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UCF: Uncovering Common Features for Generalizable Deepfake Detection

IEEE International Conference on Computer Vision (ICCV), 2023

27 April 2023

Yong Zhang

Papers citing "UCF: Uncovering Common Features for Generalizable Deepfake Detection"

50 / 89 papers shown

Title
When Generative Replay Meets Evolving Deepfakes: Domain-Aware Relative Weighting for Incremental Face Forgery Detection Hao Shen Jikang Cheng Renye Yan Zhongyuan Wang Wei Peng Baojin Huang 56 0 0 23 Nov 2025
SynthGuard: An Open Platform for Detecting AI-Generated Multimedia with Multimodal LLMs Shail Desai Aditya Pawar Li Lin X. Wang Shu Hu 52 0 0 16 Nov 2025
DINO-Detect: A Simple yet Effective Framework for Blur-Robust AI-Generated Image Detection Jialiang Shen Jiyang Zheng Yunqi Xue Huajie Chen Yu Yao ... Ruiqi Liu Helin Gong Yang Yang Dadong Wang Tongliang Liu 171 0 0 16 Nov 2025
Fine-Grained DINO Tuning with Dual Supervision for Face Forgery Detection Tianxiang Zhang Peipeng Yu Zhihua Xia Longchen Dai Xiaoyu Zhou Hui Gao 124 0 0 15 Nov 2025
Exposing DeepFakes via Hyperspectral Domain Mapping Aditya Mehta Swarnim Chaudhary Pratik Narang Jagat Sesh Challa 28 0 0 13 Nov 2025
Improving Deepfake Detection with Reinforcement Learning-Based Adaptive Data Augmentation Yuxuan Zhou Tao Yu Wen Huang Yuheng Zhang Tao Dai Shu-Tao Xia 96 0 0 10 Nov 2025
Fit for Purpose? Deepfake Detection in the Real World Guangyu Lin Li Lin Christina P. Walker Daniel S. Schiff Shu Hu 99 1 0 18 Oct 2025
Real-Aware Residual Model Merging for Deepfake Detection Jinhee Park Guisik Kim Choongsang Cho Junseok Kwon MoMe 112 0 0 29 Sep 2025
Seeing Through the Blur: Unlocking Defocus Maps for Deepfake Detection Minsun Jeon Simon S. Woo 100 2 0 27 Sep 2025
FreqDebias: Towards Generalizable Deepfake Detection via Consistency-Driven Frequency Debiasing Hossein Kashiani Niloufar Alipour Talemi Fatemeh Afghah 140 5 0 26 Sep 2025
Realism to Deception: Investigating Deepfake Detectors Against Face Enhancement Muhammad Saeed Ijaz Ul Haq K. Malik 43 0 0 08 Sep 2025
Revisiting Deepfake Detection: Chronological Continual Learning and the Limits of Generalization Federico Fontana Anxhelo Diko Romeo Lanzino Marco Raoul Marini Bachir Kaddar G. Foresti Luigi Cinque 59 0 0 29 Aug 2025
A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection Libo Lv Tianyi Wang Mengxiao Huang Ruixia Liu Yinglong Wang 68 0 0 28 Aug 2025
Improving Generalization in Deepfake Detection with Face Foundation Models and Metric Learning Stelios Mylonas Symeon Papadopoulos 85 0 0 27 Aug 2025
Suppressing Gradient Conflict for Generalizable Deepfake Detection Ming-Hui Liu Harry Cheng Xin Luo Xin-Shun Xu 128 0 0 29 Jul 2025
HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Jialei Cui Jianwei Du Yanzhe Li Lei Gao Hui Jiang Chenfu Bao 161 0 0 28 Jul 2025
Celeb-DF++: A Large-scale Challenging Video DeepFake Benchmark for Generalizable Forensics Yuezun Li Delong Zhu Xinjie Cui Siwei Lyu 171 2 0 24 Jul 2025
Rethinking Individual Fairness in Deepfake Detection Aryana Hou Li Lin Justin Li Shu Hu 185 1 0 18 Jul 2025
DDL: A Large-Scale Datasets for Deepfake Detection and Localization in Diversified Real-World Scenarios Changtao Miao Y. Zhang Weize Gao Zhiya Tan Weiwei Feng ... Qi Chu Tao Gong Zhe Li Weibin Yao Joey Tianyi Zhou 124 3 0 29 Jun 2025
Practical Manipulation Model for Robust Deepfake Detection Benedikt Hopf Radu Timofte AAML 224 0 0 05 Jun 2025
Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head GenerationComputer Vision and Pattern Recognition (CVPR), 2025 Yuan Gan Jiaxu Miao Yunze Wang Yi Yang AAML DiffM 130 1 0 02 Jun 2025
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Lingyu Qiu Ke Jiang Xiaoyang Tan 273 0 0 27 May 2025
Guard Me If You Know Me: Protecting Specific Face-Identity from Deepfakes Kaiqing Lin Zhiyuan Yan Ke-Yue Zhang Li Hao Yue Zhou Yuzhen Lin Weixiang Li Taiping Yao Shouhong Ding Bin Li 249 2 0 26 May 2025
CAD: A General Multimodal Framework for Video Deepfake Detection via Cross-Modal Alignment and Distillation Yuxuan Du Zhendong Wang Yuhao Luo Caiyong Piao Zhiyuan Yan Hao Li Lichao Sun 276 2 0 21 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 394 1 0 16 May 2025
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Jian Wang Baoyuan Wu Li Liu Qingshan Liu AAML 300 0 0 13 May 2025
