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A novel model watermarking for protecting generative adversarial network
Computers & security, 2023image. Next, the watermarked generator is efficiently trained on the premise of preserving the original model performance. Finally, only relying on the correct watermark label, the synthetic watermark can be successfully triggered by the model owner for IP
Tong Qiao +6 more
semanticscholar +1 more source
RingID: Rethinking Tree-Ring Watermarking for Enhanced Multi-Key Identification
European Conference on Computer VisionWe 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 and reveal that the distribution shift unintentionally introduced by the ...
Hai Ci, Pei Yang, Yiren Song, M. Shou
semanticscholar +1 more source
Exploring Stable Coefficients on Joint Sub-Bands for Robust Video Watermarking in DT CWT Domain
IEEE transactions on circuits and systems for video technology (Print), 2022Video watermarking on the dual tree-complex wavelet (DT CWT) domain is shown to be effective to offer high robustness. Existing DT CWT video watermarking schemes tend to use all the coefficients on the high-pass sub-bands of the DT CWT domain for ...
Wennan Huan +3 more
semanticscholar +1 more source
From single watermark to dual watermark: A new approach for image watermarking
Computers & Electrical Engineering, 2012Watermarking as a powerful technique for copyright protection, content verification, covert communication and so on, has been studied for years, and is drawing more and more attention recently. There are many situations in which embedding multiple watermarks in an image is desired.
Shen, H., Chen, B.
openaire +3 more sources
Robust Watermarking Using Generative Priors Against Image Editing: From Benchmarking to Advances
International Conference on Learning RepresentationsCurrent image watermarking methods are vulnerable to advanced image editing techniques enabled by large-scale text-to-image models. These models can distort embedded watermarks during editing, posing significant challenges to copyright protection.
Shilin Lu +4 more
semanticscholar +1 more source
SoK: How Robust is Image Classification Deep Neural Network Watermarking?
IEEE Symposium on Security and Privacy, 2021Deep Neural Network (DNN) watermarking is a method for provenance verification of DNN models. Watermarking should be robust against watermark removal attacks that derive a surrogate model that evades provenance verification.
Nils Lukas +3 more
semanticscholar +1 more source
MarkLLM: An Open-Source Toolkit for LLM Watermarking
Conference on Empirical Methods in Natural Language ProcessingWatermarking for Large Language Models (LLMs), which embeds imperceptible yet algorithmically detectable signals in model outputs to identify LLM-generated text, has become crucial in mitigating the potential misuse of LLMs. However, the abundance of LLM
Le-Yi Pan +11 more
semanticscholar +1 more source
An Entropy-based Text Watermarking Detection Method
Annual Meeting of the Association for Computational LinguisticsText watermarking algorithms for large language models (LLMs) can effectively identify machine-generated texts by embedding and detecting hidden features in the text.
Yijian Lu +4 more
semanticscholar +1 more source
2009 Sixth International Conference on Information Technology: New Generations, 2009
We have developed a new watermarking process based on the curvelet transform. By selectively removing specific ranges of curvelet coefficients we introduce a high fidelity watermark into an image. This mark has a natural resilience against rotation and scaling. The watermark can be exactly retrieved.
Mohammad Eyadat +2 more
openaire +1 more source
We have developed a new watermarking process based on the curvelet transform. By selectively removing specific ranges of curvelet coefficients we introduce a high fidelity watermark into an image. This mark has a natural resilience against rotation and scaling. The watermark can be exactly retrieved.
Mohammad Eyadat +2 more
openaire +1 more source
SoK: Watermarking for AI-Generated Content
IEEE Symposium on Security and PrivacyAs the outputs of generative AI (GenAl) techniques improve in quality, it becomes increasingly challenging to distinguish them from human-created content.
Xuandong Zhao +13 more
semanticscholar +1 more source