Unlearnable Examples for Diffusion Models: Protect Data from Unauthorized Exploitation

2 June 2023

Papers citing "Unlearnable Examples for Diffusion Models: Protect Data from Unauthorized Exploitation"

22 / 22 papers shown

Title
Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Junxian Duan Jiyang Guang Wenkui Yang Ran He WIGM 25 0 0 13 May 2025
Privacy Protection Against Personalized Text-to-Image Synthesis via Cross-image Consistency Constraints Guanyu Wang K. Wang Yihao Huang Mingyi Zhou Zhang Qing cnwatcher Geguang Pu Li Li DiffM PICV 51 0 0 17 Apr 2025
A Survey on Unlearnable Data Jiahao Li Yiqiang Chen Yunbing Xing Yang Gu Xiangyuan Lan AAML 53 0 0 30 Mar 2025
Protective Perturbations against Unauthorized Data Usage in Diffusion-based Image Generation Sen Peng Jijia Yang Mingyue Wang Jianfei He Xiaohua Jia DiffM 35 0 0 25 Dec 2024
Nearly Zero-Cost Protection Against Mimicry by Personalized Diffusion Models Namhyuk Ahn Kiyoon Yoo Wonhyuk Ahn Daesik Kim Seung-Hun Nam AAML WIGM DiffM 82 0 0 16 Dec 2024
Conceptwm: A Diffusion Model Watermark for Concept Protection Liangqi Lei Keke Gai Jing Yu Liehuang Zhu Qi Wu WIGM 79 2 0 18 Nov 2024
Prompt-Agnostic Adversarial Perturbation for Customized Diffusion Models Cong Wan Yuhang He Xiang Song Yihong Gong DiffM AAML 29 7 0 20 Aug 2024
Replication in Visual Diffusion Models: A Survey and Outlook Wenhao Wang Yifan Sun Zongxin Yang Zhengdong Hu Zhentao Tan Yi Yang 68 6 0 07 Jul 2024
A Comprehensive Survey on Diffusion Models and Their Applications M. Ahsan S. Raman Yingtao Liu Zahed Siddique MedIm DiffM 37 1 0 01 Jul 2024
Membership Inference on Text-to-Image Diffusion Models via Conditional Likelihood Discrepancy Shengfang Zhai Huanran Chen Yinpeng Dong Jiajun Li Qingni Shen Yansong Gao Hang Su Yang Liu EGVM 54 9 0 23 May 2024
Perturbing Attention Gives You More Bang for the Buck: Subtle Imaging Perturbations That Efficiently Fool Customized Diffusion Models Jingyao Xu Yuetong Lu Yandong Li Siyang Lu Dongdong Wang Xiang Wei AAML DiffM 19 10 0 23 Apr 2024
U Can't Gen This? A Survey of Intellectual Property Protection Methods for Data in Generative AI Tanja Sarcevic Alicja Karlowicz Rudolf Mayer Ricardo A. Baeza-Yates Andreas Rauber 40 5 0 22 Apr 2024
Imperceptible Protection against Style Imitation from Diffusion Models Namhyuk Ahn Wonhyuk Ahn Kiyoon Yoo Daesik Kim Seung-Hun Nam WIGM AAML DiffM 41 5 0 28 Mar 2024
MACE: Mass Concept Erasure in Diffusion Models Shilin Lu Zilan Wang Leyang Li Yanzhu Liu A. Kong DiffM 31 76 0 10 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
IMMA: Immunizing text-to-image Models against Malicious Adaptation Yijia Zheng Raymond A. Yeh 24 8 0 30 Nov 2023
Can Protective Perturbation Safeguard Personal Data from Being Exploited by Stable Diffusion? Zhengyue Zhao Jinhao Duan Kaidi Xu Chenan Wang Rui Zhang Zidong Du Rui Guo Xing Hu DiffM AAML 13 22 0 30 Nov 2023
Robustness of AI-Image Detectors: Fundamental Limits and Practical Attacks Mehrdad Saberi Vinu Sankar Sadasivan Keivan Rezaei Aounon Kumar Atoosa Malemir Chegini Wenxiao Wang S. Feizi WIGM AAML 19 40 0 29 Sep 2023
DUAW: Data-free Universal Adversarial Watermark against Stable Diffusion Customization Xiaoyu Ye Hao Huang Jiaqi An Yongtao Wang WIGM 24 22 0 19 Aug 2023
Exposing the Fake: Effective Diffusion-Generated Images Detection Ruipeng Ma Jinhao Duan Fei Kong Xiaoshuang Shi Kaidi Xu DiffM 14 29 0 12 Jul 2023
On the Design Fundamentals of Diffusion Models: A Survey Ziyi Chang G. Koulieris Hubert P. H. Shum DiffM 27 52 0 07 Jun 2023
Unlearnable Examples: Making Personal Data Unexploitable Hanxun Huang Xingjun Ma S. Erfani James Bailey Yisen Wang MIACV 136 190 0 13 Jan 2021