Ai-Generated Image Detection

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  1. Typographic Attack Against VLM-based AI-generated Image Detection

    Sep 30, 2026Eunmin Lee, Jungwoo Kim, Jong-Seok LeeAi-Generated Image DetectionTamper Localization

  2. Look Closer: Patch-wise Supervision for AI-Generated Image Detection

    Sep 29, 2026Zhida Zhang, Tao Wu, Siyu Liu +1Ai-Generated Image DetectionUnsupervised Detection

  3. RED: Reconstruction Evolution Dynamics for Generalizable AI-Generated Image Detection

    Sep 29, 2026Wenpeng Mu, Junshan Jin, Tanfeng Sun +2Ai-Generated Image DetectionDigital Forensics

  4. EIB-Net: Entropy-Guided Information Bottleneck for Generalizable AI-Generated Image Detection

    Sep 24, 2026Zhida Zhang, Xinlei Ma, Jie CaoAi-Generated Image DetectionImage Generation

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

    Sep 23, 2026Jinbin Huang, Yuki Ueno, Chen Chen +4Ai-Generated Image DetectionDeepfake Detection

  6. Frontier vision-language models have overtaken young adults at detecting AI-generated portraits -- but not their calibration

    Aug 31, 2026Sunwhi Kim, Sunyul Kim, Meounggun Jo +1Ai-Generated Image DetectionPortraits

  7. Hierarchical Channel Stacking: A Structured Decision Framework for AI-Generated Image Detection

    Aug 27, 2026Saifullah Shoaib, Akash Borigi, Rupendra Lekkala +5Synthetic Image DetectionAi-Generated Image Detection

  8. SPARED: Reasoning-Based AI-Generated Image Detection via Adversarially Edited Data

    Aug 13, 2026Yicheng Bao, Xiahui Guo, Xuhong Wang +1Ai-Generated Image DetectionAdversarial Examples

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

    Aug 13, 2026Jiazhen Yang, Ruijin Jin, Junjun Zheng +3Ai-Generated Image DetectionForgeries

  10. Understanding Why Foundation Models Work for Diffusion-Generated Image Detection

    Aug 12, 2026Davide Cozzolino, Giovanni Poggi, Luisa VerdolivaAi-Generated Image DetectionUnsupervised Detection

  11. Robustness of AI-Art Detectors under Generator Shift

    Aug 12, 2026Shivank Singh Thakur, Meien Li, Mark StampAi-Generated Image DetectionGenerative Artificial Intelligence

  12. MarkNull: Model-Agnostic Watermark Removal in AI-Generated Images via On-Manifold Latent Manipulation

    Aug 10, 2026Jie Cao, Qi Li, Zelin Zhang +4WatermarksAi-Generated Image Detection

  13. PatchHead: Learning Spatial Patch Evidence for Generalizable AI-Generated Image Detection

    Aug 10, 2026Shengbo Qi, Hongyi Fang, Benjia Zhou +1Ai-Generated Image DetectionUnsupervised Detection

  14. PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection

    Aug 8, 2026Kutub Uddin, Nusrat Tasnim, Khalid MalikAi-Generated Image DetectionSelf-Supervised Vision Transformers

  15. LHSDet: High-Resolution AI-Generated Image Detection via Visual Question Answering

    Aug 8, 2026Qian Yao, Jun-Jie Huang, Yongjun Wang +1Ai-Generated Image DetectionHigh-Resolution

  16. Challenges in Evaluating Explanation Methods for Static and Evolving Data

    Aug 6, 2026Jerzy StefanowskiExplainable Artificial IntelligenceExplainable AI Methods

  17. Unleashing the Potential of Vision-Language Models for Generalizable AI-Generated Image Detection

    Aug 5, 2026Weihan Cai, Hao Tan, Zichang Tan +2Ai-Generated Image DetectionVision Encoders

  18. Grounding and Explaining Visual Evidence for AI-Generated Image Detection in Human-Centric Scenes

    Aug 3, 2026Kun Guo, Yuzhou Yang, Haoyue Wang +3Ai-Generated Image DetectionAuthenticity

