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Analysis of watermarking framework for color image through a neural network-based approach

TLDR
The approaches of the embedding and the de-embedding in case of learning algorithm of the aforementioned neural network through individual training data set are considered in the present research to carry out a series of experiments with different scenarios for the purpose of verifying the effectiveness of the proposed approach.
Abstract
In the research presented here, the general idea of watermarking framework is analyzed to deal with color image under a set of attacks through a neural network-based approach. It is realized in the area of transformation, especially with a focus on contourlet transform to address the proposed technique, as long as the bands of the suitable coefficients are accurately chosen. In summary, there is the logo information that is embedded in the edge of color image, while the Zenzo edge detector is correspondingly realized to handle the approach. In fact, the edge of the second subband is acquired, and subsequently, the capability of the above-referenced edge is calculated. A number of techniques are discussed to cope with the above-captioned watermarking framework through the new integration of contourlet transform in association with the multilayer perceptron to extract the logo information, appropriately. The approaches of the embedding and the de-embedding in case of learning algorithm of the aforementioned neural network through individual training data set are considered in the present research to carry out a series of experiments with different scenarios for the purpose of verifying the effectiveness of the proposed approach, obviously.

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Citations
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Journal ArticleDOI

Recent trends in image watermarking techniques for copyright protection: a survey

TL;DR: In this study, contemporary developments of digital image watermarking techniques are appraised so as to identify state-of-the-art practices and their limitations.
Journal ArticleDOI

Analysis of Digital Image Watermarking Techniques through Hybrid Methods

TL;DR: A standard framework for designing a hybrid method that ensures the basic design requirements of watermarking for various applications is given and the challenges of the existing methods are summarized.
Journal ArticleDOI

Survey on watermarking methods in the artificial intelligence domain and beyond

TL;DR: In this paper , a comprehensive study on watermarking using trending technologies, such as artificial intelligence, machine learning and deep learning, is presented, which briefly discusses the introduction of watermark, background information and the most interesting and utilized applications.
Journal ArticleDOI

A novel blind medical image watermarking scheme based on Schur triangulation and chaotic sequence

TL;DR: This work proposed a novel blind watermarking scheme for medical images, based on Schur decomposition and chaotic sequence, achieving good image fidelity and acceptable robustness.
Journal ArticleDOI

A Comprehensive Study of Deep Learning-based Covert Communication

TL;DR: A review of deep learning-based covert communication scheme for protecting digital contents, devices and models and the contribution of surveyed scheme is summarized and compared in the context of estimation of design objectives, approaches, evaluation metric, and weaknesses.
References
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Journal ArticleDOI

The contourlet transform: an efficient directional multiresolution image representation

TL;DR: A "true" two-dimensional transform that can capture the intrinsic geometrical structure that is key in visual information is pursued and it is shown that with parabolic scaling and sufficient directional vanishing moments, contourlets achieve the optimal approximation rate for piecewise smooth functions with discontinuities along twice continuously differentiable curves.
Journal ArticleDOI

A note on the gradient of a multi-image

TL;DR: Gradient based edge detection techniques can be extended to multispectral images in various ways: difference operators can be applied to each component of a multi-image, and the results can be combined, e.g., taking the RMS or the sum, or the maximum of their absolute values.
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An SVD-based watermarking scheme for protecting rightful ownership

TL;DR: A novel watermarking algorithm based on singular value decomposition (SVD) is proposed and results show that the newwatermarking method performs well in both security and robustness.
Journal ArticleDOI

Robust blind image watermarking scheme based on Redundant Discrete Wavelet Transform and Singular Value Decomposition

TL;DR: A new image watermarking scheme based on the Redundant Discrete Wavelet Transform (RDWT) and the Singular Value Decomposition (SVD) that showed a high level of robustness not only against the image processing attacks but also against the geometrical attacks which are considered as difficult attacks to resist.
Journal ArticleDOI

A new robust and secure digital image watermarking scheme based on the integer wavelet transform and singular value decomposition

TL;DR: A challenge due to the false positive problem which may be faced by most of SVD-based watermarking schemes has been solved in this work by adopting a digital signature into the watermarked image.
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