Transfer Learning of Real Image Features with Soft Contrastive Loss for Fake Image Detection
Fuente:
arXiv
Saved in:
| Main Authors: | Liang, Ziyou, Liu, Weifeng, Wang, Run, Wu, Mengjie, Li, Boheng, Zhang, Yuyang, Wang, Lina, Yang, Xinyi |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Comparative Evaluation of Deep Learning Models for Fake Image Detection
by: Pakala, Akhitha, et al.
Published: (2026)
by: Pakala, Akhitha, et al.
Published: (2026)
FIDAVL: Fake Image Detection and Attribution using Vision-Language Model
by: Keita, Mamadou, et al.
Published: (2024)
by: Keita, Mamadou, et al.
Published: (2024)
DREAM: Scalable Red Teaming for Text-to-Image Generative Systems via Distribution Modeling
by: Li, Boheng, et al.
Published: (2025)
by: Li, Boheng, et al.
Published: (2025)
MacPrompt: Maraconic-guided Jailbreak against Text-to-Image Models
by: Ye, Xi, et al.
Published: (2026)
by: Ye, Xi, et al.
Published: (2026)
Beyond Known Fakes: Generalized Detection of AI-Generated Images via Post-hoc Distribution Alignment
by: Wang, Li, et al.
Published: (2025)
by: Wang, Li, et al.
Published: (2025)
Hiding Faces in Plain Sight: Defending DeepFakes by Disrupting Face Detection
by: Zhu, Delong, et al.
Published: (2024)
by: Zhu, Delong, et al.
Published: (2024)
TriDF: Evaluating Perception, Detection, and Hallucination for Interpretable DeepFake Detection
by: Jiang-Lin, Jian-Yu, et al.
Published: (2025)
by: Jiang-Lin, Jian-Yu, et al.
Published: (2025)
Transferable Dual-Domain Feature Importance Attack against AI-Generated Image Detector
by: Zhu, Weiheng, et al.
Published: (2025)
by: Zhu, Weiheng, et al.
Published: (2025)
Towards Action Hijacking of Large Language Model-based Agent
by: Zhang, Yuyang, et al.
Published: (2024)
by: Zhang, Yuyang, et al.
Published: (2024)
DeepFake-O-Meter v2.0: An Open Platform for DeepFake Detection
by: Ju, Yan, et al.
Published: (2024)
by: Ju, Yan, et al.
Published: (2024)
AVA: Inconspicuous Attribute Variation-based Adversarial Attack bypassing DeepFake Detection
by: Meng, Xiangtao, et al.
Published: (2023)
by: Meng, Xiangtao, et al.
Published: (2023)
Gungnir: Exploiting Stylistic Features in Images for Backdoor Attacks on Diffusion Models
by: Zhang, Lei, et al.
Published: (2025)
by: Zhang, Lei, et al.
Published: (2025)
Revisiting Data Auditing in Large Vision-Language Models
by: Zhu, Hongyu, et al.
Published: (2025)
by: Zhu, Hongyu, et al.
Published: (2025)
Vulnerabilities in AI-generated Image Detection: The Challenge of Adversarial Attacks
by: Diao, Yunfeng, et al.
Published: (2024)
by: Diao, Yunfeng, et al.
Published: (2024)
Shaking the Fake: Detecting Deepfake Videos in Real Time via Active Probes
by: Xie, Zhixin, et al.
Published: (2024)
by: Xie, Zhixin, et al.
Published: (2024)
Robust and Transferable Backdoor Attacks Against Deep Image Compression With Selective Frequency Prior
by: Yu, Yi, et al.
Published: (2024)
by: Yu, Yi, et al.
Published: (2024)
From Evidence to Verdict: An Agent-Based Forensic Framework for AI-Generated Image Detection
by: Liang, Mengfei, et al.
Published: (2025)
by: Liang, Mengfei, et al.
Published: (2025)
FastForensics: Efficient Two-Stream Design for Real-Time Image Manipulation Detection
by: Zhang, Yangxiang, et al.
Published: (2024)
by: Zhang, Yangxiang, et al.
Published: (2024)
CLIP-Flow: A Universal Discriminator for AI-Generated Images Inspired by Anomaly Detection
by: Yuan, Zhipeng, et al.
Published: (2025)
by: Yuan, Zhipeng, et al.
Published: (2025)
FakeIDet: Exploring Patches for Privacy-Preserving Fake ID Detection
by: Muñoz-Haro, Javier, et al.
Published: (2025)
by: Muñoz-Haro, Javier, et al.
Published: (2025)
Towards Resilient Safety-driven Unlearning for Diffusion Models against Downstream Fine-tuning
by: Li, Boheng, et al.
