Improved image watermarking scheme using nonnegative matrix factorization and wavelet transform

Long Ma, S. Song
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引用次数: 2

Abstract

Ouhsain et al [Expert Systems with Applications 36, 2123–2129(2009)] presented a technique using DWT and NMF, which apply NMF to the blocks of the wavelet decomposition sub-band, and then is followed by eigendecomposition distortion. Motivated by the approach of Ouhsain et al, we proposed an improved image watermarking scheme. Our technique do not apply NMF to the blocks of the wavelet decomposition sub-band, direct apply SVD to these blocks. Our proposed algorithm is simpler than algorithm of Ouhsain et al. Experimental results demonstrate that the proposed scheme not only provides good fidelity and robustness against intentional attacks and normal visual processes, but also achieves a low computational complexity.
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基于非负矩阵分解和小波变换的图像水印改进方案
Ouhsain等人[应用专家系统36,2123-2129(2009)]提出了一种使用DWT和NMF的技术,该技术将NMF应用于小波分解子带的块,然后进行特征分解失真。受Ouhsain等人方法的启发,我们提出了一种改进的图像水印方案。我们的技术不是对小波分解子带的块应用NMF,而是直接对这些块应用SVD。该算法比Ouhsain等人的算法更简单。实验结果表明,该方案不仅具有良好的保真度和鲁棒性,而且具有较低的计算复杂度。
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