FakeVLM-R1: Internalizing Physical Laws via CoT for Synthetic Image Detection
Fuente:
arXiv
Saved in:
| Main Authors: | Zhu, Leqi, Ye, Junyan, Lin, Kaiqing, Yan, Zhiyuan, He, Conghui, Li, Weijia |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Spot the Fake: Large Multimodal Model-Based Synthetic Image Detection with Artifact Explanation
by: Wen, Siwei, et al.
Published: (2025)
by: Wen, Siwei, et al.
Published: (2025)
GPT-ImgEval: A Comprehensive Benchmark for Diagnosing GPT4o in Image Generation
by: Yan, Zhiyuan, et al.
Published: (2025)
by: Yan, Zhiyuan, et al.
Published: (2025)
Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation
by: Ye, Junyan, et al.
Published: (2025)
by: Ye, Junyan, et al.
Published: (2025)
Seeing Before Reasoning: A Unified Framework for Generalizable and Explainable Fake Image Detection
by: Lin, Kaiqing, et al.
Published: (2025)
by: Lin, Kaiqing, et al.
Published: (2025)
LEGION: Learning to Ground and Explain for Synthetic Image Detection
by: Kang, Hengrui, et al.
Published: (2025)
by: Kang, Hengrui, et al.
Published: (2025)
RealGen: Photorealistic Text-to-Image Generation via Detector-Guided Rewards
by: Ye, Junyan, et al.
Published: (2025)
by: Ye, Junyan, et al.
Published: (2025)
OmniAID: Decoupling Semantic and Artifacts for Universal AI-Generated Image Detection in the Wild
by: Guo, Yuncheng, et al.
Published: (2025)
by: Guo, Yuncheng, et al.
Published: (2025)
DraCo: Draft as CoT for Text-to-Image Preview and Rare Concept Generation
by: Jiang, Dongzhi, et al.
Published: (2025)
by: Jiang, Dongzhi, et al.
Published: (2025)
Automated Movie Generation via Multi-Agent CoT Planning
by: Wu, Weijia, et al.
Published: (2025)
by: Wu, Weijia, et al.
Published: (2025)
Leveraging BEV Paradigm for Ground-to-Aerial Image Synthesis
by: Ye, Junyan, et al.
Published: (2024)
by: Ye, Junyan, et al.
Published: (2024)
Cross-view image geo-localization with Panorama-BEV Co-Retrieval Network
by: Ye, Junyan, et al.
Published: (2024)
by: Ye, Junyan, et al.
Published: (2024)
BLINK-Twice: You see, but do you observe? A Reasoning Benchmark on Visual Perception
by: Ye, Junyan, et al.
Published: (2025)
by: Ye, Junyan, et al.
Published: (2025)
Mind-Brush: Integrating Agentic Cognitive Search and Reasoning into Image Generation
by: He, Jun, et al.
Published: (2026)
by: He, Jun, et al.
Published: (2026)
Where am I? Cross-View Geo-localization with Natural Language Descriptions
by: Ye, Junyan, et al.
Published: (2024)
by: Ye, Junyan, et al.
Published: (2024)
LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models
by: Ye, Junyan, et al.
Published: (2024)
by: Ye, Junyan, et al.
Published: (2024)
CrossViewDiff: A Cross-View Diffusion Model for Satellite-to-Street View Synthesis
by: Li, Weijia, et al.
Published: (2024)
by: Li, Weijia, et al.
Published: (2024)
Detect Fake with Fake: Leveraging Synthetic Data-driven Representation for Synthetic Image Detection
by: Otake, Hina, et al.
Published: (2024)
by: Otake, Hina, et al.
Published: (2024)
SG-BEV: Satellite-Guided BEV Fusion for Cross-View Semantic Segmentation
by: Ye, Junyan, et al.
Published: (2024)
by: Ye, Junyan, et al.
Published: (2024)
DocLayout-YOLO: Enhancing Document Layout Analysis through Diverse Synthetic Data and Global-to-Local Adaptive Perception
by: Zhao, Zhiyuan, et al.
Published: (2024)
by: Zhao, Zhiyuan, et al.
Published: (2024)
OmniDocLayout: Towards Diverse Document Layout Generation via Coarse-to-Fine LLM Learning
by: Kang, Hengrui, et al.
Published: (2025)
by: Kang, Hengrui, et al.
Published: (2025)
CoTZero: Annotation-Free Human-Like Vision Reasoning via Hierarchical Synthetic CoT
by: Du, Chengyi, et al.
Published: (2026)
by: Du, Chengyi, et al.
Published: (2026)
Meta-CoT: Enhancing Granularity and Generalization in Image Editing
by: Zhang, Shiyi, et al.
