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Reversible data hiding based on histogram modification of prediction-error

机译:基于预测误差直方图修正的可逆数据隐藏

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This work presents a novel histogram-based reversible data hiding scheme. Although common histogram-based reversible data hiding schemes can achieve high image quality, embedding capacity is restricted because general images usually do not contain a great number of pixels with the same pixel values. To improve embedding capacity and retain low distortion, the proposed scheme uses prediction-error values, which are derived from the difference between an original image and a predictive image, instead of using the original pixels to convey a secret message. In the proposed scheme, a predictive image is generated using the mean interpolation prediction method. Since the obtained predictive image is very similar to the original image, prediction-error values are to be tended to zero. That is, a great quantity of peak points gathers around zero. The proposed scheme takes full advantage of this property to increase embedding capacity and retain slight distortion. Moreover, a threshold is used to balance the tradeoff between embedding capacity and image quality, i.e. embedding capacity in the proposed scheme is scalable. Furthermore, only a threshold is needed to record, not a large amount of information of peak and zero points, when high embedding capacity is required. Additionally, a multilevel mechanism is employed to further increase embedding capacity. Experimental results indicate that the proposed scheme is superior to other reversible schemes in terms of both image quality and embedding capacity.
机译:这项工作提出了一种新颖的基于直方图的可逆数据隐藏方案。尽管常见的基于直方图的可逆数据隐藏方案可以实现较高的图像质量,但是由于一般图像通常不包含大量具有相同像素值的像素,因此嵌入能力受到限制。为了提高嵌入能力并保持低失真,提出的方案使用了从原始图像和预测图像之间的差异得出的预测误差值,而不是使用原始像素来传达秘密消息。在提出的方案中,使用均值插值预测方法生成预测图像。由于所获得的预测图像与原始图像非常相似,因此预测误差值趋于零。也就是说,大量的峰值聚集在零附近。所提出的方案充分利用了该特性,以增加嵌入能力并保持轻微的变形。此外,使用阈值来平衡嵌入容量和图像质量之间的折衷,即,所提出的方案中的嵌入容量是可伸缩的。此外,当需要高嵌入能力时,仅需要一个阈值即可记录,而无需记录大量的峰点和零点信息。另外,采用多层机制来进一步增加嵌入能力。实验结果表明,该方案在图像质量和嵌入能力方面均优于其他可逆方案。

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