Multimodal Deepfake Detection

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27 papers4 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

  1. An Agentic ENF Framework for Forensic Video Authentication Against Generative AI

    Oct 15, 2026Ryan Wyton, Bacha RehmanVideo ForensicsDeepfake Detection

    Southampton Solent University

  2. Beyond Generation: Using Multimodal LLMs as Detectors of LLM-Generated Deepfake Facial Images

    Oct 15, 2026Olivia Salamon, Virginia N. L. Franqueira, Shujun LiAI-Generated Image DetectionMultimodal Deepfake Detection

    Institute of Cyber Security for Society (iCSS) & School of Computing, University of Kent, London and South East University Group, Canterbury, UK

  3. BabelFake: A Multilingual Audio-Visual DeepFake Benchmark

    Oct 5, 2026Carlotta Segna, Joel Tschesche, Anna RohrbachAudio Deepfake DetectionDeepfake Detection

    TU Darmstadt & Hessian.AI, Germany

  4. ModalFidelity: Routing Modalities for Deepfake Detection on a Budget

    Sep 29, 2026Oguzhan Baser, Kaan Kale, Sriram Vishwanath +1Multimodal Deepfake DetectionDeepfake Detection

    The University of Texas at Austin, Austin, TX, USA · Georgia Institute of Technology, Atlanta, GA, USA

  5. Look Before You Judge: Training-Free Region Mining for Grounded and Explainable Deepfake Detection

    Sep 28, 2026Chia-Ling Chen, Yu-Ting Ta, Jian-Yu Jiang-Lin +8Explainable Deepfake DetectionDeepfake Detection

    National Taiwan University · National Tsing Hua University · National Yang Ming Chiao Tung University

  6. DFD-Lab: A Modular Audio-Visual Deepfake Detection Pipeline

    Sep 20, 2026Jan Rybarczyk, Mateusz Roszkowski, Jacek KomorowskiAudio Deepfake DetectionDeepfake Detection

    Warsaw University of Technology

  7. DF-MoE: Generalizable Deepfake Detection via Multimodal Sparse Mixture-of-Experts

    Aug 24, 2026Vlad Hondru, Florinel Alin Croitoru, Iuliana Georgescu +2Multimodal Deepfake DetectionDeepfake Detection

    University of Bucharest Bucharest, Romania · Technical University Munich, MCML Munich, Germany · University of Tübingen, Tübingen AI Center Tübingen, Germany

  8. LaP-Forensics: Latent-Pixel Consistency Guided Multimodal Reasoning for Deepfake Detection

    Jul 28, 2026Can Wang, Yuhao Wang, Yushe Cao +2Multimodal Deepfake DetectionDigital Image Forensics

    The Hong Kong Polytechnic University · University College London · Tsinghua University +2

  9. Ensemble Deep Learning Approaches for AI-Altered Video Detection

    Jul 8, 2026Laiba Khan, Hung-Mao Wu, Wei Lin +3Multimodal Deepfake DetectionDeep Ensembles

    Department of Mathematical and Computational Sciences, University of Toronto Mississauga · Department of Mathematical and Computational Sciences, University of Toronto

  10. SSAFE: Simple and Strong AI-Generated Image Detection via Frozen Vision Encoders

    Jun 7, 2026Seunghyun Lee, Byoungkwon Kim, Jaehyun Nam +2Domain GeneralizationTraining Data Selection

    1KAIST · † Work done at KAIST. · 2Google Cloud AI

  11. ExpSpeech-Net: Multimodal Fusion of Expression and Speech for Deepfake Detection

    Jun 4, 2026Ruchika Sharma, Rudresh DwivediMultimodal Deepfake DetectionDeepfake Detection

    ISLBT · MPNCC

  12. DeepFake Forensics AI: A Multi-Modal Detection and Blockchain-Anchored Evidence Management Platform

    May 28, 2026Naisha MinnahAudio Deepfake DetectionImage Forgery Detection

    Department of Computer Science Providence Women’s College, Calicut Affiliated to University of Calicut, Kerala, India · Affiliated to University of Calicut, Kerala, India

  13. EMO-BOOST: Emotion-Augmented Audio-Visual Features for Improved Generalization in Deepfake Detection

    May 19, 2026Aritra Marik, Marcel Klemt, Anna RohrbachAudio Deepfake DetectionDeepfake Detection

    Technical University of Darmstadt · ELIZA

  14. CAM-VFD: Cross-Attention Multimodal Video Forgery Detection

    May 16, 2026Hoda Osama Elkhodary, Sherin Mostafa Youssef, Marwa Elshenawy +1Multimodal Deepfake DetectionMultimodal Robustness

    Computer Engineering Department, College of Engineering and Technology, Arab Academy for Science, Technology and Maritime Transport, Alexandria, Egypt

