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Watermark has been widely deployed by industry to detect AI-generated images.
An introduction to the bootstrap
Bradley Efron and Robert J Tibshirani · 1994
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Robust template matching for affine resistant image watermarks
S. Pereira and T. Pun · 2000
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Combined dwt-dct digital image watermarking
Ali Al-Haj · 2007
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Robust image watermarking based on multiband wavelets and empirical mode decomposition
Ning Bi, Qiyu Sun, Daren Huang, Zhihua Yang, and Jiwu Huang · 2007
Earlier work this paper cites.
Efficient general print-scanning resilient data hiding based on uniform log-polar mapping
Xiangui Kang, Jiwu Huang, and Wenjun Zeng · 2010
Earlier work this paper cites.
Explaining and harnessing adversarial examples
Ian J Goodfellow, Jonathon Shlens, and Christian Szegedy · 2014
Earlier work this paper cites.
Delving into transferable adversarial examples and black-box attacks
Yanpei Liu, Xinyun Chen, Chang Liu, and Dawn Song · 2017
Earlier work this paper cites.
Towards deep learning models resistant to adversarial attacks
Aleksander Madry, Aleksandar Makelov, Ludwig Schmidt, Dimitris Tsipras, and Adrian Vladu · 2018
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Increasing the capturing angle in print-cam robust watermarking
Anu Pramila, Anja Keskinarkaus, and Tapio Seppänen · 2018
Earlier work this paper cites.
Hidden: Hiding data with deep networks
Jiren Zhu, Russell Kaplan, Justin Johnson, and Li Fei-Fei · 2018
Earlier work this paper cites.
A robust image watermarking system based on deep neural networks
Xin Zhong and Frank Y. Shih · 2019
Earlier work this paper cites.
Stegastamp: Invisible hyperlinks in physical photographs
Matthew Tancik, Ben Mildenhall, and Ren Ng · 2020
Cited alongside, same era.
Udh: Universal deep hiding for steganography, watermarking, and light field messaging
Chaoning Zhang, Philipp Benz, Adil Karjauv, Geng Sun, and In So Kweon · 2020
Cited alongside, same era.
Adversarial watermarking transformer: Towards tracing text provenance with data hiding
Sahar Abdelnabi and Mario Fritz · 2021
Cited alongside, same era.
Zero-shot text-to-image generation
Aditya Ramesh, Mikhail Pavlov, Gabriel Goh, Scott Gray, Chelsea Voss, Alec Radford, Mark Chen, and Ilya Sutskever · 2021
Cited alongside, same era.
Diffusion models for adversarial purification
Weili Nie, Brandon Guo, Yujia Huang, Chaowei Xiao, Arash Vahdat, and Anima Anandkumar · 2022
Cited alongside, same era.
Stable diffusion watermark decoder
Robin Rombach · 2022
A watermark for large language models
John Kirchenbauer, Jonas Geiping, Yuxin Wen, Jonathan Katz, Ian Miers, and Tom Goldstein · 2023
Later among the works it cites.
DiffusionDB: A large-scale prompt gallery dataset for text-to-image generative models
Zijie J. Wang, Evan Montoya, David Munechika, Haoyang Yang, Benjamin Hoover, and Duen Horng Chau · 2023
Later among the works it cites.
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, and Lei Li · 2023
Later among the works it cites.
Benchmarking the robustness of image watermarks
Bang An, Mucong Ding, Tahseen Rabbani, Aakriti Agrawal, Yuancheng Xu, Chenghao Deng, Sicheng Zhu, Abdirisak Mohamed, Yuxin Wen, Tom Goldstein, et al · 2024
Closest in time.
Rethinking model ensemble in transfer-based adversarial attacks
Huanran Chen, Yichi Zhang, Yinpeng Dong, and Jun Zhu · 2024
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Cited alongside, same era.
Photorealistic text-to-image diffusion models with deep language understanding
Chitwan Saharia, William Chan, Saurabh Saxena, Lala Li, Jay Whang, Emily L Denton, Kamyar Ghasemipour, Raphael Gontijo Lopes, Burcu Karagol Ayan, Tim Salimans, et al · 2022
Cited alongside, same era.
Midjourney user prompts & generated images (250k)
Iulia Turc and Gaurav Nemade · 2022
Cited alongside, same era.
The stable signature: Rooting watermarks in latent diffusion models
Pierre Fernandez, Guillaume Couairon, Hervé Jégou, Matthijs Douze, and Teddy Furon · 2023
Cited alongside, same era.
https://dalle2.gallery , 2023
DALLE2 Images · 2023
Cited alongside, same era.
Evading watermark based detection of ai-generated content
Zhengyuan Jiang, Jinghuai Zhang, and Neil Zhenqiang Gong · 2023
Cited alongside, same era.
Closest in time.
Certifiably robust image watermark
Zhengyuan Jiang, Moyang Guo, Yuepeng Hu, Jinyuan Jia, and Neil Zhenqiang Gong · 2024
Closest in time.
Leveraging optimization for adaptive attacks on image watermarks
Nils Lukas, Abdulrahman Diaa, Lucas Fenaux, and Florian Kerschbaum · 2024
Closest in time.
Robustness of ai-image detectors: Fundamental limits and practical attacks
Mehrdad Saberi, Vinu Sankar Sadasivan, Keivan Rezaei, Aounon Kumar, Atoosa Chegini, Wenxiao Wang, and Soheil Feizi · 2024
Closest in time.
Tree-rings watermarks: Invisible fingerprints for diffusion images
Yuxin Wen, John Kirchenbauer, Jonas Geiping, and Tom Goldstein · 2024
Closest in time.
Gaussian shading: Provable performance-lossless image watermarking for diffusion models
Zijin Yang, Kai Zeng, Kejiang Chen, Han Fang, Weiming Zhang, and Nenghai Yu · 2024
Closest in time.
Ringid: Rethinking tree-ring watermarking for enhanced multi-key identification
Hai Ci, Pei Yang, Yiren Song, and Mike Zheng Shou · 2025
Closest in time.