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Asymptotically Optimum Universal Watermark Embedding and Detection in the High-SNR Regime

机译:高信噪比条件下的渐近最优通用水印嵌入与检测

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The problem of optimum watermark embedding and detection was addressed in a recent paper by Merhav and Sabbag, where the optimality criterion was the maximum false-negative error exponent subject to a guaranteed false-positive error exponent. In particular, Merhav and Sabbag derived universal asymptotically optimum embedding and detection rules under the assumption that the detector relies solely on second-order joint empirical statistics of the received signal and the watermark. In the case of a Gaussian host signal and a Gaussian attack, however, closed-form expressions for the optimum embedding strategy and the false-negative error exponent were not obtained in that work. In this paper, we derive the false-negative error exponent for any given embedding strategy and use such a result to show that in general the optimum embedding rule depends on the variance of the host sequence and the variance of the attack noise. We then focus on high signal-to-noise ratio (SNR) regime, deriving the optimum embedding strategy for such a setup. In this case, a universally optimum embedding rule turns out to exist and to be very simple with an intuitively appealing geometrical interpretation. The effectiveness of the newly proposed embedding strategy is evaluated numerically.
机译:Merhav和Sabbag在最近的一篇论文中解决了最佳水印嵌入和检测问题,其中最佳标准是在保证假阳性误差指数的前提下最大假阴性误差指数。特别是,在假设检测器仅依赖于接收信号和水印的二阶联合经验统计的假设下,Merhav和Sabbag推导了通用的渐近最优嵌入和检测规则。然而,在高斯宿主信号和高斯攻击的情况下,在该工作中未获得用于最佳嵌入策略和假阴性误差指数的闭式表达式。在本文中,我们推导了任何给定的嵌入策略的假阴性误差指数,并使用这样的结果表明,最佳的嵌入规则通常取决于宿主序列的方差和攻击噪声的方差。然后,我们将重点放在高信噪比(SNR)方案上,从而得出这种设置的最佳嵌入策略。在这种情况下,事实证明存在一个普遍最佳的嵌入规则,并且该规则非常简单,并具有直观吸引人的几何解释。数值评估了新提出的嵌入策略的有效性。

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