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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
Agent4FaceForgery: Multi-Agent LLM Framework for Realistic Face Forgery Detection Yingxin Lai Zitong Yu Jun Wang Linlin Shen Yong Xu Simeng Qin CVBM 0 0 0 16 Sep 2025
A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection Libo Lv Tianyi Wang Mengxiao Huang Ruixia Liu Yinglong Wang 12 0 0 28 Aug 2025
Veritas: Generalizable Deepfake Detection via Pattern-Aware Reasoning Hao Tan Jun Lan Zichang Tan Ajian Liu Chuanbiao Song Senyuan Shi Huijia Zhu Weiqiang Wang Jun Wan Zhen Lei 36 0 0 28 Aug 2025
When Deepfakes Look Real: Detecting AI-Generated Faces with Unlabeled Data due to Annotation Challenges Zhiqiang Yang Renshuai Tao Xiaolong Zheng Guodong Yang Chunjie Zhang 89 0 0 12 Aug 2025
When Deepfake Detection Meets Graph Neural Network:a Unified and Lightweight Learning Framework Haoyu Liu Chaoyu Gong Mengke He Jiate Li Kai Han Siqiang Luo 25 0 0 07 Aug 2025
DiffusionFF: Face Forgery Detection via Diffusion-based Artifact Localization Siran Peng Haoyuan Zhang Li Gao Tianshuo Zhang Bao Li Zhen Lei DiffM 20 0 0 03 Aug 2025
Robust Deepfake Detection for Electronic Know Your Customer Systems Using Registered Images Takuma Amada Kazuya Kakizaki Taiki Miyagawa Akinori F. Ebihara Kaede Shiohara T. Yamasaki 56 0 0 30 Jul 2025
Deepfake Caricatures: Amplifying attention to artifacts increases deepfake detection by humans and machines Camilo Luciano Fosco Emilie Josephs A. Andonian Allen Lee 173 0 0 01 Jul 2025
FAME: A Lightweight Spatio-Temporal Network for Model Attribution of Face-Swap Deepfakes Wasim Ahmad Yan-Tsung Peng Yuan-Hao Chang CVBM 123 1 0 13 Jun 2025
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Marcel Klemt Carlotta Segna Anna Rohrbach 116 0 0 06 Jun 2025
Practical Manipulation Model for Robust Deepfake Detection Benedikt Hopf Radu Timofte AAML 160 0 0 05 Jun 2025
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Lingyu Qiu Ke Jiang Xiaoyang Tan 209 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 239 0 0 24 May 2025
Do DeepFake Attribution Models Generalize? Spiros Baxavanakis Manos Schinas Symeon Papadopoulos 79 3 0 22 May 2025
Benchmarking Unified Face Attack Detection via Hierarchical Prompt Tuning Ajian Liu Haocheng Yuan Xiao Guo Hui Ma Wanyi Zhuang ... Yanyan Liang Weiqiang Wang Jun Wan Xiaoming Liu Zhen Lei AAML CVBM 168 0 0 19 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 213 1 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 236 2 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 Hongyan Wu Zhuowei Wang Chong Chen Aimin Yang 125 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 159 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 120 15 0 08 Jan 2025
LatentForensics: Towards frugal deepfake detection in the StyleGAN latent space Matthieu Delmas Amine Kacete 209 2 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 320 2 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 196 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 349 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 133 4 0 31 Oct 2024
Language-guided Hierarchical Fine-grained Image Forgery Detection and Localization Xiao Guo Xiaohong Liu I. Masi Xiaoming Liu 220 20 0 31 Oct 2024
Fingerprints of Super Resolution Networks Jeremy Vonderfecht Feng Liu 102 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 111 2 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 116 22 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 136 13 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 139 24 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 135 7 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 95 8 0 23 Aug 2024
Multiple Contexts and Frequencies Aggregation Network forDeepfake Detection Zifeng Li Wen-Jun Tang Shijun Gao Shuai Wang Yanxiang Wang CVBM 162 3 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 138 21 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 251 5 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 119 6 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 110 5 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 116 7 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 109 14 0 29 Apr 2024
FreqBlender: Enhancing DeepFake Detection by Blending Frequency Knowledge Hanzhe Li Yuezun Li Jiaran Zhou Bin Li Junyu Dong CVBM 126 30 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 234 18 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 136 1 0 29 Mar 2024
Deepfake Generation and Detection: A Benchmark and Survey Gan Pei Jiangning Zhang Menghan Hu Ying Tai Chengjie Wang Yunsheng Wu Guangtao Zhai Jian Yang Chunhua Shen Dacheng Tao 208 49 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 168 54 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 114 9 0 17 Dec 2023
DETER: Detecting Edited Regions for Deterring Generative Manipulations Sai Wang Ye Zhu Ruoyu Wang Amaya Dharmasiri Olga Russakovsky Yu Wu 119 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 131 2 0 13 Dec 2023
Unearthing Common Inconsistency for Generalisable Deepfake Detection Beilin Chu Xuan Xu Weike You Linna Zhou 98 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 194 90 0 19 Nov 2023