  19. A Benchmark Dataset for MLLM-Generated Image Detection: GPT Image2 & Nano Banana2

    Aug 2, 2026Zirui Zhang, Yinbo Yu, Donghai Guan +3Ai-Generated Image DetectionImage Generation

  20. Test-Time Curriculum for Open-Set AIGC Detection

    Aug 1, 2026Yiqian Zhang, Zheyuan Gu, Xiangzhao Hao +8Ai-Generated Image DetectionAi-Generated Content Detection

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

    Jul 31, 2026Leonid Kuturin, Ilya Sotnikov, Mark Khusnutdinov +4Ai-Generated Image DetectionHeatmap

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

    Jul 31, 2026Renxi Cheng, Jie Gui, Hongsong WangAi-Generated Image DetectionData Generation

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

    Jul 30, 2026Darsha Udayanga, Pin-Yu Chen, Payel Das +1Ai-Generated Image DetectionReasoning Skills

  24. DECODE: Tackling Representation and Decision Degradation in Continual AI-Generated Image Detection

    Jul 30, 2026Zihao Cai, Xinghan Li, Ruiyan Yang +3Ai-Generated Image DetectionUnsupervised Detection

  25. Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection

    Jul 29, 2026Hao Tan, Jun Lan, Zichang Tan +7Ai-Generated Image DetectionVisual Evidence

  26. VETO: Towards Protecting Images From Frontier AI Editing

    Jul 29, 2026Jonas Grebe, Hossein Shakibania, Tobias Braun +2Ai-Generated Image DetectionLLM Defense Mechanisms

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

    Jul 27, 2026Xin Jiang, Hao Tang, Junyao Gao +4Ai-Generated Image DetectionGenerative Models

  28. FAIR: Feature-Augmented Implicit Regularization for AI-generated Fake Image Detection

    Jul 24, 2026Md Redwanul Haque, Manzur Murshed, Manoranjan Paul +1Ai-Generated Image DetectionDomain Invariance

  29. AI-generated Images Challenge Visual Trust in High-risk Scenarios

    Jul 23, 2026Yi-Zhi Wang, Yichen Xiao, Linan Yue +5Ai-Generated Image DetectionImage Generation

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

    Jul 20, 2026Yi Tang, Xinyi Shang, Jiacheng Cui +12Ai-Generated Image DetectionMultimodal Domain Generalization

  31. GlobalForge: Towards Robust AI-Generated Image Detection

    Jul 16, 2026Manni Cui, Ruiqi Liu, Dianyuan Zou +8Ai-Generated Image DetectionDegradation

  32. Detecting AI-Generated Video: A Vision-Language Dual-View Survey

    Jul 12, 2026Dylan Xinming Hou, Juntian Zhang, Xu Gu +5Ai-Generated Video DetectionAi-Generated Image Detection

  33. Do Transformations Reveal the Truth? Generative Residual Learning for Generalized AI-Generated Image Detection

    Jul 9, 2026Kutub Uddin, Nusrat Tasnim, Awais Khan +2Ai-Generated Image DetectionDeepfake Detection

  34. Generalized Synthetic Image Detection with Enhanced RGB-Noise Representation Learning

    Jul 7, 2026Zhen Li, Gang Cao, Tian Zhang +2Synthetic Image DetectionAi-Generated Image Detection

  35. VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection

    Jul 7, 2026Sharayu N. Deshmukh, Md Rashidunnabi, Nelton Tiago Gemo +3Deepfake DetectionAi-Generated Image Detection

  36. Ghosts Beneath Textures: Texture-Relation Cues for Cross-Paradigm AI-Generated Image Detection

    Jul 4, 2026Haoyu Wang, Yiming Qin, Zhongjie Ba +4Ai-Generated Image DetectionImage Generation

  37. Fleet: Few Shots Lead Effective AI-generated Image Detection

    Jun 30, 2026Jiaan Wang, Sirui Liu, Yu Li +3Ai-Generated Image Detection

  38. Generative AI Literacy Training Improves Intelligence Analysts' Discrimination of Real and AI-Generated Images

    Jun 26, 2026Negar Kamali, Candice Rockell Gerstner, Jessica Hullman +1Ai-Generated Image DetectionDeepfake Detection

  39. Data Provenance for Image Auto-Regressive Generation

    Jun 22, 2026Bihe Zhao, Louis Kerner, Michel Meintz +3Autoregressive Image GenerationAi-Generated Image Detection

