow Xiaodong Lin Yinglong Wang 146 43 0 20 Nov 2022
Cross-Domain Local Characteristic Enhanced Deepfake Video Detection Zihan Liu Hanyi Wang Shilin Wang ViT 104 7 0 07 Nov 2022
Digital and Physical Face Attacks: Reviewing and One Step Further Chen Kong Shiqi Wang Haoliang Li AAML 150 30 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 70 4 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 112 42 0 10 Aug 2022
Video Manipulations Beyond Faces: A Dataset with Human-Machine Analysis Trisha Mittal Ritwik Sinha Viswanathan Swaminathan John Collomosse Tianyi Zhou 120 12 0 26 Jul 2022
Detecting Deepfake by Creating Spatio-Temporal Regularity Disruption Jiazhi Guan Hang Zhou Biwei Huang Errui Ding Jingdong Wang Youjian Zhao 105 11 0 21 Jul 2022
Visual Representations of Physiological Signals for Fake Video Detection Kalin Stefanov Bhawna Paliwal Abhinav Dhall 84 6 0 18 Jul 2022
Deepfake Video Detection with Spatiotemporal Dropout Transformer Daichi Zhang Fanzhao Lin Yingying Hua Pengju Wang Dan Zeng Shiming Ge ViT 131 41 0 14 Jul 2022
Detecting and Recovering Sequential DeepFake Manipulation Rui Shao Tianxing Wu Ziwei Liu AAML 133 46 0 05 Jul 2022
Identifying the Context Shift between Test Benchmarks and Production Data Matthew Groh OOD 90 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 72 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 133 83 0 06 Jun 2022