Image Forgery Localization

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6 papers in the last four weeks, up 50% on the four weeks before. 0.1% of all new papers.

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  1. MSU Team at the Explainable Deepfake Detection Challenge 2026: Grounded Artifact Evidence for Deepfake Detection

    Oct 7, 2026Artem Filippov, Aleksandr Gushchin, Kirill Koltsov +2Deepfake DetectionExplainable Deepfake Detection

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

  2. Can We Model the Artifacts Explicitly? Disentangle Artifacts via Pairwise Edit Relations for Image Manipulation Localization

    Oct 6, 2026Xuekang Zhu, Kaiwen Feng, Ruifeng Wang +10Image Forgery Localization

    Sichuan University · Ant Group · The Hong Kong University of Science and Technology +4

  3. GIFTBench: Diagnosing Generalization in Image Forgery Localization and Informing Model Design

    Oct 1, 2026Baoke Dou, Ziye Wang, Hao Wang +5Image Forgery LocalizationCross-Dataset Generalization

  4. 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

  5. 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

  6. 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

  7. Less Supervision, Better Generalization: Weakly Supervised Fake Region Localization in Diffusion-Edited Images

    Sep 29, 2026Junhee Lee, Donghyeon Jeon, Taeoh Kim +2Image Forgery LocalizationWeakly Supervised Learning

    Kyung Hee University · NAVER Cloud

  8. 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)

  9. 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

  10. 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

  11. 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

  12. APT: Anchor-aligned Perturbations for Tamper Localization in Fully Regenerated Images

    Aug 31, 2026Suhyeon Ha, Woo Jae Kim, Joonsung Jeon +2Digital Image ForensicsImage Forgery Localization

    KAIST

  13. Towards a satellite image manipulation and deepfake localization benchmark dataset

    Aug 5, 2026Jacob Arndt, Debvrat Varshney, Philipe Dias +1Digital Image ForensicsImage Forgery Localization

    Oak Ridge National Laboratory, Oak Ridge, TN, USA

  14. 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

  15. Progressive Decision-Making for Localizing Open-Ended AI-Generated Image Forgeries

    Jul 31, 2026Jingyi Hou, Xiaoxia Chen, Leyu Zhou +2Image SegmentationImage Forgery Localization

    School of Artificial Intelligence, University of Science and Technology Beijing, Beijing 100083, China · Institute of Artificial Intelligence, University of Science and Technology Beijing, Beijing 100083, China · Key Laboratory of Intelligent Bionic Unmanned Systems, Ministry of Education, University of Science and Technology Beijing, Beijing 100083, China

  16. 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

  17. 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

  18. FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing

    Jul 29, 2026Hongyang Wang, Yichen Shi, Hongrui Li +3CoT ReasoningGroup Relative Policy Optimization

    Shijiazhuang Tiedao University · Fudan University · Shanghai Jiao Tong University +2

  19. 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

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

    Jul 28, 2026Can Wang, Yuhao Wang, Yushe Cao +2Digital Image ForensicsExplainable Deepfake Detection

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

  21. Simple Domain Generalization for Strong Pixel-Level Image Tampering Detection in Modern VLMs

    Jul 20, 2026Yi Tang, Xinyi Shang, Jiacheng Cui +12Vision-Language ModelsImage Forgery Detection

    Mohamed bin Zayed University of Artificial Intelligence · University College London · Weizmann Institute of Science

  22. When 2D Cues Fail: Improving Image Manipulation Localization with Reliable 3D Geometry

    Jul 20, 2026Guofeng Yu, Zhiqing Guo, Dan Ma +1Image Forgery LocalizationAI-Generated Image Detection

    School of Computer Science and Technology, Xinjiang University Urumqi, China · College of Computer Science and Electronic Engineering Hunan University, Changsha, China

  23. From Forgeries to Foundation Models: A Systematic Survey of Identity Document Attack and Detection

    Jul 1, 2026Gourab Das, Pavan Kumar C, Raghavendra RamachandraImage Forgery DetectionDigital Image Forensics

    Indian Institute of Information Technology Dharwad (IIIT Dharwad), India · SAFE Center, Norwegian University of Science and Technology (NTNU), Gjøvik, Norway

  24. TruEye: Fine-Grained Detection of AI-Generated Human Subjects in Images

    Jun 25, 2026Jay Barot, Dan LinTransformerImage Forgery Localization

    Vanderbilt University, Nashville TN, USA

  25. ForensicsTok: Forensics-Guided Tokenized Modeling for Image Tampering Localization

    Jun 23, 2026Lei Xu, Haowei Wang, Shen Chen +3Large Vision-Language ModelsImage Forgery Localization

    1Shenzhen University · 2Tencent Youtu Lab

  26. Trustworthy Image Authentication using Forensic Knowledge Graphs

    Jun 22, 2026Tai D. Nguyen, Matthew C. StammImage Forgery DetectionDigital Image Forensics

    Drexel University, Philadelphia, PA 19104, USA

  27. Efficient Document Tampering Localization with Multi-Level Discrepancy Features and Unified DCT-Quantization Embedding

    Jun 21, 2026Mohamed Dhouib, Ye Zhu, Sonia Vanier +1Digital Image ForensicsFrequency-Domain Feature Learning

    LIX, École Polytechnique, IP Paris, France · DataLab Groupe, Crédit Agricole S.A., France

  28. SEED: Simple ViT and Evolving Harness for Explainable Text Forgery Detection

    Jun 19, 2026Kahim Wong, Kemou Li, Yiming Chen +2Image Forgery DetectionDigital Image Forensics

    State Key Laboratory of Internet of Things for Smart City, Department of Computer and Information Science, University of Macau · School of Information and Software Engineering, University of Electronic Science and Technology of China

  29. SARIF: Segment Anything for Robust Image Forensics

    Jun 19, 2026Dong-Hyun Moon, Ju-Hyeon Nam, Sang-Chul LeeDigital Image ForensicsDomain Generalization

    Department of Electrical and Computer Engineering, Inha University, 100 Inha-ro, Michuhol-gu, Incheon, 22212, Republic of Korea

  30. Impostor: An Agent-Curated Benchmark for Realistic AIGC Manipulation Localization

    Jun 3, 2026Zhenliang Li, Yutao Hu, Qixiong Wang +5Image Forgery DetectionDigital Image Forensics

    Southeast University · Xiaohongshu Inc · Xiaohongshu Inc. +1