Robustness of AI-Image Detectors: Fundamental Limits and Practical Attacks

29 September 2023

Mehrdad Saberi

Vinu Sankar Sadasivan

Keivan Rezaei

Aounon Kumar

Atoosa Malemir Chegini

Papers citing "Robustness of AI-Image Detectors: Fundamental Limits and Practical Attacks"

39 / 39 papers shown

Title
AI Safety Should Prioritize the Future of Work Sanchaita Hazra Bodhisattwa Prasad Majumder Tuhin Chakrabarty 32 0 0 16 Apr 2025
On-Device Watermarking: A Socio-Technical Imperative For Authenticity In The Age of Generative AI Houssam Kherraz 25 0 0 15 Apr 2025
A Practical Synthesis of Detecting AI-Generated Textual, Visual, and Audio Content Lele Cao DeLMO 42 0 0 02 Apr 2025
Watermarking for AI Content Detection: A Review on Text, Visual, and Audio Modalities Lele Cao 38 0 0 02 Apr 2025
Imperceptible but Forgeable: Practical Invisible Watermark Forgery via Diffusion Models Ziping Dong Chao Shuai Zhongjie Ba Peng Cheng Z. Qin Qinglong Wang Kui Ren WIGM 46 0 0 28 Mar 2025
A Transfer Attack to Image Watermarks Yuepeng Hu Zhengyuan Jiang Moyang Guo Neil Zhenqiang Gong 77 10 0 20 Feb 2025
Lightweight Deepfake Detection Based on Multi-Feature Fusion Siddiqui Muhammad Yasir Hyun Kim 58 2 0 17 Feb 2025
SWA-LDM: Toward Stealthy Watermarks for Latent Diffusion Models Z. Yang Linye Lyu Xuanhang Chang Daojing He Yu Li 41 0 0 14 Feb 2025
Robust Watermarks Leak: Channel-Aware Feature Extraction Enables Adversarial Watermark Manipulation Zhongjie Ba Y. Zhang Peng Cheng Bin Gong Xinyu Zhang Qinglong Wang Kui Ren AAML 89 0 0 10 Feb 2025
IDProtector: An Adversarial Noise Encoder to Protect Against ID-Preserving Image Generation Yiren Song Pei Yang Hai Ci Mike Zheng Shou 117 3 0 16 Dec 2024
Black-Box Forgery Attacks on Semantic Watermarks for Diffusion Models Andreas Müller Denis Lukovnikov Jonas Thietke Asja Fischer Erwin Quiring AAML WIGM 165 4 0 04 Dec 2024
Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Soumil Datta Shih-Chieh Dai Leo Yu Guanhong Tao WIGM 76 0 0 22 Nov 2024
AI-generated Image Detection: Passive or Watermark? Moyang Guo Yuepeng Hu Zhengyuan Jiang Zeyu Li Amir Sadovnik Arka Daw Neil Zhenqiang Gong 75 1 0 20 Nov 2024
FreqMark: Invisible Image Watermarking via Frequency Based Optimization in Latent Space Yiyang Guo Ruizhe Li Mude Hui Hanzhong Guo Chen Zhang Chuangjian Cai Le Wan Shangfei Wang 19 0 0 28 Oct 2024
The Cat and Mouse Game: The Ongoing Arms Race Between Diffusion Models and Detection Methods Linda Laurier Ave Giulietta Arlo Octavia Meade Cleti 47 3 0 24 Oct 2024
An Undetectable Watermark for Generative Image Models Sam Gunn Xuandong Zhao Dawn Song WIGM 38 10 0 09 Oct 2024
Image Watermarks are Removable Using Controllable Regeneration from Clean Noise Yepeng Liu Yiren Song Hai Ci Yu Zhang Haofan Wang Mike Zheng Shou Yuheng Bu WIGM 54 3 0 07 Oct 2024
Fake It Until You Break It: On the Adversarial Robustness of AI-generated Image Detectors Sina Mavali Jonas Ricker David Pape Yash Sharma Asja Fischer Lea Schönherr AAML 31 3 0 02 Oct 2024
Log-normal Mutations and their Use in Detecting Surreptitious Fake Images Ismail Labiad Thomas Bäck Pierre Fernandez Laurent Najman Tom Sander Furong Ye M. Zameshina Olivier Teytaud AAML 34 0 0 23 Sep 2024
