U Can't Gen This? A Survey of Intellectual Property Protection Methods for Data in Generative AI

22 April 2024

Tanja Sarcevic

Alicja Karlowicz

Rudolf Mayer

Ricardo A. Baeza-Yates

Andreas Rauber

ArXiv (abs)PDF HTML

Papers citing "U Can't Gen This? A Survey of Intellectual Property Protection Methods for Data in Generative AI"

50 / 78 papers shown

Title
On Memorization in Diffusion Models Xiangming Gu Chao Du Tianyu Pang Chongxuan Li Min Lin Ye Wang DiffM TDI 340 55 0 21 Feb 2025
Can AI-Generated Text be Reliably Detected? Vinu Sankar Sadasivan Aounon Kumar S. Balasubramanian Wenxiao Wang Soheil Feizi DeLMO 245 389 0 20 Jan 2025
Detecting Voice Cloning Attacks via Timbre Watermarking Chang-rui Liu Jie Zhang Tianwei Zhang Xi Yang Weiming Zhang Neng H. Yu 80 38 0 06 Dec 2023
A Somewhat Robust Image Watermark against Diffusion-based Editing Models Mingtian Tan Tianhao Wang Somesh Jha WIGM 70 3 0 22 Nov 2023
MetaCloak: Preventing Unauthorized Subject-driven Text-to-image Diffusion-based Synthesis via Meta-learning Yixin Liu Chenrui Fan Yutong Dai Xun Chen Pan Zhou Lichao Sun DiffM 64 23 0 22 Nov 2023
DEPN: Detecting and Editing Privacy Neurons in Pretrained Language Models Xinwei Wu Junzhuo Li Minghui Xu Weilong Dong Shuangzhi Wu Chao Bian Deyi Xiong MU KELM 92 55 0 31 Oct 2023
Ring-A-Bell! How Reliable are Concept Removal Methods for Diffusion Models? Yu-Lin Tsai Chia-Yi Hsu Chulin Xie Chih-Hsun Lin Jia-You Chen Yue Liu Pin-Yu Chen Chia-Mu Yu Chun-ying Huang DiffM 98 90 0 16 Oct 2023
FT-Shield: A Watermark Against Unauthorized Fine-tuning in Text-to-Image Diffusion Models Yingqian Cui Jie Ren Yuping Lin Han Xu Pengfei He Yue Xing Lingjuan Lyu Wenqi Fan Hui Liu Jiliang Tang WIGM 81 12 0 03 Oct 2023
Security and Privacy on Generative Data in AIGC: A Survey Tao Wang Yushu Zhang Shuren Qi Ruoyu Zhao Zhihua Xia Jian Weng 97 46 0 18 Sep 2023
DUAW: Data-free Universal Adversarial Watermark against Stable Diffusion Customization Xiaoyu Ye Hao Huang Jiaqi An Yongtao Wang WIGM 71 23 0 19 Aug 2023
Testing of Detection Tools for AI-Generated Text Debora Weber-Wulff Alla Anohina-Naumeca Sonja Bjelobaba T. Foltýnek J. Guerrero-Dib Olumide Popoola Petr Sigut Lorna Waddington DeLMO 83 226 0 21 Jun 2023
Generative Watermarking Against Unauthorized Subject-Driven Image Synthesis Yi Ma Zhengyu Zhao Xinlei He Zheng Li Michael Backes Yang Zhang AAML WIGM 87 21 0 13 Jun 2023
Training Data Attribution for Diffusion Models Zheng Dai David K Gifford TDI 46 18 0 03 Jun 2023
Unlearnable Examples for Diffusion Models: Protect Data from Unauthorized Exploitation Zhengyue Zhao Jinhao Duan Xingui Hu Kaidi Xu Chenan Wang Rui Zhang Zidong Du Qi Guo Yunji Chen DiffM WIGM 71 28 0 02 Jun 2023
Challenges and Remedies to Privacy and Security in AIGC: Exploring the Potential of Privacy Computing, Blockchain, and Beyond Chuan Chen Zhenpeng Wu Yan-Hao Lai Wen-chao Ou Tianchi Liao Zibin Zheng 124 35 0 01 Jun 2023
DiffusionShield: A Watermark for Copyright Protection against Generative Diffusion Models Yingqian Cui Jie Ren Han Xu Pengfei He Hui Liu Lichao Sun Yue Xing Jiliang Tang WIGM 81 35 0 25 May 2023
Mist: Towards Improved Adversarial Examples for Diffusion Models Chumeng Liang Xiaoyu Wu DiffM 83 57 0 22 May 2023
Evading Watermark based Detection of AI-Generated Content Zhengyuan Jiang Jinghuai Zhang Neil Zhenqiang Gong WIGM 83 82 0 05 May 2023
Identifying Appropriate Intellectual Property Protection Mechanisms for Machine Learning Models: A Systematization of Watermarking, Fingerprinting, Model Access, and Attacks Isabell Lederer Rudolf Mayer Andreas Rauber 89 19 0 22 Apr 2023
Anti-DreamBooth: Protecting users from personalized text-to-image synthesis T. Le Hao Phung Thuan Hoang Nguyen Quan Dao Ngoc N. Tran Anh Tran 92 100 0 27 Mar 2023
On the De-duplication of LAION-2B Ryan Webster Julien Rabin Loïc Simon F. Jurie DiffM 64 42 0 17 Mar 2023
HIVE: Harnessing Human Feedback for Instructional Visual Editing Shu Zhen Zhang Xinyi Yang Yihao Feng Can Qin Chia-Chih Chen ... Haiquan Wang Silvio Savarese Stefano Ermon Caiming Xiong Ran Xu 82 115 0 16 Mar 2023
