Reversible data hiding based on histogram shifting of prediction errors using two predictors

Enas N. Jaara, I. Jafar
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引用次数: 7

Abstract

Reversible data hiding (RDH) is a special class of steganography that can not only embed secret data into images, but also can restore the original images after secret data are extracted. Prediction-based techniques constitute an important class of reversible data hiding methods. However, most prediction-based RDH rely on the use of a single predictor to compute predictions that are used for data embedding. This may restrict the embedding capacity and image quality. The objective of this paper is to improve the efficiency of prediction-based reversible data hiding algorithms by proposing an algorithm that employs multiple predictors to take advantage of their varying characteristics and prediction accuracy in order to increase the embedding capacity. The proposed algorithm is based on the efficient modification of prediction errors (MPE) algorithm; however, it incorporates two predictors and uses only one bin of the prediction errors histogram for data embedding. The performance evaluation of the proposed algorithm showed its ability to increase the embedding capacity with competitive image quality without the need for additional overhead information.
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基于直方图偏移的可逆数据隐藏
可逆数据隐藏(RDH)是一种特殊的隐写技术,它不仅可以将秘密数据嵌入到图像中,而且可以在提取秘密数据后恢复原始图像。基于预测的技术构成了一类重要的可逆数据隐藏方法。然而,大多数基于预测的RDH依赖于使用单个预测器来计算用于数据嵌入的预测。这可能会限制嵌入容量和图像质量。为了提高基于预测的可逆数据隐藏算法的效率,本文提出了一种利用多个预测器的不同特征和预测精度来提高嵌入容量的算法。该算法基于有效修正预测误差(MPE)算法;然而,它结合了两个预测因子,并且仅使用预测误差直方图的一个bin进行数据嵌入。性能评估表明,该算法能够在不需要额外开销信息的情况下,在具有竞争力的图像质量下增加嵌入容量。
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