Robustness of Watermarking on Text-to-Image Diffusion Models Xiaodong Wu Xiangman Li Jianbing Ni AAML WIGM 38 0 0 04 Aug 2024
Certifiably Robust Image Watermark Zhengyuan Jiang Moyang Guo Yuepeng Hu Jinyuan Jia Neil Zhenqiang Gong WIGM AAML 36 5 0 04 Jul 2024
WMAdapter: Adding WaterMark Control to Latent Diffusion Models Hai Ci Yiren Song Pei Yang Jinheng Xie Mike Zheng Shou WIGM 32 13 0 12 Jun 2024
Evaluating Durability: Benchmark Insights into Multimodal Watermarking Jielin Qiu William Jongwon Han Xuandong Zhao Shangbang Long Christos Faloutsos Lei Li 51 1 0 06 Jun 2024
JIGMARK: A Black-Box Approach for Enhancing Image Watermarks against Diffusion Model Edits Minzhou Pan Yi Zeng Xue Lin Ning Yu Cho-Jui Hsieh Peter Henderson Ruoxi Jia WIGM 36 3 0 06 Jun 2024
Securing the Future of GenAI: Policy and Technology Mihai Christodorescu Craven S. Feizi Neil Zhenqiang Gong Mia Hoffmann ... Jessica Newman Emelia Probasco Yanjun Qi Khawaja Shams Turek SILM 38 3 0 21 May 2024
Stable Signature is Unstable: Removing Image Watermark from Diffusion Models Yuepeng Hu Zhengyuan Jiang Moyang Guo Neil Zhenqiang Gong WIGM 32 5 0 12 May 2024
Finding needles in a haystack: A Black-Box Approach to Invisible Watermark Detection Minzhou Pan Zhengting Wang Xin Dong Vikash Sehwag Lingjuan Lyu Xue Lin 38 3 0 23 Mar 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
Combatting deepfakes: Policies to address national security threats and rights violations Andrea Miotti Akash Wasil 37 2 0 14 Feb 2024
Detecting Multimedia Generated by Large AI Models: A Survey Li Lin Neeraj Gupta Yue Zhang Hainan Ren Chun-Hao Liu Feng Ding Xin Eric Wang X. Li Luisa Verdoliva Shu Hu 80 56 0 22 Jan 2024
WAVES: Benchmarking the Robustness of Image Watermarks Bang An Mucong Ding Tahseen Rabbani Aakriti Agrawal Yuancheng Xu ... Sicheng Zhu Abdirisak Mohamed Yuxin Wen Tom Goldstein Furong Huang 25 41 0 16 Jan 2024
Watermarks in the Sand: Impossibility of Strong Watermarking for Generative Models Hanlin Zhang Benjamin L. Edelman Danilo Francati Daniele Venturi G. Ateniese Boaz Barak WaLM 138 54 0 07 Nov 2023
Invisible Image Watermarks Are Provably Removable Using Generative AI Xuandong Zhao Kexun Zhang Zihao Su Saastha Vasan Ilya Grishchenko Christopher Kruegel Giovanni Vigna Yu-Xiang Wang Lei Li WIGM 22 49 0 02 Jun 2023
Improving Synthetically Generated Image Detection in Cross-Concept Settings P. Dogoulis Giorgos Kordopatis-Zilos I. Kompatsiaris Symeon Papadopoulos DiffM 140 18 0 24 Apr 2023
Diffusion Models for Adversarial Purification Weili Nie Brandon Guo Yujia Huang Chaowei Xiao Arash Vahdat Anima Anandkumar WIGM 195 417 0 16 May 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 390 4,125 0 28 Jan 2022
Recasting Residual-based Local Descriptors as Convolutional Neural Networks: an Application to Image Forgery Detection D. Cozzolino Giovanni Poggi L. Verdoliva 101 324 0 14 Mar 2017
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 201 14,357 0 07 Oct 2016
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 284 39,190 0 01 Sep 2014