最小化统计可检测性的隐写术:JPEG和彩色图像的案例

R. Cogranne, Quentin Giboulot, P. Bas
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引用次数: 43

摘要

本文提出了一种在jpeg压缩图像中进行隐写的新方法,扩展了所谓的MiPOD方案,该方案基于使用独立DCT系数的高斯模型最小化最强大测试的检测精度。该方法也可用于解决彩色JPEG图像的嵌入问题。这种情况下的主要问题是颜色通道没有以相同的方式处理,因此,当需要同时考虑异构通道时,基于统计的方法有望带来显著的改进。研究结果表明,一方面,与目前最先进的嵌入方案相比,JPEG域的MiPOD扩展(J-MiPOD)具有很强的竞争力。另一方面,我们也表明,解决在JPEG彩色图像中嵌入的问题远非直截了当,未来的工作需要更好地理解如何处理JPEG图像中的颜色通道。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Steganography by Minimizing Statistical Detectability: The cases of JPEG and Color Images
This short paper presents a novel method for steganography in JPEG-compressed images, extended the so-called MiPOD scheme based on minimizing the detection accuracy of the most-powerful test using a Gaussian model of independent DCT coefficients. This method is also applied to address the problem of embedding into color JPEG images. The main issue in such case is that color channels are not processed in the same way and, hence, a statistically based approach is expected to bring significant improvements when one needs to consider heterogeneous channels together. The results presented show that, on the one hand, the extension of MiPOD for JPEG domain, referred to as J-MiPOD, is very competitive as compared to current state-of-the-art embedding schemes. On the other hands, we also show that addressing the problem of embedding in JPEG color images is far from being straightforward and that future works are required to understand better how to deal with color channels in JPEG images.
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