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In this paper we present a novel deep framework for a watermarking - a technique of embedding a transparent message into an image in a way that allows retrieving the message from a (perturbed) copy, so that copyright infringement can be tracked.
Generative adversarial nets
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2014
Earlier work this paper cites.
Microsoft coco: Common objects in context
Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C. Lawrence Zitnick · 2014
Earlier work this paper cites.
Adam: A Method for Stochastic Optimization
Diederik Kingma and Jimmy Ba · 2014
Earlier work this paper cites.
A robust embedding and blind extraction of image watermarking based on discrete wavelet transform
E. Najfi · 2017
Earlier work this paper cites.
Generating steganographic images via adversarial training
Jamie Hayes and George Danezis · 2017
Earlier work this paper cites.
Forensic Watermarking Implementation Considerations for Streaming Media
Niels Thorwirth, Erik Hietbrink, Jaap Haitsma, Gwenaël Doërr, Glenn Deen, Mike Wilkinson, Robin Wilson, Brian Stevenson, and Christopher White · 2018
Earlier work this paper cites.
Improved wavelet-based image watermarking through spiht
Chandan Kumar, Anuj Kumar Singh, and Priyadarshni Kumar · 2018
Earlier work this paper cites.
Hybrid secure and robust image watermarking scheme based on svd and sharp frequency localized contourlet transform
E. Najafi and K. Loukhaoukha · 2018
Cited alongside, same era.
HiDDeN: Hiding Data with Deep Networks
Jiren Zhu, Russell Kaplan, Justin Johnson, and Li Fei-Fei · 2018
Cited alongside, same era.
Comparing subscriber watermarking technologies for premium pay tv content
Friend MTS · 2018
Cited alongside, same era.
An optimized image watermarking method based on hd and svd in dwt domain
J. Liu, J. Huang, Y. Luo, L. Cao, S. Yang, D. Wei, and R. Zhou · 2019
Cited alongside, same era.
ROMark: A Robust Watermarking System Using Adversarial Training
Bingyang Wen and Sergul Aydore · 2019
Cited alongside, same era.
Enhancing image watermarking with adaptive embedding parameter and psnr guarantee
Redmark: Framework for residual diffusion watermarking based on deep networks
Mahdi Ahmadi, Alireza Norouzi, Nader Karimi, Shadrokh Samavi, and Ali Emami · 2019
Later among the works it cites.
Using forensic watermarking to protect UHD content
IBC’s website · 2020
Closest in time.
Enhancing the robustness of image watermarking against cropping attacks with dual watermarks
Ching-Sheng Hsu and Shu-Fen Tu · 2020
Closest in time.
Distortion Agnostic Deep Watermarking
Xiyang Luo, Ruohan Zhan, Huiwen Chang, Feng Yang, and Peyman Milanfar · 2020
Closest in time.
Robust Spatial-spread Deep Neural Image Watermarking
Marcin Plata and Piotr Syga · 2020
Closest in time.
Neural watermarking method including an attack simulator against rotation and compression attacks
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Y. Huang, B. Niu, H. Guan, and S. Zhang · 2019
Cited alongside, same era.
Ippei Hamamoto and Masaki Kawamura · 2020
Closest in time.