Robustness of AI-Image Detectors: Fundamental Limits and Practical Attacks
Fuente:
arXiv
Saved in:
| Main Authors: | Saberi, Mehrdad, Sadasivan, Vinu Sankar, Rezaei, Keivan, Kumar, Aounon, Chegini, Atoosa, Wang, Wenxiao, Feizi, Soheil |
|---|---|
| Format: | Preprint |
| Published: |
2023
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
IConMark: Robust Interpretable Concept-Based Watermark For AI Images
by: Sadasivan, Vinu Sankar, et al.
Published: (2025)
by: Sadasivan, Vinu Sankar, et al.
Published: (2025)
DREW : Towards Robust Data Provenance by Leveraging Error-Controlled Watermarking
by: Saberi, Mehrdad, et al.
Published: (2024)
by: Saberi, Mehrdad, et al.
Published: (2024)
PRIME: Prioritizing Interpretability in Failure Mode Extraction
by: Rezaei, Keivan, et al.
Published: (2023)
by: Rezaei, Keivan, et al.
Published: (2023)
Can AI-Generated Text be Reliably Detected?
by: Sadasivan, Vinu Sankar, et al.
Published: (2023)
by: Sadasivan, Vinu Sankar, et al.
Published: (2023)
Improving Compositional Attribute Binding in Text-to-Image Generative Models via Enhanced Text Embeddings
by: Zarei, Arman, et al.
Published: (2024)
by: Zarei, Arman, et al.
Published: (2024)
Adversarial Paraphrasing: A Universal Attack for Humanizing AI-Generated Text
by: Cheng, Yize, et al.
Published: (2025)
by: Cheng, Yize, et al.
Published: (2025)
What do we learn from inverting CLIP models?
by: Kazemi, Hamid, et al.
Published: (2024)
by: Kazemi, Hamid, et al.
Published: (2024)
Fast Adversarial Attacks on Language Models In One GPU Minute
by: Sadasivan, Vinu Sankar, et al.
Published: (2024)
by: Sadasivan, Vinu Sankar, et al.
Published: (2024)
SpecHop: Continuous Speculation for Accelerating Multi-Hop Retrieval Agents
by: Saberi, Mehrdad, et al.
Published: (2026)
by: Saberi, Mehrdad, et al.
Published: (2026)
RePanda: Pandas-powered Tabular Verification and Reasoning
by: Chegini, Atoosa Malemir, et al.
Published: (2025)
by: Chegini, Atoosa Malemir, et al.
Published: (2025)
Localizing Knowledge in Diffusion Transformers
by: Zarei, Arman, et al.
Published: (2025)
by: Zarei, Arman, et al.
Published: (2025)
On Mechanistic Knowledge Localization in Text-to-Image Generative Models
by: Basu, Samyadeep, et al.
Published: (2024)
by: Basu, Samyadeep, et al.
Published: (2024)
Off-the-Shelf LLMs as Process Scorers: Training-Free Alternative to PRMs for Mathematical Reasoning
by: Chegini, Atoosa, et al.
Published: (2026)
by: Chegini, Atoosa, et al.
Published: (2026)
Revisiting the Past: Data Unlearning with Model State History
by: Rezaei, Keivan, et al.
Published: (2025)
by: Rezaei, Keivan, et al.
Published: (2025)
Rethinking Artistic Copyright Infringements in the Era of Text-to-Image Generative Models
by: Moayeri, Mazda, et al.
Published: (2024)
by: Moayeri, Mazda, et al.
Published: (2024)
Attacker's Noise Can Manipulate Your Audio-based LLM in the Real World
by: Sadasivan, Vinu Sankar, et al.
Published: (2025)
by: Sadasivan, Vinu Sankar, et al.
Published: (2025)
AgentComp: From Agentic Reasoning to Compositional Mastery in Text-to-Image Models
by: Zarei, Arman, et al.
Published: (2025)
by: Zarei, Arman, et al.
Published: (2025)
Decomposing and Interpreting Image Representations via Text in ViTs Beyond CLIP
by: Balasubramanian, Sriram, et al.
Published: (2024)
by: Balasubramanian, Sriram, et al.
Published: (2024)
Distilling Knowledge from Text-to-Image Generative Models Improves Visio-Linguistic Reasoning in CLIP
by: Basu, Samyadeep, et al.
Published: (2023)
by: Basu, Samyadeep, et al.
Published: (2023)
SliderEdit: Continuous Image Editing with Fine-Grained Instruction Control
by: Zarei, Arman, et al.
Published: (2025)
by: Zarei, Arman, et al.
Published: (2025)
How Learnable Grids Recover Fine Detail in Low Dimensions: A Neural Tangent Kernel Analysis of Multigrid Parametric Encodings
by: Audia, Samuel, et al.
