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On the optimality of nonunitary filter banks in subband coders

机译:子带编码器中非unit滤波器组的最优性

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This paper investigates the energy compaction capabilities of nonunitary filter banks in subband coding. It is shown that nonunitary filter banks have larger coding gain than unitary filter banks because of the possibility of performing half-whitening in each channel. For long filter unit pulse responses, optimization of subband coding gain for stationary input signals results in a filter bank decomposition, where each channel works as an optimal open-loop DPCM system. We derive a formula giving the optimal filter response for each channel as a function of the input power spectral density (PSD). For shorter filter bank responses, good gain is obtained by suboptimal half-whitening responses, but the impact on the theoretical coding gain is still highly significant. Image coding examples demonstrate that better performance is achieved using nonunitary filter banks when the input images are in correspondence with the signal model.
机译:本文研究了非统一滤波器组在子带编码中的能量压缩能力。结果表明,非单位滤波器组比单位滤波器组具有更大的编码增益,这是因为在每个通道中执行半白化的可能性。对于较长的滤波器单元脉冲响应,针对固定输入信号的子带编码增益的优化会导致滤波器组分解,其中每个通道均充当最佳开环DPCM系统。我们推导了一个公式,该公式根据输入功率谱密度(PSD)给出了每个通道的最佳滤波器响应。对于较短的滤波器组响应,通过次优的半白化响应可以获得良好的增益,但是对理论编码增益的影响仍然非常重要。图像编码示例表明,当输入图像与信号模型相对应时,使用非单一滤波器组可实现更好的性能。

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