Ringid: Rethinking tree-ring watermarking for enhanced multi-key identification
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 …
that demonstrates great robustness to various attacks. We conduct an in-depth study on it …
[HTML][HTML] Latent Diffusion Models for Image Watermarking: A Review of Recent Trends and Future Directions
H Hur, M Kang, S Seo, JU Hou - Electronics, 2024 - mdpi.com
Recent advancements in deep learning-based generative models have simplified image
generation, increasing the need for improved source tracing and copyright protection …
generation, increasing the need for improved source tracing and copyright protection …
Image watermarks are removable using controllable regeneration from clean noise
Image watermark techniques provide an effective way to assert ownership, deter misuse,
and trace content sources, which has become increasingly essential in the era of large …
and trace content sources, which has become increasingly essential in the era of large …
An efficient watermarking method for latent diffusion models via low-rank adaptation
The rapid proliferation of deep neural networks (DNNs) is driving a surge in model
watermarking technologies, as the trained deep models themselves serve as intellectual …
watermarking technologies, as the trained deep models themselves serve as intellectual …
SleeperMark: Towards Robust Watermark against Fine-Tuning Text-to-image Diffusion Models
Z Wang, J Guo, J Zhu, Y Li, H Huang, M Chen… - arxiv preprint arxiv …, 2024 - arxiv.org
Recent advances in large-scale text-to-image (T2I) diffusion models have enabled a variety
of downstream applications, including style customization, subject-driven personalization …
of downstream applications, including style customization, subject-driven personalization …
Steganalysis on Digital Watermarking: Is Your Defense Truly Impervious?
Digital watermarking techniques are crucial for copyright protection and source identification
of images, especially in the era of generative AI models. However, many existing …
of images, especially in the era of generative AI models. However, many existing …
Black-Box Forgery Attacks on Semantic Watermarks for Diffusion Models
Integrating watermarking into the generation process of latent diffusion models (LDMs)
simplifies detection and attribution of generated content. Semantic watermarks, such as Tree …
simplifies detection and attribution of generated content. Semantic watermarks, such as Tree …
Watermark Anything with Localized Messages
Image watermarking methods are not tailored to handle small watermarked areas. This
restricts applications in real-world scenarios where parts of the image may come from …
restricts applications in real-world scenarios where parts of the image may come from …
SAT-LDM: Provably Generalizable Image Watermarking for Latent Diffusion Models with Self-Augmented Training
L Zhang, L Zeng - arxiv preprint arxiv:2501.00463, 2024 - arxiv.org
The proliferation of AI-generated images necessitates effective watermarking to protect
intellectual property and identify fake content. While existing training-based watermarking …
intellectual property and identify fake content. While existing training-based watermarking …
Can Simple Averaging Defeat Modern Watermarks?
Digital watermarking techniques are crucial for copyright protection and source identification
of images, especially in the era of generative AI models. However, many existing …
of images, especially in the era of generative AI models. However, many existing …