Community Forensics: Using Thousands of Generators to Train Fake Image Detectors
Fuente:
arXiv
Saved in:
| Main Authors: | Park, Jeongsoo, Owens, Andrew |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
FakeScope: Large Multimodal Expert Model for Transparent AI-Generated Image Forensics
by: Li, Yixuan, et al.
Published: (2025)
by: Li, Yixuan, et al.
Published: (2025)
Towards Universal Fake Image Detectors that Generalize Across Generative Models
by: Ojha, Utkarsh, et al.
Published: (2023)
by: Ojha, Utkarsh, et al.
Published: (2023)
When Detectors Forget Forensics: Blocking Semantic Shortcuts for Generalizable AI-Generated Image Detection
by: Shuai, Chao, et al.
Published: (2026)
by: Shuai, Chao, et al.
Published: (2026)
ForensicHub: A Unified Benchmark & Codebase for All-Domain Fake Image Detection and Localization
by: Du, Bo, et al.
Published: (2025)
by: Du, Bo, et al.
Published: (2025)
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors
by: Chang, You-Ming, et al.
Published: (2023)
by: Chang, You-Ming, et al.
Published: (2023)
Joint Training of Image Generator and Detector for Road Defect Detection
by: Peng, Kuan-Chuan
Published: (2025)
by: Peng, Kuan-Chuan
Published: (2025)
Visual Anagrams: Generating Multi-View Optical Illusions with Diffusion Models
by: Geng, Daniel, et al.
Published: (2023)
by: Geng, Daniel, et al.
Published: (2023)
DINOv3 Beats Specialized Detectors: A Simple Foundation Model Baseline for Image Forensics
by: Yu, Jieming, et al.
Published: (2026)
by: Yu, Jieming, et al.
Published: (2026)
Regeneration Based Training-free Attribution of Fake Images Generated by Text-to-Image Generative Models
by: Li, Meiling, et al.
Published: (2024)
by: Li, Meiling, et al.
Published: (2024)
Fused-Planes: Why Train a Thousand Tri-Planes When You Can Share?
by: Kassab, Karim, et al.
Published: (2024)
by: Kassab, Karim, et al.
Published: (2024)
Celeb-DF++: A Large-scale Challenging Video DeepFake Benchmark for Generalizable Forensics
by: Li, Yuezun, et al.
Published: (2025)
by: Li, Yuezun, et al.
Published: (2025)
Fact or Fake? Assessing the Role of Deepfake Detectors in Multimodal Misinformation Detection
by: Sagar, A S M Sharifuzzaman, et al.
Published: (2026)
by: Sagar, A S M Sharifuzzaman, et al.
Published: (2026)
LMLT: Low-to-high Multi-Level Vision Transformer for Image Super-Resolution
by: Kim, Jeongsoo, et al.
Published: (2024)
by: Kim, Jeongsoo, et al.
Published: (2024)
Motion Guidance: Diffusion-Based Image Editing with Differentiable Motion Estimators
by: Geng, Daniel, et al.
Published: (2024)
by: Geng, Daniel, et al.
Published: (2024)
Flow of Truth: Proactive Temporal Forensics for Image-to-Video Generation
by: Chen, Yuzhuo, et al.
Published: (2026)
by: Chen, Yuzhuo, et al.
Published: (2026)
FakeTracer: Catching Face-swap DeepFakes via Implanting Traces in Training
by: Sun, Pu, et al.
Published: (2023)
by: Sun, Pu, et al.
Published: (2023)
T$^\text{3}$SVFND: Towards an Evolving Fake News Detector for Emergencies with Test-time Training on Short Video Platforms
by: Zhang, Liyuan, et al.
Published: (2025)
by: Zhang, Liyuan, et al.
Published: (2025)
Factorized Diffusion: Perceptual Illusions by Noise Decomposition
by: Geng, Daniel, et al.
Published: (2024)
by: Geng, Daniel, et al.
Published: (2024)
Deep Image Restoration For Image Anti-Forensics
by: Tahir, Eren, et al.
Published: (2024)
by: Tahir, Eren, et al.
Published: (2024)
Dream to Generalize: Zero-Shot Model-Based Reinforcement Learning for Unseen Visual Distractions
by: Ha, Jeongsoo, et al.
Published: (2025)
by: Ha, Jeongsoo, et al.
Published: (2025)
GPS as a Control Signal for Image Generation
by: Feng, Chao, et al.
