A brief survey on deep learning based data hiding

C Zhang, C Lin, P Benz, K Chen, W Zhang… - ar**… - Advances in Neural …, 2024 - proceedings.neurips.cc
Watermarking the outputs of generative models is a crucial technique for tracing copyright
and preventing potential harm from AI-generated content. In this paper, we introduce a novel …

Ringid: Rethinking tree-ring watermarking for enhanced multi-key identification

H Ci, P Yang, Y Song, MZ Shou - European Conference on Computer …, 2024 - Springer
Abstract We revisit Tree-Ring Watermarking, a recent diffusion model watermarking method
that demonstrates great robustness to various attacks. We conduct an in-depth study on it …

Rosteals: Robust steganography using autoencoder latent space

T Bui, S Agarwal, N Yu… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Data hiding such as steganography and invisible watermarking has important applications
in copyright protection, privacy-preserved communication and content provenance. Existing …

Copyrnerf: Protecting the copyright of neural radiance fields

Z Luo, Q Guo, KC Cheung, S See… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract Neural Radiance Fields (NeRF) have the potential to be a major representation of
media. Since training a NeRF has never been an easy task, the protection of its model …

Distortion agnostic deep watermarking

X Luo, R Zhan, H Chang, F Yang… - Proceedings of the …, 2020 - openaccess.thecvf.com
Watermarking is the process of embedding information into an image that can survive under
distortions, while requiring the encoded image to have little or no perceptual difference with …

Large-capacity and flexible video steganography via invertible neural network

C Mou, Y Xu, J Song, C Zhao… - Proceedings of the …, 2023 - openaccess.thecvf.com
Video steganography is the art of unobtrusively concealing secret data in a cover video and
then recovering the secret data through a decoding protocol at the receiver end. Although …

Lawa: Using latent space for in-generation image watermarking

A Rezaei, M Akbari, SR Alvar, A Fatemi… - European Conference on …, 2024 - Springer
With generative models producing high quality images that are indistinguishable from real
ones, there is growing concern regarding the malicious usage of AI-generated images …

Data hiding with deep learning: A survey unifying digital watermarking and steganography

Z Wang, O Byrnes, H Wang, R Sun… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
The advancement of secure communication and identity verification fields has significantly
increased through the use of deep learning techniques for data hiding. By embedding …

Deep Learning-Based Watermarking Techniques Challenges: A Review of Current and Future Trends

S Ben Jabra, M Ben Farah - Circuits, Systems, and Signal Processing, 2024 - Springer
The digital revolution places great emphasis on digital media watermarking due to the
increased vulnerability of multimedia content to unauthorized alterations. Recently, in the …