Published: (2025)
by: Audia, Samuel, et al.
Published: (2025)
Reliable Breast Cancer Molecular Subtype Prediction based on uncertainty-aware Bayesian Deep Learning by Mammography
by: Chegini, Mohaddeseh, et al.
Published: (2024)
by: Chegini, Mohaddeseh, et al.
Published: (2024)
IntCoOp: Interpretability-Aware Vision-Language Prompt Tuning
by: Ghosal, Soumya Suvra, et al.
Published: (2024)
by: Ghosal, Soumya Suvra, et al.
Published: (2024)
Towards Fundamentally Scalable Model Selection: Asymptotically Fast Update and Selection
by: Wang, Wenxiao, et al.
Published: (2024)
by: Wang, Wenxiao, et al.
Published: (2024)
Understanding Information Storage and Transfer in Multi-modal Large Language Models
by: Basu, Samyadeep, et al.
Published: (2024)
by: Basu, Samyadeep, et al.
Published: (2024)
Object-level Geometric Structure Preserving for Natural Image Stitching
by: Cai, Wenxiao, et al.
Published: (2024)
by: Cai, Wenxiao, et al.
Published: (2024)
Adversarial Robustness of AI-Generated Image Detectors in the Real World
by: Mavali, Sina, et al.
Published: (2024)
by: Mavali, Sina, et al.
Published: (2024)
A Deep Bayesian Convolutional Spiking Neural Network-based CAD system with Uncertainty Quantification for Medical Images Classification
by: Chegini, Mohaddeseh, et al.
Published: (2025)
by: Chegini, Mohaddeseh, 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)
BI-RADS prediction of mammographic masses using uncertainty information extracted from a Bayesian Deep Learning model
by: Chegini, Mohaddeseh, et al.
Published: (2025)
by: Chegini, Mohaddeseh, et al.
Published: (2025)
In-the-Wild Camouflage Attack on Vehicle Detectors through Controllable Image Editing
by: Fang, Xiao, et al.
Published: (2026)
by: Fang, Xiao, et al.
Published: (2026)
RAID: A Dataset for Testing the Adversarial Robustness of AI-Generated Image Detectors
by: Eddoubi, Hicham, et al.
Published: (2025)
by: Eddoubi, Hicham, et al.
Published: (2025)
SpurLens: Automatic Detection of Spurious Cues in Multimodal LLMs
by: Hosseini, Parsa, et al.
Published: (2025)
by: Hosseini, Parsa, et al.
Published: (2025)
RAUCA: A Novel Physical Adversarial Attack on Vehicle Detectors via Robust and Accurate Camouflage Generation
by: Zhou, Jiawei, et al.
Published: (2024)
by: Zhou, Jiawei, et al.
Published: (2024)
Understanding the Effect of using Semantically Meaningful Tokens for Visual Representation Learning
by: Kalibhat, Neha, et al.
Published: (2024)
by: Kalibhat, Neha, et al.
Published: (2024)
Robust Fundamental Matrix Estimation from Single Image Motion Blur
by: Tran, Bao-Long, et al.
Published: (2026)
by: Tran, Bao-Long, et al.
Published: (2026)
Contrastive Augmented Transformer with Domain-specific Enhancement for Robust Multi-scenario Metal Surface Defect Detection
by: Liua, Yiyao, et al.
Published: (2026)
by: Liua, Yiyao, et al.
Published: (2026)
GHOST: Hallucination-Inducing Image Generation for Multimodal LLMs
by: Parast, Aryan Yazdan, et al.
Published: (2025)
by: Parast, Aryan Yazdan, et al.
Published: (2025)
On the Robustness of GUI Grounding Models Against Image Attacks
by: Zhao, Haoren, et al.
Published: (2025)
by: Zhao, Haoren, et al.
Published: (2025)
Robustness in AI-Generated Detection: Enhancing Resistance to Adversarial Attacks
by: Haoxuan, Sun, et al.
Published: (2025)
by: Haoxuan, Sun, et al.
Published: (2025)
Similar Items
-
IConMark: Robust Interpretable Concept-Based Watermark For AI Images
by: Sadasivan, Vinu Sankar, et al.
Published: (2025) -
DREW : Towards Robust Data Provenance by Leveraging Error-Controlled Watermarking
by: Saberi, Mehrdad, et al.
Published: (2024) -
PRIME: Prioritizing Interpretability in Failure Mode Extraction
by: Rezaei, Keivan, et al.
Published: (2023) -
Can AI-Generated Text be Reliably Detected?
by: Sadasivan, Vinu Sankar, et al.
Published: (2023) -
Improving Compositional Attribute Binding in Text-to-Image Generative Models via Enhanced Text Embeddings
by: Zarei, Arman, et al.
Published: (2024)