Membership Inference of Diffusion Models Hailong Hu Jun Pang 84 39 0 24 Jan 2023
InstructPix2Pix: Learning to Follow Image Editing Instructions Tim Brooks Aleksander Holynski Alexei A. Efros DiffM 213 1,835 0 17 Nov 2022
Large Language Models Struggle to Learn Long-Tail Knowledge Nikhil Kandpal H. Deng Adam Roberts Eric Wallace Colin Raffel RALM KELM 131 419 0 15 Nov 2022
Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models P. Schramowski Manuel Brack Bjorn Deiseroth Kristian Kersting 139 310 0 09 Nov 2022
On the detection of synthetic images generated by diffusion models Riccardo Corvi D. Cozzolino Giada Zingarini Giovanni Poggi Koki Nagano L. Verdoliva 179 238 0 01 Nov 2022
Canary in a Coalmine: Better Membership Inference with Ensembled Adversarial Queries Yuxin Wen Arpit Bansal Hamid Kazemi Eitan Borgnia Micah Goldblum Jonas Geiping Tom Goldstein MIACV 106 32 0 19 Oct 2022
Knowledge Unlearning for Mitigating Privacy Risks in Language Models Joel Jang Dongkeun Yoon Sohee Yang Sungmin Cha Moontae Lee Lajanugen Logeswaran Minjoon Seo KELM PILM MU 216 239 0 04 Oct 2022
Red-Teaming the Stable Diffusion Safety Filter Javier Rando Daniel Paleka David Lindner Lennard Heim Florian Tramèr DiffM 203 205 0 03 Oct 2022
DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation Nataniel Ruiz Yuanzhen Li Varun Jampani Yael Pritch Michael Rubinstein Kfir Aberman 282 2,895 0 25 Aug 2022
An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion Rinon Gal Yuval Alaluf Yuval Atzmon Or Patashnik Amit H. Bermano Gal Chechik Daniel Cohen-Or 168 1,898 0 02 Aug 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 196 3,971 0 26 Jul 2022
Measuring Forgetting of Memorized Training Examples Matthew Jagielski Om Thakkar Florian Tramèr Daphne Ippolito Katherine Lee ... Eric Wallace Shuang Song Abhradeep Thakurta Nicolas Papernot Chiyuan Zhang TDI 147 111 0 30 Jun 2022
Data Redaction from Pre-trained GANs Zhifeng Kong Kamalika Chaudhuri 131 16 0 29 Jun 2022
Quark: Controllable Text Generation with Reinforced Unlearning Ximing Lu Sean Welleck Jack Hessel Liwei Jiang Lianhui Qin Peter West Prithviraj Ammanabrolu Yejin Choi MU 156 219 0 26 May 2022
Memorization Without Overfitting: Analyzing the Training Dynamics of Large Language Models Kushal Tirumala Aram H. Markosyan Luke Zettlemoyer Armen Aghajanyan TDI 112 197 0 22 May 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 425 6,921 0 13 Apr 2022
Do Language Models Plagiarize? Jooyoung Lee Thai Le Jinghui Chen Dongwon Lee 103 76 0 15 Mar 2022
A Self-Supervised Descriptor for Image Copy Detection Ed Pizzi Sreya . Dutta Roy Sugosh Nagavara Ravindra Priya Goyal Matthijs Douze SSL 96 126 0 21 Feb 2022
Quantifying Memorization Across Neural Language Models Nicholas Carlini Daphne Ippolito Matthew Jagielski Katherine Lee Florian Tramèr Chiyuan Zhang PILM 124 630 0 15 Feb 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 557 4,421 0 28 Jan 2022
DiffuseVAE: Efficient, Controllable and High-Fidelity Generation from Low-Dimensional Latents Kushagra Pandey Avideep Mukherjee Piyush Rai Abhishek Kumar DiffM 92 119 0 02 Jan 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 511 15,788 0 20 Dec 2021
Adversarial Attacks Against Deep Generative Models on Data: A Survey Hui Sun Tianqing Zhu Zhiqiu Zhang Dawei Jin Wanlei Zhou AAML 119 43 0 01 Dec 2021
Blended Diffusion for Text-driven Editing of Natural Images Omri Avrahami Dani Lischinski Ohad Fried DiffM 141 954 0 29 Nov 2021
DRB-GAN: A Dynamic ResBlock Generative Adversarial Network for Artistic Style Transfer Wenju Xu Chengjiang Long Ruisheng Wang Guanghui Wang GAN 93 81 0 17 Aug 2021
This Person (Probably) Exists. Identity Membership Attacks Against GAN Generated Faces Ryan Webster Julien Rabin Loïc Simon F. Jurie CVBM PICV 72 33 0 13 Jul 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 502 10,526 0 17 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 308 7,958 0 11 May 2021