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Fragile high capacity data hiding in digital images using integer-to-integer DWT and lattice vector quantization

机译:使用整数到整数DWT和格子矢量量化隐藏数字图像中的脆弱高容量数据

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摘要

Data hiding in digital multimedia has been extensively used for sensitive data transmission and data authentication. An important property of data hiding which makes this method applicable to such applications is its fragility. The fragility is the loss of the embedded authentication credential resulting from any tampering attempt. Another important issue in data hiding and watermarking in digital images is increasing the embedding capacity while keeping the quality of the cover image high enough to avoid any perceptual degradation. In this paper a novel fragile digital image data hiding algorithm based on Lattice Vector Quantization (LVQ) is proposed to solve the above mentioned shortcomings. In the proposed data hiding algorithm after an initial pre-processing stage, the image is transformed into frequency domain using Integer-to-integer Discrete Wavelet Transform (IIDWT). Then lattice vector quantization of A_4 and Z_4 lattices are used for embedding data into the cover image. The proposed embedding algorithm has the ability to hide the data inside the entire cover image. The experimental results show that the proposed data hiding algorithm performs significantly better than recently proposed algorithms when the embedding capacity is increased. At the high capacity regimes, the proposed algorithm can embed significantly more sensitive data in the cover image while keeping the perceptual quality of the recovered image high.
机译:在数字多媒体中隐藏的数据已广泛用于敏感数据传输和数据认证。数据隐藏的重要属性,这使得这种方法适用于这种应用是其脆弱性。该脆性是丢失由任何篡改尝试产生的嵌入式认证凭证。数据隐藏和水印中的另一个重要问题在数字图像中增加了嵌入容量,同时保持覆盖图像的质量足够高,以避免任何感知劣化。在本文中,提出了一种基于格子矢量量化(LVQ)的新颖的易碎数字图像数据隐藏算法,以解决上述缺点。在所提出的数据隐藏算法在初始预处理阶段之后,使用整数到整数离散小波变换(IIDWT)将图像转换为频域。然后,A_4和Z_4格子的晶格矢量量化用于将数据嵌入到封面图像中。所提出的嵌入算法能够隐藏整个封面图像内的数据。实验结果表明,当嵌入容量增加时,所提出的数据隐藏算法显着优于最近提出的算法。在高容量制度下,所提出的算法可以在覆盖图像中嵌入显着更敏感的数据,同时保持恢复图像的感知质量。

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