  15. Omni-Fake: Benchmarking Unified Multimodal Social Media Deepfake Detection

    May 2, 2026Tianxiao Li, Zhenglin Huang, Haiquan Wen +10Multimodal Deepfake DetectionExplainable Deepfake Detection

    University of Liverpool · University of Exeter · The Chinese University of Hong Kong, Shenzhen +1

  16. Are DeepFakes Realistic Enough? Exploring Semantic Mismatch as a Novel Challenge

    Apr 30, 2026Sharayu Nilesh Deshmukh, Kailash A. Hambarde, Joana C. Costa +2Audio-Visual UnderstandingAudio Deepfake Detection

    Instituto de Telecomunicações, Universidade da Beira Interior, Portugal

  17. Attribution-Guided Multimodal Deepfake Detection via Cross-Modal Forensic Fingerprints

    Apr 29, 2026Wasim Ahmad, Wei Zhang, Xuerui MaoAudio Deepfake DetectionCross-Modal Representation Learning

    School of Interdisciplinary Science, Beijing Institute of Technology, Beijing 100081, China

  18. M3D-Net: Multi-Modal 3D Facial Feature Reconstruction Network for Deepfake Detection

    Apr 16, 2026Haotian Wu, Yue Cheng, Shan BianMultimodal Deepfake DetectionDeepfake Detection

    a College of Mathematics and Informatics, South China Agricultural University, Wushan 2026 Road, Tianhe District, Guangzhou, 510642, China

  19. VRAG-DFD: Verifiable Retrieval-Augmentation for MLLM-based Deepfake Detection

    Apr 15, 2026Hui Han, Shunli Wang, Yandan Zhao +2Multimodal Deepfake DetectionDeepfake Detection

    Shanghai Jiao Tong University · Tencent Youtu Lab

  20. Beyond Surface Artifacts: Capturing Shared Latent Forgery Knowledge Across Modalities

    Apr 9, 2026Jingtong Dou, Chuancheng Shi, Jian Wang +3Multimodal Deepfake DetectionMultimodal Domain Generalization

    The University of Sydney · Nanjing University of Posts and Telecommunications · National University of Singapore

  21. MSCT: Differential Cross-Modal Attention for Deepfake Detection

    Apr 9, 2026Fangda Wei, Miao Liu, Yingxue Wang +3Deepfake DetectionMultimodal Deepfake Detection

    Beijing Institute of Technology, China · China Academy of Electronics and Information Technology, China

  22. SAVe: Self-Supervised Audio-visual Deepfake Detection Exploiting Visual Artifacts and Audio-visual Misalignment

    Mar 26, 2026Sahibzada Adil Shahzad, Ammarah Hashmi, Junichi Yamagishi +5Multimodal Deepfake DetectionDeepfake Detection

    Social Networks and Human-Centered Computing Program, Taiwan International Graduate Program, Institute of Information Science, Academia Sinica, Taipei 11529, Taiwan · Department of Computer Science, National Chengchi University, Taipei 11529, Taiwan · Institute of Information Systems and Applications, National Tsing Hua University, Hsinchu 300044, Taiwan +4

  23. VIGIL: Part-Grounded Structured Reasoning for Generalizable Deepfake Detection

    Mar 23, 2026Xinghan Li, Junhao Xu, Jingjing ChenExplainable Deepfake DetectionDeepfake Detection

    College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, China.

  24. Leveraging large multimodal models for audio-video deepfake detection: a pilot study

    Feb 25, 2026Songjun Cao, Yuqi Li, Yunpeng Luo +2Multimodal Deepfake DetectionDeepfake Detection

    Tencent YouTu Lab, China · Tencent Youtu Lab, China · Fudan University, China

  25. Pixels Don't Lie (But Your Detector Might): Bootstrapping MLLM-as-a-Judge for Trustworthy Deepfake Detection and Reasoning Supervision

    Feb 23, 2026Kartik Kuckreja, Parul Gupta, Muhammad Haris Khan +1Deepfake DetectionExplainable Deepfake Detection

    MBZUAI · Monash University *

  26. FORGE: Forensic Reasoning with Grounded Evidence

    Mar 20, 2025Rohit Kundu, Shan Jia, Vishal Mohanty +2VLM AdaptationExplainable Deepfake Detection

    University of California, Riverside · Google LLC

  27. Deepfake Media Generation and Detection in the Generative AI Era: A Survey and Outlook

    Nov 29, 2024Florinel-Alin Croitoru, Andrei-Iulian Hiji, Vlad Hondru +7Audio Deepfake DetectionDeepfake Detection

    Department of Computer Science, University of Bucharest, Romania · Mohamed bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, UAE · Department of Computer Science, University of Central Florida, Orlando, US