Published: (2025)
by: Li, Boheng, et al.
Published: (2025)
Solutions to Deepfakes: Can Camera Hardware, Cryptography, and Deep Learning Verify Real Images?
by: Vilesov, Alexander, et al.
Published: (2024)
by: Vilesov, Alexander, et al.
Published: (2024)
Natias: Neuron Attribution based Transferable Image Adversarial Steganography
by: Fan, Zexin, et al.
Published: (2024)
by: Fan, Zexin, et al.
Published: (2024)
EditTrack: Detecting and Attributing AI-assisted Image Editing
by: Jiang, Zhengyuan, et al.
Published: (2025)
by: Jiang, Zhengyuan, et al.
Published: (2025)
Exploring Multi-view Pixel Contrast for General and Robust Image Forgery Localization
by: Lou, Zijie, et al.
Published: (2024)
by: Lou, Zijie, et al.
Published: (2024)
Fingerprinting Image-to-Image Generative Adversarial Networks
by: Li, Guanlin, et al.
Published: (2021)
by: Li, Guanlin, et al.
Published: (2021)
UnsafeBench: Benchmarking Image Safety Classifiers on Real-World and AI-Generated Images
by: Qu, Yiting, et al.
Published: (2024)
by: Qu, Yiting, et al.
Published: (2024)
Detecting Malicious Concepts without Image Generation in AI-Generated Content (AIGC)
by: Xu, Kun, et al.
Published: (2025)
by: Xu, Kun, et al.
Published: (2025)
MIRROR: Manifold Ideal Reference ReconstructOR for Generalizable AI-Generated Image Detection
by: Liu, Ruiqi, et al.
Published: (2026)
by: Liu, Ruiqi, et al.
Published: (2026)
Boosting Generative Adversarial Transferability with Self-supervised Vision Transformer Features
by: Wu, Shangbo, et al.
Published: (2025)
by: Wu, Shangbo, et al.
Published: (2025)
WMCopier: Forging Invisible Image Watermarks on Arbitrary Images
by: Dong, Ziping, et al.
Published: (2025)
by: Dong, Ziping, et al.
Published: (2025)
SoK: Can Synthetic Images Replace Real Data? A Survey of Utility and Privacy of Synthetic Image Generation
by: Chung, Yunsung, et al.
Published: (2025)
by: Chung, Yunsung, et al.
Published: (2025)
Nearest is Not Dearest: Towards Practical Defense against Quantization-conditioned Backdoor Attacks
by: Li, Boheng, et al.
Published: (2024)
by: Li, Boheng, et al.
Published: (2024)
Revisiting Transferable Adversarial Images: Systemization, Evaluation, and New Insights
by: Zhao, Zhengyu, et al.
Published: (2023)
by: Zhao, Zhengyu, et al.
Published: (2023)
On the Detection of Image-Scaling Attacks in Machine Learning
by: Quiring, Erwin, et al.
Published: (2023)
by: Quiring, Erwin, et al.
Published: (2023)
Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering
by: Huang, Yihao, et al.
Published: (2020)
by: Huang, Yihao, et al.
Published: (2020)
Lips Are Lying: Spotting the Temporal Inconsistency between Audio and Visual in Lip-Syncing DeepFakes
by: Liu, Weifeng, et al.
Published: (2024)
by: Liu, Weifeng, et al.
Published: (2024)
Image Corruption-Inspired Membership Inference Attacks against Large Vision-Language Models
by: Wu, Zongyu, et al.
Published: (2025)
by: Wu, Zongyu, et al.
Published: (2025)
Improving Image Data Leakage Detection in Automotive Software
by: Babu, Md Abu Ahammed, et al.
Published: (2024)
by: Babu, Md Abu Ahammed, et al.
Published: (2024)
Is Difficulty Calibration All We Need? Towards More Practical Membership Inference Attacks
by: He, Yu, et al.
Published: (2024)
by: He, Yu, et al.
Published: (2024)
Similar Items
-
Comparative Evaluation of Deep Learning Models for Fake Image Detection
by: Pakala, Akhitha, et al.
Published: (2026) -
FIDAVL: Fake Image Detection and Attribution using Vision-Language Model
by: Keita, Mamadou, et al.
Published: (2024) -
DREAM: Scalable Red Teaming for Text-to-Image Generative Systems via Distribution Modeling
by: Li, Boheng, et al.
Published: (2025) -
MacPrompt: Maraconic-guided Jailbreak against Text-to-Image Models
by: Ye, Xi, et al.
Published: (2026) -
Beyond Known Fakes: Generalized Detection of AI-Generated Images via Post-hoc Distribution Alignment
by: Wang, Li, et al.
Published: (2025)