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
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Lingyu Qiu Ke Jiang Xiaoyang Tan 5 0 0 27 May 2025
Think Twice before Adaptation: Improving Adaptability of DeepFake Detection via Online Test-Time Adaptation Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML TTA 10 0 0 24 May 2025
ForensicHub: A Unified Benchmark & Codebase for All-Domain Fake Image Detection and Localization Bo Du Xuekang Zhu Xiaochen Ma Chenfan Qu Kaiwen Feng Zhe Yang Chi-Man Pun Jian Liu Jizhe Zhou 47 0 0 16 May 2025
$FA^{3}-CLIP: Frequency-Aware Cues Fusion and Attack-Agnostic Prompt Learning for Unified Face Attack Detection$ FA^{3}-CLIP: Frequency-Aware Cues Fusion and Attack-Agnostic Prompt Learning for Unified Face Attack Detection Yongqian Li Ning Li Ajian Liu Hui Ma Liying Yang Xihong Chen Zhiyao Liang Yanyan Liang Jun Wan Zhen Lei AAML 85 0 0 01 Apr 2025
Chameleon: On the Scene Diversity and Domain Variety of AI-Generated Videos Detection Meiyu Zeng Xingming Liao C. L. Philip Chen Nankai Lin Zhuowei Wang Chong Chen Aimin Yang 63 1 0 09 Mar 2025
DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection MD Sadik Hossain Shanto Mahir Labib Dihan Souvik Ghosh Riad Ahmed Anonto Hafijul Hoque Chowdhury ... Rakib Ahsan Md Tanvir Hassan MD Roqunuzzaman Sojib Sheikh Azizul Hakim M. Saifur Rahman CVBM 89 0 0 28 Jan 2025
Exploring Unbiased Deepfake Detection via Token-Level Shuffling and Mixing Xinghe Fu Zhiyuan Yan Taiping Yao Shen Chen Xi Li 61 4 0 08 Jan 2025
LatentForensics: Towards frugal deepfake detection in the StyleGAN latent space Matthieu Delmas Amine Kacete 48 1 0 31 Dec 2024
Forensics Adapter: Unleashing CLIP for Generalizable Face Forgery Detection Xinjie Cui Yuezun Li Delong Zhu Jiaran Zhou Junyu Dong Siwei Lyu 139 4 0 29 Nov 2024
Exploring Depth Information for Detecting Manipulated Face Videos Haoyue Wang Sheng Li Ji He Zhenxing Qian Xinpeng Zhang Shaolin Fan CVBM 91 1 0 27 Nov 2024
Passive Deepfake Detection Across Multi-modalities: A Comprehensive Survey Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML 118 2 0 26 Nov 2024
DIP: Diffusion Learning of Inconsistency Pattern for General DeepFake Detection Fan Nie Jiangqun Ni Jian Zhang Bin Zhang Weizhe Zhang DiffM 46 1 0 31 Oct 2024
Language-guided Hierarchical Fine-grained Image Forgery Detection and Localization Xiao Guo Xiaohong Liu I. Masi Xiaoming Liu 95 10 0 31 Oct 2024
Fingerprints of Super Resolution Networks Jeremy Vonderfecht Feng Liu 34 1 0 29 Oct 2024
Capture Artifacts via Progressive Disentangling and Purifying Blended Identities for Deepfake Detection Weijie Zhou Xiaoqing Luo Zhancheng Zhang Jiachen He Xiaojun Wu 35 1 0 14 Oct 2024
Fake It till You Make It: Curricular Dynamic Forgery Augmentations towards General Deepfake Detection Yuzhen Lin Wentang Song Bin Li Yuezun Li Jiangqun Ni Han Chen Qiushi Li 46 14 0 22 Sep 2024
Learning to Discover Forgery Cues for Face Forgery Detection Jiahe Tian Peng-Wen Chen Cai Yu Xiaomeng Fu Xi Wang Jiao Dai Jizhong Han CVBM AAML 51 7 0 02 Sep 2024
Generalizing Deepfake Video Detection with Plug-and-Play: Video-Level Blending and Spatiotemporal Adapter Tuning Zhiyuan Yan Yandan Zhao Shen Chen Xinghe Fu Taiping Yao Shouhong Ding Li Yuan 64 10 0 30 Aug 2024
La-SoftMoE CLIP for Unified Physical-Digital Face Attack Detection Hang Zou Chenxi Du Hui Zhang Yuan Zhang Ajian Liu Jun Wan Zhen Lei AAML 59 4 0 23 Aug 2024
Open-Set Deepfake Detection: A Parameter-Efficient Adaptation Method with Forgery Style Mixture Chenqi Kong Anwei Luo Peijun Bao Haoliang Li Renjie Wan Zengwei Zheng Anderson de Rezende Rocha Alex C. Kot AAML 39 3 0 23 Aug 2024
Multiple Contexts and Frequencies Aggregation Network forDeepfake Detection Zifeng Li Wen-Jun Tang Shijun Gao Shuai Wang Yanxiang Wang CVBM 71 2 0 03 Aug 2024
Learning Natural Consistency Representation for Face Forgery Video Detection Daichi Zhang Zihao Xiao Shikun Li Fanzhao Lin Jianmin Li Shiming Ge CVBM 66 11 0 15 Jul 2024
MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models Shengkang Wang Hongzhan Lin Ziyang Luo Zhen Ye Guang Chen Jing Ma 76 3 0 17 Jun 2024
RU-AI: A Large Multimodal Dataset for Machine Generated Content Detection Liting Huang Zhihao Zhang Yiran Zhang Xiyue Zhou Shoujin Wang NoLa 51 3 0 07 Jun 2024
Principles of Designing Robust Remote Face Anti-Spoofing Systems Xiang Xu Tianchen Zhao Zheng Zhang Zhihua Li Jon Wu Alessandro Achille Mani Srivastava AAML 47 3 0 06 Jun 2024
Explicit Correlation Learning for Generalizable Cross-Modal Deepfake Detection Cai Yu Shan Jia Xiaomeng Fu Jin Liu Jiahe Tian Jiao Dai Xi Wang Siwei Lyu Jizhong Han 47 5 0 30 Apr 2024
Towards Quantitative Evaluation of Explainable AI Methods for Deepfake Detection K. Tsigos Evlampios Apostolidis Spyridon Baxevanakis Symeon Papadopoulos Vasileios Mezaris AAML 46 8 0 29 Apr 2024
FreqBlender: Enhancing DeepFake Detection by Blending Frequency Knowledge Hanzhe Li Yuezun Li Jiaran Zhou Bin Li Junyu Dong CVBM 38 11 0 22 Apr 2024
MoE-FFD: Mixture of Experts for Generalized and Parameter-Efficient Face Forgery Detection Chenqi Kong Anwei Luo Song Xia Yi Yu Haoliang Li Zengwei Zheng Shiqi Wang Alex C. Kot MoE 65 6 0 12 Apr 2024
Deepfake Sentry: Harnessing Ensemble Intelligence for Resilient Detection and Generalisation Liviu-Daniel Ștefan Dan-Cristian Stanciu Mihai Dogariu M. Constantin A. Jitaru Bogdan Ionescu AAML 57 0 0 29 Mar 2024
Deepfake Generation and Detection: A Benchmark and Survey Gan Pei Jiangning Zhang Menghan Hu Zhenyu Zhang Chengjie Wang Yunsheng Wu Guangtao Zhai Jian Yang Chunhua Shen Dacheng Tao 67 28 0 26 Mar 2024
LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection Dat Nguyen Nesryne Mejri Inder Pal Singh Polina Kuleshova Marcella Astrid Anis Kacem Enjie Ghorbel Djamila Aouada 56 29 0 24 Jan 2024
DomainForensics: Exposing Face Forgery across Domains via Bi-directional Adaptation Qingxuan Lv Yuezun Li Junyu Dong Sheng Chen Hui Yu Huiyu Zhou Shu Zhang AAML 43 5 0 17 Dec 2023
DETER: Detecting Edited Regions for Deterring Generative Manipulations Sai Wang Ye Zhu Ruoyu Wang Amaya Dharmasiri Olga Russakovsky Yu Wu 50 2 0 16 Dec 2023
Generalized Deepfakes Detection with Reconstructed-Blended Images and Multi-scale Feature Reconstruction Network Yuyang Sun H. Nguyen Chun-Shien Lu ZhiYong Zhang Lu Sun Isao Echizen CVBM 55 2 0 13 Dec 2023
Unearthing Common Inconsistency for Generalisable Deepfake Detection Beilin Chu Xuan Xu Weike You Linna Zhou 39 0 0 20 Nov 2023
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection Zhiyuan Yan Yuhao Luo Siwei Lyu Qingshan Liu Baoyuan Wu 64 59 0 19 Nov 2023
CapST: An Enhanced and Lightweight Model Attribution Approach for Synthetic Videos Wasim Ahmad Yan-Tsung Peng Yuan-Hao Chang Gaddisa Olani Ganfure Sarwar Khan Sahibzada Adil Shahzad 33 0 0 07 Nov 2023
Detecting Deepfakes Without Seeing Any Tal Reiss Bar Cavia Yedid Hoshen AAML 36 17 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 22 2 0 03 Oct 2023
UVL: A Unified Framework for Video Tampering Localization Tingliang Feng Xianfeng Zhao Jinchuan Li Yun Cao AAML 43 0 0 28 Sep 2023
Robust Sequential DeepFake Detection R. Shao Tianxing Wu Ziwei Liu ViT AAML 45 8 0 26 Sep 2023
Detecting and Grounding Multi-Modal Media Manipulation and Beyond Rui Shao Tianxing Wu Jianlong Wu Liqiang Nie Ziwei Liu 29 25 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 62 30 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 66 17 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 35 2 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 36 21 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 46 6 0 03 Aug 2023
Self-Supervised Graph Transformer for Deepfake Detection Aminollah Khormali Ji Yuan ViT 29 9 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 41 0 0 26 Jul 2023