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Protecting Intellectual Property of Deep Neural Networks with Watermarking

ACM Asia Conference on Computer and Communications Security, 2018
Deep learning technologies, which are the key components of state-of-the-art Artificial Intelligence (AI) services, have shown great success in providing human-level capabilities for a variety of tasks, such as visual analysis, speech recognition, and ...
Jia-Long Zhang   +6 more
semanticscholar   +1 more source

An improved DWT-SVD domain watermarking for medical information security

Computer Communications, 2020
Exchange of patient record over network required a technique to guarantee security and privacy for tele-health services. This paper presents an improved watermarking technique capable of providing protection of patient data by embedding multi-watermarks ...
A. Anand, A. Singh
semanticscholar   +1 more source

SSLGuard: A Watermarking Scheme for Self-supervised Learning Pre-trained Encoders

Conference on Computer and Communications Security, 2022
Self-supervised learning is an emerging machine learning (ML) paradigm. Compared to supervised learning which leverages high-quality labeled datasets, self-supervised learning relies on unlabeled datasets to pre-train powerful encoders which can then be ...
Tianshuo Cong, Xinlei He, Yang Zhang
semanticscholar   +1 more source

Attack-Resilient Image Watermarking Using Stable Diffusion

Neural Information Processing Systems
Watermarking images is critical for tracking image provenance and proving ownership. With the advent of generative models, such as stable diffusion, that can create fake but realistic images, watermarking has become particularly important to make human ...
Li-Jun Zhang   +5 more
semanticscholar   +1 more source

AudioMarkBench: Benchmarking Robustness of Audio Watermarking

Neural Information Processing Systems
The increasing realism of synthetic speech, driven by advancements in text-to-speech models, raises ethical concerns regarding impersonation and disinformation.
Hongbin Liu   +4 more
semanticscholar   +1 more source

Stylometric Watermarking

2008 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, 2008
Using stochastic data to identify ownership has a long history, with stochastic features being used for a variety of identification applications such as voice print, handwriting recognition, and authorship attribution. Embedded traits such as stylistic preferences would help solve the question of ownership. Even though people sometimes make attempts to
Qian Zhang 0058, Nigel Boston
openaire   +1 more source

A digital watermark

Proceedings of 1st International Conference on Image Processing, 2002
The paper discusses the feasibility of coding an "undetectable" digital water mark on a standard 512/spl times/512 intensity image with an 8 bit gray scale. The watermark is capable of carrying such information as authentication or authorisation codes, or a legend essential for image interpretation.
Ron G. van Schyndel   +2 more
openaire   +1 more source

Photograph watermarking

Multimedia Tools and Applications, 2015
The protection of information is a very important issue in the digital world where the data can be easily copied, altered and transmitted. One of the well known ways to protect the multimedia is digital watermarking. For a common watermarking system, the test image is processed in digital form. Many researchers have devoted themselves to the studies of
Ming-Lun Lee, Pei-Yih Ting, Tzong-Sun Wu
openaire   +2 more sources

On multiple watermarking

Proceedings of the 2001 workshop on Multimedia and security new challenges - MM&Sec '01, 2001
Mintzer and Braudaway [6] once asked: If one watermark is good, are more better? In this paper, we discuss some techniques for embedding multiple watermarks into a single multimedia object and report some observations on implementations of these techniques.
Nicholas Paul Sheppard   +2 more
openaire   +1 more source

Imperceptible watermark for a game-theoretic watermarking system

International Journal of Machine Learning and Cybernetics, 2018
This paper advances the game-theoretic approaches to design a robust watermarking scheme for embedding watermark in an image in discrete wavelet transform (DWT) domain. A reliable architecture for imperceptible watermarking system that provides an optimal solution for decision makers is proposed.
Prasanth Vaidya S. 0001   +2 more
openaire   +1 more source

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