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Optimal transform domain watermark embedding via linear programming

机译:通过线性规划优化变换域水印嵌入

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摘要

Invisible digital watermarks have been proposed as a method for discouraging illicit copying and distribution of copyright material. In recent years, it has been recognized that embedding information in a transform domain leads to more robust watermarks. A major difficulty in watermarking in a transform domain lies in the fact that constraints on the allowable distortion at any pixel may be specified in the spatial domain. The central contribution of the paper is the proposal of an approach which takes into account spatial domain constraints in an optimal fashion. The main idea is to structure the watermark embedding as a linear programming problem in which we wish to maximize the strength of the watermark subject to a set of linear constraints on the pixel distortions as determined by a masking function. We consider the special cases of embedding in the DCT domain and wavelet domain using the Haar wavelet and Daubechies 4-tap filter in conjunction with a masking function based on a non-stationary Gaussian model, but the algorithm is applicable to any combination of transform and masking functions. Our results indicate that the proposed approach performs well against lossy compression such as JPEG and other types of filtering which do not change the geometry of the image.
机译:已经提出了不可见的数字水印,作为阻止版权材料的非法复制和分发的一种方法。近年来,已经认识到将信息嵌入变换域会导致更健壮的水印。在变换域中加水印的主要困难在于以下事实:可以在空间域中指定对任何像素处的允许失真的约束。本文的主要贡献是提出了一种以最佳方式考虑空间域约束的方法的建议。主要思想是将水印嵌入结构设计为线性规划问题,在此问题中,我们希望最大化水印的强度,这要受到一组由遮罩函数确定的像素失真的线性约束。我们考虑了使用Haar小波和Daubechies 4抽头滤波器结合基于非平稳高斯模型的掩蔽函数嵌入DCT域和小波域的特殊情况,但是该算法适用于变换和遮罩功能。我们的结果表明,所提出的方法可以很好地抵抗有损压缩,例如JPEG和其他类型的过滤,而这些过滤不会改变图像的几何形状。

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