Dept. of Electr. and Comput. Eng., Rogaland Univ. Centre, Stavanger.
IEEE Trans Image Process. 1995;4(12):1585-91. doi: 10.1109/83.475509.
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.
本文研究了非酉滤波器组在子带编码中的能量压缩能力。结果表明,由于每个通道都有可能进行半白化,因此非酉滤波器组具有比酉滤波器组更大的编码增益。对于长滤波器单位脉冲响应,对于平稳输入信号的子带编码增益的优化导致滤波器组分解,其中每个通道作为最优开环 DPCM 系统工作。我们推导出一个公式,给出了每个通道的最优滤波器响应作为输入功率谱密度 (PSD) 的函数。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,但对理论编码增益的影响仍然非常显著。图像编码示例表明,当输入图像与信号模型相匹配时,使用非酉滤波器组可以获得更好的性能。