Published: (2025)
by: Feng, Chao, et al.
Published: (2025)
Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector
by: Guo, Xiao, et al.
Published: (2025)
by: Guo, Xiao, et al.
Published: (2025)
Words Worth a Thousand Pictures: Measuring and Understanding Perceptual Variability in Text-to-Image Generation
by: Tang, Raphael, et al.
Published: (2024)
by: Tang, Raphael, et al.
Published: (2024)
Generating Enhanced Negatives for Training Language-Based Object Detectors
by: Zhao, Shiyu, et al.
Published: (2023)
by: Zhao, Shiyu, et al.
Published: (2023)
An Image Is Worth Ten Thousand Words: Verbose-Text Induction Attacks on VLMs
by: Luo, Zhi, et al.
Published: (2025)
by: Luo, Zhi, et al.
Published: (2025)
Modeling Thousands of Human Annotators for Generalizable Text-to-Image Person Re-identification
by: Jiang, Jiayu, et al.
Published: (2025)
by: Jiang, Jiayu, et al.
Published: (2025)
Are Watermarks Bugs for Deepfake Detectors? Rethinking Proactive Forensics
by: Wu, Xiaoshuai, et al.
Published: (2024)
by: Wu, Xiaoshuai, et al.
Published: (2024)
Three Forensic Cues for JPEG AI Images
by: Bergmann, Sandra, et al.
Published: (2025)
by: Bergmann, Sandra, et al.
Published: (2025)
Distribution Matching Distillation without Fake Score Network
by: Kim, Youngjoong, et al.
Published: (2026)
by: Kim, Youngjoong, et al.
Published: (2026)
Video Is Worth a Thousand Images: Exploring the Latest Trends in Long Video Generation
by: Waseem, Faraz, et al.
Published: (2024)
by: Waseem, Faraz, et al.
Published: (2024)
WildFake: A Large-scale Challenging Dataset for AI-Generated Images Detection
by: Hong, Yan, et al.
Published: (2024)
by: Hong, Yan, et al.
Published: (2024)
ThinkFake: Reasoning in Multimodal Large Language Models for AI-Generated Image Detection
by: Huang, Tai-Ming, et al.
Published: (2025)
by: Huang, Tai-Ming, et al.
Published: (2025)
Make It Up: Fake Images, Real Gains in Generalized Few-shot Semantic Segmentation
by: Xie, Guohuan, et al.
Published: (2026)
by: Xie, Guohuan, et al.
Published: (2026)
Active Fake: DeepFake Camouflage
by: Sun, Pu, et al.
Published: (2024)
by: Sun, Pu, et al.
Published: (2024)
Temporal Image Forensics: A Review and Critical Evaluation
by: Jöchl, Robert, et al.
Published: (2025)
by: Jöchl, Robert, et al.
Published: (2025)
Fine-grained Defocus Blur Control for Generative Image Models
by: Shrivastava, Ayush, et al.
Published: (2025)
by: Shrivastava, Ayush, et al.
Published: (2025)
Vript: A Video Is Worth Thousands of Words
by: Yang, Dongjie, et al.
Published: (2024)
by: Yang, Dongjie, et al.
Published: (2024)
Seeing a Rose in Five Thousand Ways
by: Zhang, Yunzhi, et al.
Published: (2022)
by: Zhang, Yunzhi, et al.
Published: (2022)
A Video Is Not Worth a Thousand Words
by: Pollard, Sam, et al.
Published: (2025)
by: Pollard, Sam, et al.
Published: (2025)
X-Transfer: A Transfer Learning-Based Framework for GAN-Generated Fake Image Detection
by: Zhang, Lei, et al.
Published: (2023)
by: Zhang, Lei, et al.
Published: (2023)
Similar Items
-
FakeScope: Large Multimodal Expert Model for Transparent AI-Generated Image Forensics
by: Li, Yixuan, et al.
Published: (2025) -
Towards Universal Fake Image Detectors that Generalize Across Generative Models
by: Ojha, Utkarsh, et al.
Published: (2023) -
When Detectors Forget Forensics: Blocking Semantic Shortcuts for Generalizable AI-Generated Image Detection
by: Shuai, Chao, et al.
Published: (2026) -
ForensicHub: A Unified Benchmark & Codebase for All-Domain Fake Image Detection and Localization
by: Du, Bo, et al.
Published: (2025) -
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors
by: Chang, You-Ming, et al.
Published: (2023)