Image Forgery Detection

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11 papers in the last four weeks, up 57% on the four weeks before. 0.1% of all new papers.

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  1. Does an Illumination Prior Help Face-Swap Detection? A Controlled Study of Temporal Self-Blended Images

    Oct 8, 2026Danil Davydov, Bader Rasheed, Dmitriy VatolinImage Forgery DetectionDeepfake Detection

    Innopolis University, Innopolis, Russia · Laboratory of Innovative Technologies for Processing Video Content, Innopolis University, Innopolis, Russia

  2. WorldFact-Bench: Beyond Image-Internal Plausibility to Image-World Consistency

    Oct 8, 2026Zhuohong Chen, Zhengxian Wu, Yunyao Yu +7Factual Consistency EvaluationImage Forgery Detection

    Ant Group · Tsinghua University

  3. Forensic Reserve: Eliciting Latent Knowledge for Image Forgery Detection

    Oct 6, 2026Jiahua Li, Zixu John, Tom Zhong +5Image Forgery DetectionVision Foundation Model Adaptation

    University of Oxford, the United Kingdom · Independent Researcher · Imperial College London, the United Kingdom +1

  4. Revisiting Cross-Reconstruction for Generalizable Deepfake Detection

    Oct 1, 2026Bingjian Yang, Shilei Zhao, Zheng WangImage Forgery DetectionDigital Image Forensics

    National Engineering Research Center for Multimedia Software, School of Computer Science, Wuhan University, China

  5. Semantic Watermarking for Malicious Image Manipulation Detection

    Sep 30, 2026Yoonseo Kim, Seungwoo Baek, Junyoung ParkImage Forgery DetectionRobust Watermarking

    Korea University, Seoul, South Korea.

  6. Agentic Tool-Augmented Reasoning for Explainable Image Forgery Detection

    Sep 30, 2026Zhiya Tan, Jing Huang, Changtao Miao +5Tool Use in VLMsImage Forgery Detection

    CCDS Nanyang Technological University Singapore, Singapore · Ant Digital Technologies Ant Group Singapore, Singapore · Ant Digital Technologies Ant Group Hangzhou, China +3

  7. Team MSU GenText-Forensics Challenge 2026 Technical Report

    Sep 29, 2026Kirill Koltsov, Aleksandr Gushchin, Dmitriy Vatolin +1Image Forgery DetectionDigital Forensics

    Lomonosov Moscow State University Moscow, Russia · MSU Institute for Artificial Intelligence Moscow, Russia

  8. A Benchmark & Dataset for Detecting AI-Manipulated Visual Evidence in the Court System

    Sep 29, 2026Kelly McConvey, Sajad Ebrahimi, Nima Jamali +10Image Forgery DetectionDigital Image Forensics

    University of Toronto Toronto, Canada · University of Waterloo Waterloo, Canada · University of British Columbia Vancouver, Canada +2

  9. Forensic-Aware Continual Adaptation for Image Forgery Localization

    Sep 29, 2026Chenqi Kong, Song Xia, Anwei Luo +3Image Forgery DetectionVision Foundation Model Adaptation

    School of Computing, National University of Singapore, Singapore. · ROSE Lab, School of EEE, Nanyang Technological University, Singapore. · School of Computing and Artificial Intelligence, Jiangxi University of Finance and Economics, Nanchang, China. +1

  10. MAD-Guard: Controlled Study of Autoregressive Generation versus Direct Decision Interfaces for Closed Multimodal Forensic Tasks

    Sep 27, 2026Hao ChenEfficient Multimodal InferenceImage Forgery Detection

    School of Cyber Security, Guangdong Polytechnic Normal University, Guangzhou, China

  11. ASAP: Visual Analytics for Identifying and Analyzing Image Patterns in AI-generated Images

    Sep 23, 2026Jinbin Huang, Yuki Ueno, Chen Chen +4Image Forgery DetectionExplainable Deepfake Detection

    Arizona State University, AZ, US · University of Maryland, MD, US · Fujitsu Research of America, PA, US +1

  12. Dissecting Agentic Forensics: The Role of Triage, Prompting, and Evidence Arbitration in Open-World Fake Image Detection

    Sep 21, 2026Xianlong Li, Pietro Bongini, Niccoló Pancino +3Image Forgery DetectionDigital Image Forensics

    IMT School for Advanced Studies Lucca, Italy · University of Siena, Italy

  13. IMFD: End-to-end Multi-Face Forgery Detection through Instruction-based Large Vision-Language Models

    Sep 17, 2026Dasom Choi, Sangjun Moon, Hyeongchan Im +5Image Forgery DetectionLarge Vision-Language Models

    Chungnam National University · Institute of Science Tokyo · Nara Institute of Science and Technology (NAIST)

  14. Unifying Semantic Priors and High-Frequency Traces: Enhancing V-JEPA with Mixture-of-Experts for Robust Synthetic Image Forensics

    Sep 15, 2026Simone Teglia, Irene AmeriniImage Forgery DetectionMixture of Experts

    Sapienza University of Rome

  15. Multi-Tool Image Editing Attribution in Facial Forgery

    Sep 2, 2026Sheng Liu, Qiang Sheng, Danding Wang +3Image Forgery Detection

    Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences, Beijing, China

  16. From Detection to Localization: A Unified Forensics Framework for Fully Synthetic and Tampered Images

    Sep 2, 2026Annalisa Gallina, Marco Fiorucci, Marco Brigo +2Image Forgery DetectionDigital Image Forensics