Published: (2026)
by: Zhang, Shiyi, et al.
Published: (2026)
Towards Policy-Adaptive Image Guardrail: Benchmark and Method
by: Piao, Caiyong, et al.
Published: (2026)
by: Piao, Caiyong, et al.
Published: (2026)
Beyond Semantics: Uncovering the Physics of Fakes via Universal Physical Descriptors for Cross-Modal Synthetic Detection
by: Qiu, Mei, et al.
Published: (2026)
by: Qiu, Mei, et al.
Published: (2026)
GenClaw: Code-Driven Agentic Image Generation
by: Ye, Junyan, et al.
Published: (2026)
by: Ye, Junyan, et al.
Published: (2026)
FakeBench: Probing Explainable Fake Image Detection via Large Multimodal Models
by: Li, Yixuan, et al.
Published: (2024)
by: Li, Yixuan, et al.
Published: (2024)
UrBench: A Comprehensive Benchmark for Evaluating Large Multimodal Models in Multi-View Urban Scenarios
by: Zhou, Baichuan, et al.
Published: (2024)
by: Zhou, Baichuan, et al.
Published: (2024)
Fine-Grained Building Function Recognition from Street-View Images via Geometry-Aware Semi-Supervised Learning
by: Li, Weijia, et al.
Published: (2024)
by: Li, Weijia, et al.
Published: (2024)
CoVLM: Leveraging Consensus from Vision-Language Models for Semi-supervised Multi-modal Fake News Detection
by: Devank, et al.
Published: (2024)
by: Devank, et al.
Published: (2024)
Decompose and Transfer: CoT-Prompting Enhanced Alignment for Open-Vocabulary Temporal Action Detection
by: Zhu, Sa, et al.
Published: (2026)
by: Zhu, Sa, et al.
Published: (2026)
CIR-CoT: Towards Interpretable Composed Image Retrieval via End-to-End Chain-of-Thought Reasoning
by: Lin, Weihuang, et al.
Published: (2025)
by: Lin, Weihuang, et al.
Published: (2025)
Scene4U: Hierarchical Layered 3D Scene Reconstruction from Single Panoramic Image for Your Immerse Exploration
by: Huang, Zilong, et al.
Published: (2025)
by: Huang, Zilong, et al.
Published: (2025)
ImageGen-CoT: Enhancing Text-to-Image In-context Learning with Chain-of-Thought Reasoning
by: Liao, Jiaqi, et al.
Published: (2025)
by: Liao, Jiaqi, et al.
Published: (2025)
From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step
by: Deng, Yuntian, et al.
Published: (2024)
by: Deng, Yuntian, et al.
Published: (2024)
ReasonGen-R1: CoT for Autoregressive Image generation models through SFT and RL
by: Zhang, Yu, et al.
Published: (2025)
by: Zhang, Yu, et al.
Published: (2025)
T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT
by: Jiang, Dongzhi, et al.
Published: (2025)
by: Jiang, Dongzhi, et al.
Published: (2025)
CoT is Not the Chain of Truth: An Empirical Internal Analysis of Reasoning LLMs for Fake News Generation
by: Tong, Zhao, et al.
Published: (2026)
by: Tong, Zhao, et al.
Published: (2026)
NoisyGRPO: Incentivizing Multimodal CoT Reasoning via Noise Injection and Bayesian Estimation
by: Qiu, Longtian, et al.
Published: (2025)
by: Qiu, Longtian, et al.
Published: (2025)
3D Building Reconstruction from Monocular Remote Sensing Images with Multi-level Supervisions
by: Li, Weijia, et al.
Published: (2024)
by: Li, Weijia, et al.
Published: (2024)
Fake-HR1: Rethinking Reasoning of Vision Language Model for Synthetic Image Detection
by: Jiang, Changjiang, et al.
Published: (2026)
by: Jiang, Changjiang, et al.
Published: (2026)
Similar Items
-
Spot the Fake: Large Multimodal Model-Based Synthetic Image Detection with Artifact Explanation
by: Wen, Siwei, et al.
Published: (2025) -
GPT-ImgEval: A Comprehensive Benchmark for Diagnosing GPT4o in Image Generation
by: Yan, Zhiyuan, et al.
Published: (2025) -
Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation
by: Ye, Junyan, et al.
Published: (2025) -
Seeing Before Reasoning: A Unified Framework for Generalizable and Explainable Fake Image Detection
by: Lin, Kaiqing, et al.
Published: (2025) -
LEGION: Learning to Ground and Explain for Synthetic Image Detection
by: Kang, Hengrui, et al.
Published: (2025)