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Efficient Reversible Watermarking Based on Adaptive Prediction-Error Expansion and Pixel Selection

机译:基于自适应预测误差扩展和像素选择的高效可逆水印

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Prediction-error expansion (PEE) is an important technique of reversible watermarking which can embed large payloads into digital images with low distortion. In this paper, the PEE technique is further investigated and an efficient reversible watermarking scheme is proposed, by incorporating in PEE two new strategies, namely, adaptive embedding and pixel selection. Unlike conventional PEE which embeds data uniformly, we propose to adaptively embed 1 or 2 bits into expandable pixel according to the local complexity. This avoids expanding pixels with large prediction-errors, and thus, it reduces embedding impact by decreasing the maximum modification to pixel values. Meanwhile, adaptive PEE allows very large payload in a single embedding pass, and it improves the capacity limit of conventional PEE. We also propose to select pixels of smooth area for data embedding and leave rough pixels unchanged. In this way, compared with conventional PEE, a more sharply distributed prediction-error histogram is obtained and a better visual quality of watermarked image is observed. With these improvements, our method outperforms conventional PEE. Its superiority over other state-of-the-art methods is also demonstrated experimentally.
机译:预测误差扩展(PEE)是可逆水印的一项重要技术,该技术可以将较大的有效载荷嵌入失真低的数字图像中。本文通过对PEE技术进行研究,提出了一种有效的可逆水印方案,该方法通过在PEE中结合自适应嵌入和像素选择这两种新策略。与传统的PEE均匀地嵌入数据不同,我们建议根据局部复杂性将1或2位自适应地嵌入可扩展像素中。这避免了扩展具有较大预测误差的像素,因此,通过减少对像素值的最大修改,可以减少嵌入影响。同时,自适应PEE在单个嵌入通道中允许非常大的有效载荷,从而提高了常规PEE的容量限制。我们还建议选择平滑区域的像素进行数据嵌入,并使粗糙像素保持不变。这样,与传统的PEE相比,可以获得更清晰的预测误差直方图,并且可以观察到水印图像的更好的视觉质量。通过这些改进,我们的方法优于传统的PEE。相对于其他最新方法的优越性也已通过实验证明。

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