    University of Padova Padova, Italy

  17. Evidence-Guided Detection, Localization and Explanation for Text-Centric Image Forensics

    Sep 2, 2026Peifeng Liu, Bin Li, Qingsong Zhang +3Image Forgery DetectionDigital Image Forensics

    Guangdong Provincial Key Laboratory of Intelligent Information Processing, Shenzhen Key Laboratory of Media Security, Shenzhen University

  18. Benchmarking Spatial, Spectral, and Self-Supervised Cues for Face Forgery Detection under Realistic Degradation

    Sep 1, 2026Lucas Cunha, Lucas Sotomaior, Lucas Gasperin +3Image Corruption RobustnessImage Forgery Detection

    Pontifical Catholic University of Paraná, Curitiba, Brazil

  19. SegWave: Wavelet-Driven Segmentation of Tampered Regions

    Aug 31, 2026Siddhi Pravin Lipare, Vishesh Kumar, Akshay AgarwalImage Forgery DetectionDigital Image Forensics

    IIIT-Hyderabad, India · Trustworthy BiometraVision Lab, IISER-Bhopal, India

  20. Foundation and Multimodal Large Language Models for Face Presentation and Morph Attack Detection

    Aug 30, 2026Hatef Otroshi Shahreza, Asif Hussain Khan, Peter Lorenz +2Image Forgery DetectionVision Foundation Model Adaptation

    Idiap Research Institute, Switzerland · Université de Lausanne, Switzerland

  21. Structured Local Differential Modeling for AI-Generated Image Detection

    Aug 13, 2026Jiazhen Yang, Ruijin Jin, Junjun Zheng +3Image Forgery DetectionDigital Image Forensics

    Zhejiang University · Taobao & Tmall Group of Alibaba · Zhejiang University of Technology

  22. Open-Set Visual Text Forensics via Sparse-Constraint Rectified Flow

    Aug 3, 2026Jiangling Zhang, Shuxuan Gao, Zeyu Chen +2Image Forgery DetectionRectified Flow

    VCIP & TMCC & DISSec College of Computer Science Nankai University Tianjin, China · School of Computer Science and Artificial Intelligence Wuhan University of Technology Wuhan, China · VCIP & TMCC & DISSec College of Computer Science & College of Cryptology and Cyber Science Nankai University Tianjin, China

  23. Explaining AI-Image Detection: What the Heatmap Actually Shows

    Jul 31, 2026Leonid Kuturin, Ilya Sotnikov, Mark Khusnutdinov +4Image Forgery DetectionDigital Image Forensics

    Sirius Educational Centre, Big Challenges programme · HSE University, Faculty of Computer Science

  24. SciFigPlag-Bench: A Benchmark for Provenance-Aware Scientific Figure Plagiarism Detection

    Jul 31, 2026Zhiying Cui, Minghao Yang, Linlin Gao +2VLM EvaluationImage Forgery Detection

    1Ningbo University · 2Hokkaido University · 3IBM Research

  25. RAID: Towards Robust AI-Generated Image Detection with Bit-Reversed Images

    Jul 31, 2026Renxi Cheng, Jie Gui, Hongsong WangImage Forgery DetectionDigital Image Forensics

    School of Cyber Science and Engineering, Southeast University, Nanjing 210096, China · Purple Mountain Laboratories, Nanjing 210000, China · Engineering Research Center of Blockchain Application, Supervision And Management (Southeast University), Ministry of Education, China +2

  26. Can Vision-Language Models Reason about AI Edits in Images?

    Jul 30, 2026Darsha Udayanga, Pin-Yu Chen, Payel Das +1Image Forgery DetectionImage Forgery Localization

    1Rensselaer Polytechnic Institute · 2IBM Research

  27. FakeIDet3-DB: Refining Digital Attacks and Patch Extraction for Secure ID Benchmarking

    Jul 29, 2026Muñoz-Haro Javier, Teruel Andres, Tolosana Ruben +4Image Forgery DetectionDigital Image Forensics

    School of Engineering, Universidad Autonoma de Madrid, Ciudad Universitaria de Cantoblanco, Madrid, Spain

  28. BG-REAL: A Public Real-Data Anchored Benchmark for Background Manipulation Detection and Localization

    Jul 28, 2026Bugra Alperen Uluirmak, Rifat KurbanImage Forgery DetectionDigital Image Forensics

    Erciyes University, Kayseri, Türkiye · Abdullah Gül University, Kayseri, Türkiye

  29. DailyBench: A Unified Benchmark for AI-Generated and Manipulated Images from Modern Generative Models

    Jul 27, 2026Xin Jiang, Hao Tang, Junyao Gao +4Image Forgery DetectionAI-Generated Image Detection

    State Key Laboratory of Communication Content Cognition, People’s Daily Online · Nanyang Technological University · Tongji University +3

  30. Explainable Deepfake Detection Challenge

    Jul 23, 2026Abhijeet Narang, Kartik Kuckreja, Shreya Ghosh +4Image Forgery DetectionExplainable Deepfake Detection

    American University of Sharjah Sharjah, United Arab Emirates