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Construction of semi-recursive PR-filter banks via generalised lifting

机译:通过广义提升构造半递归PR滤波器组

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Two-channel filter banks with perfect reconstruction (PR) are used in different applications. Growing attention is paid to them, especially in relation to the discrete wavelet transformation. Typically, such filter banks consist of a combination of finite impulse response (FIR) filters plus downsampling and upsampling steps. In recent years it has been shown that these classical filter operations can be substituted by the so-called lifting schemes with a saving in calculation steps and time. In general, lifting consists of two steps, prediction and update. Unfortunately, filters with more than 5/3 taps show gaps between the filter coefficients (due to the lifting structure), if one wants to avoid additional (cascaded) lifting steps. It would be advantageous, however, to have longer impulse responses, since these allow more the so-called vanishing moments, which are desirable for signal approximation and especially in image compression. This contribution shows that it is possible to extend the conventional lifting scheme to filters with longer impulse responses without gaps, if filters with infinite impulse responses (IIR) are also permitted. Basically, semi-recursive lifting structures are proposed combining extended FIR filters in the analysis stage with IIR filters in the synthesis stage. It is further investigated, whether recursive filters in the analysis stage can improve the prediction step yielding higher energy compaction which is essential for image compression applications. All filter coefficients are derived and the properties of the filters analysed.
机译:具有完美重构(PR)的两通道滤波器组可用于不同的应用中。人们越来越关注它们,特别是在离散小波变换方面。通常,这种滤波器组由有限脉冲响应(FIR)滤波器加上下采样和上采样步骤组成。近年来已经表明,这些经典的过滤器操作可以被所谓的提升方案代替,从而节省了计算步骤和时间。通常,提升包括两个步骤,即预测和更新。不幸的是,如果要避免附加的(级联)提升步骤,则抽头超过5/3的滤波器会显示出滤波器系数之间的间隙(由于提升结构)。然而,具有更长的脉冲响应将是有利的,因为这些脉冲响应允许更多的所谓的消失力矩,这对于信号逼近尤其是在图像压缩中是期望的。该贡献表明,如果还允许具有无限脉冲响应(IIR)的滤波器,则有可能将常规提升方案扩展到具有更长脉冲响应且没有间隙的滤波器。基本上,提出了半递归提升结构,其结合了分析阶段的扩展FIR滤波器和合成阶段的IIR滤波器。在分析阶段,递归滤波器是否可以改善预测步骤,从而产生更高的能量压缩,这对于图像压缩应用至关重要,这将进一步研究。得出所有滤波器系数,并分析滤波器的属性。

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