Some fundamental properties of MMSE filter banks

M. K. Mihçak, P. Moulin, K. Ramchandran, M. Anitescu
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Abstract

We design filter banks that are best matched to the input signal statistics in M-channel subband coders, using a broad class of rate-distortion criteria. We present fundamental properties and analytical expressions for minimum mean-squared error (MMSE) filter banks, without constraints on filter length, under optimal bit allocation requirements. We also investigate a constrained-length version of this problem, which is applicable to practical coding scenarios. While the optimal filter banks are nearly perfect-reconstruction at high rates, we show that MMSE FIR filter banks enjoy a significant advantage (in the MSE sense) over optimal perfect-reconstruction FIR filter banks at all rates.
MMSE滤波器组的一些基本性质
我们设计了与m通道子带编码器中的输入信号统计最匹配的滤波器组,使用了广泛的率失真标准。在最佳位分配要求下,我们给出了最小均方误差(MMSE)滤波器组的基本性质和解析表达式,不受滤波器长度的限制。我们还研究了这个问题的约束长度版本,它适用于实际的编码场景。虽然最优滤波器组在高速率下几乎是完美重建,但我们表明MMSE FIR滤波器组在所有速率下都比最优完美重建FIR滤波器组具有显著的优势(在MSE意义上)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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