  40. SAGE: An Expert-Annotated South Asian GI Endoscopy Dataset for Multimodal Learning and Hallucination Analysis

    Jun 20, 2026Niyoj Oli, Sachin Acharya, Sandesh Pokhrel +7Colorectal CancerColonoscopy

  41. A Multi-Domain Benchmark for Detecting AI-Generated Text-Rich Images from GPT-Image-2

    Jun 17, 2026Yijin Wang, Shuyi Wang, Wenhan Zhang +1Ai-Generated Image DetectionImage Generation

  42. SalArt-VQA: Diagnosing Whether VLMs Understand Salient Artifacts in Generated Images

    Jun 10, 2026Ruotian Zhang, Xiaoxiao Sun, Junzhe Huang +2Ai-Generated Image DetectionTextvqa

  43. Dissect and Prune: Enhancing Robustness in AI-Generated Image Detection

    Jun 9, 2026Dahye Kim, Jaehyun Choi, Hyun Seok Seong +4Ai-Generated Image DetectionUnsupervised Detection

  44. CHROMA: Detecting AI-Generated Images through Inter-Channel Color-Space Correlations

    Jun 7, 2026Juan Pablo Sotelo, Marina Gardella, Pablo MuséAi-Generated Image DetectionImage Generation

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

    Jun 7, 2026Seunghyun Lee, Byoungkwon Kim, Jaehyun Nam +2Ai-Generated Image DetectionDeepfake Detection

  46. ForensicConcept: Transferable Forensic Concepts for AIGI Detection

    Jun 5, 2026Menyanshu Zhou, Ziyin Zhou, Ke Sun +4Ai-Generated Image DetectionDigital Forensics

  47. DRIFT: From Robustness Gaps to Invariance Manifolds for AI-Generated Image Detection

    Jun 5, 2026Abhishek Ameta, Sayan Banerjee, Shreyas Pandith +4Ai-Generated Image DetectionUnsupervised Detection

  48. TextFake: Benchmarking AI-Generated Image Detection on Text-Rich Images

    May 31, 2026Yuning Zhang, Changtao Miao, Mingyu Liao +5Ai-Generated Image DetectionForgeries

  49. Images as Tables: In-Context Learning with TabPFN for Low-Data Detection of AI-Generated Images

    May 30, 2026Jan Philip Walter, Shashank Agnihotri, Margret KeuperAi-Generated Image DetectionUnsupervised Detection

  50. BIAS-ID: A Framework for Analyzing Transformation Biases in AI-Generated Image Detectors

    May 29, 2026Jonas Ricker, Asja Fischer, Erwin QuiringAi-Generated Image DetectionBiases

  51. When Eyes Betray AI: Social Gaze Consistency as a Semantic Cue for AI-Generated Image Detection

    May 26, 2026Jihyeon Kim, Sohee Kim, Soosan Lee +3Ai-Generated Image DetectionGaze Behavior

  52. Where Detectors Fail: Probing Generative Space for Generalizable AI-Generated Image Detection

    May 24, 2026Zijie Cao, Weijie Tu, Yao Xiao +3Ai-Generated Image DetectionGenerative Artificial Intelligence

  53. CoDA: Color Distribution Probing for Efficient and Generalizable AI-Generated Image Detection

    May 23, 2026Zexi Jia, Zhiqiang Yuan, Xiaoyue Duan +3Ai-Generated Image DetectionFake News

  54. Spectral Tail Auxiliary Learning for AI-Generated Image Detection

    May 21, 2026Xingyi Li, Jiahui Zhang, Yiheng Li +2Ai-Generated Image DetectionUnsupervised Detection

  55. PGC: Peak-Guided Calibration for Generalizable AI-Generated Image Detection

    May 20, 2026Xiaoyu Zhou, Jianwei Fei, Peipeng Yu +3Ai-Generated Image DetectionGenerative Adversarial Network

  56. Findings of the Counter Turing Test: AI-Generated Image Detection

    May 20, 2026Rajarshi Roy, Nasrin Imanpour, Ashhar Aziz +16Ai-Generated Image DetectionGenerative Artificial Intelligence