Learning Real Facial Concepts for Independent Deepfake DetectionInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Ming-Hui Liu Harry Cheng Tianyi Wang Xin Luo Xin-Shun Xu 297 3 0 07 May 2025
Combating Falsification of Speech Videos with Live Optical Signatures (Extended Version) Hadleigh Schwartz Xiaofeng Yan Charles J. Carver Xia Zhou 323 0 0 30 Apr 2025
From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes Long Ma Zhiyuan Yan Jin Xu Jin Xu Qinglang Guo Hu Huang Yong Liao Hui Lin CVBM 262 5 0 07 Apr 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 DetectionIEEE Transactions on Information Forensics and Security (TIFS), 2025 Yongqian Li Ning Li Ajian Liu Hui Ma Liying Yang Xihong Chen Zhiyao Liang Yanyan Liang Jun Wan Zhen Lei AAML 355 3 0 01 Apr 2025
SketchVideo: Sketch-based Video Generation and EditingComputer Vision and Pattern Recognition (CVPR), 2025 Feng-Lin Liu Hongbo Fu Xintao Wang Weicai Ye Pengfei Wan Di Zhang Lin Gao DiffM VGen 262 4 0 30 Mar 2025
MVFNet: Multipurpose Video Forensics Network using Multiple Forms of Forensic EvidenceIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025 Tai D. Nguyen Matthew C. Stamm 258 0 0 26 Mar 2025
Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face DetectorComputer Vision and Pattern Recognition (CVPR), 2025 Xiao Guo Xiufeng Song Yue Zhang Xiaohong Liu Xuyang Liu 308 21 0 26 Mar 2025
TruthLens: Visual Grounding for Universal DeepFake Reasoning Rohit Kundu Shan Jia Vishal Mohanty Athula Balachandran Amit K. Roy-Chowdhury 344 3 0 20 Mar 2025
Unlocking the Capabilities of Large Vision-Language Models for Generalizable and Explainable Deepfake Detection Peipeng Yu Jianwei Fei Hui Gao Xuan Feng Zhihua Xia Chip-Hong Chang MLLM VLM 298 1 0 19 Mar 2025
Forensics-Bench: A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language ModelsComputer Vision and Pattern Recognition (CVPR), 2025 Jin Wang Chenghui Lv Xian Li Shichao Dong Huadong Li Kelu Yao Chao Li Wenqi Shao Ping Luo 324 10 0 19 Mar 2025
Unmasking the Unknown: Facial Deepfake Detection in the Open-Set Paradigm Nadarasar Bahavan Sanjay Saha Ken Chen Sachith Seneviratne Sanka Rasnayaka Saman K. Halgamuge 302 0 0 11 Mar 2025
Towards General Visual-Linguistic Face Forgery Detection(V2)Computer Vision and Pattern Recognition (CVPR), 2023 Ke Sun Shen Chen Taiping Yao Ziyin Zhou Jinfa Huang Xiaoshuai Sun Chia-Wen Lin Rongrong Ji 216 3 0 28 Feb 2025
WMamba: Wavelet-based Mamba for Face Forgery Detection Siran Peng Tianshuo Zhang Li Gao Xiangyu Zhu Huatian Zhang Kai Pang Zhen Lei Mamba 261 4 0 16 Jan 2025
Towards Interactive Deepfake AnalysisIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Lixiong Qin Ning Jiang Yang Zhang Yuhan Qiu Dingheng Zeng Jiani Hu Weihong Deng ALM 74 4 0 03 Jan 2025
Memory-Centric Computing: Recent Advances in Processing-in-DRAM O. Mutlu Ataberk Olgun Geraldo F. Oliveira Ismail Emir Yüksel 296 11 0 26 Dec 2024
DFREC: DeepFake Identity Recovery Based on Identity-aware Masked Autoencoder Peipeng Yu Hui Gao Zhitao Huang Zhihua Xia Chip-Hong Chang Chip-Hong Chang 286 1 0 10 Dec 2024
OmniGuard: Hybrid Manipulation Localization via Augmented Versatile Deep Image WatermarkingComputer Vision and Pattern Recognition (CVPR), 2024 Xinyu Zhang Zecheng Tang Zhipei Xu Runyi Li Youmin Xu Bin Chen Feng Gao Jian Zhang WIGM 452 13 0 02 Dec 2024
Deepfake Media Generation and Detection in the Generative AI Era: A Survey and Outlook Florinel-Alin Croitoru Andrei Iulian Hiji Vlad Hondru Nicolae-Cătălin Ristea Paul Irofti Marius Popescu Cristian Rusu Radu Tudor Ionescu Fahad Shahbaz Khan Mubarak Shah 337 15 0 29 Nov 2024
Forensics Adapter: Unleashing CLIP for Generalizable Face Forgery Detection Xinjie Cui Rui Wang Delong Zhu Jiaran Zhou Junyu Dong Siwei Lyu 443 4 0 29 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 518 4 0 26 Nov 2024
Capture Artifacts via Progressive Disentangling and Purifying Blended Identities for Deepfake Detection Weijie Zhou Xiaoqing Luo Zhancheng Zhang Jiachen He Xiaojun Wu 174 3 0 14 Oct 2024
DPL: Cross-quality DeepFake Detection via Dual Progressive LearningAsian Conference on Computer Vision (ACCV), 2024 Dongliang Zhang Yunfei Li Jiaran Zhou Yuezun Li 191 3 0 10 Oct 2024
A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense ReasoningNeural Information Processing Systems (NeurIPS), 2024 Niki Maria Foteinopoulou Enjie Ghorbel Djamila Aouada 334 8 0 01 Oct 2024
Face Forgery Detection with Elaborate Backbone Zonghui Guo Y. Liu Jie Zhang Haiyong Zheng Shiguang Shan AAML CVBM 212 2 0 25 Sep 2024