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Nonseparable 2D FIR filter design using nonuniform frequency sampling

机译:使用非均匀频率采样的不可分离2D FIR滤波器设计

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Abstract: We propose a nonuniform frequency sampling method for 2D FIR filter design based on the concept of the nonuniform discrete Fourier transform (NDFT). The NDFT of a 2D sequence is defined as a sequence of samples of its z-transform taken at distinct points located arbitrarily in the (z$- 1$/, z$-2$/) space. In our design method, we determine the independent filter coefficients by taking samples of the desired frequency response at points located nonuniformly on the unit bi-disc, and then solving the linear equations given by the NDFT formulation. The choice of sample values and locations depends on the shape of the 2D filter. Best results are obtained when samples ar placed on contour lines that match the desired passband shape. The proposed method produces nonseparable filters with good passband shapes and low peak ripples. In this paper, we consider the design of square- and diamond-shaped filters. Extensive comparisons with filters designed by other methods demonstrate the effectiveness of the proposed method. We also investigate the performances of the filters designed by applying them as prefilters and postfilters to schemes for rectangular and quincunx downsampling of images. Examples show that the filters designed by our method produce output images which are sharper and have a higher PSNR, as compared with other filters.!13
机译:摘要:我们基于非均匀离散傅立叶变换(NDFT)的概念,提出了一种用于2D FIR滤波器设计的非均匀频率采样方法。 2D序列的NDFT定义为在(z $ -1 $ /,z $ -2 $ /)空间中任意位于不同点处进行的z变换的样本序列。在我们的设计方法中,我们通过在单位双盘上非均匀定位的点上获取所需频率响应的样本,然后求解由NDFT公式给出的线性方程,来确定独立的滤波器系数。样本值和位置的选择取决于2D滤波器的形状。当将样本放置在与所需通带形状匹配的轮廓线上时,可获得最佳结果。所提出的方法产生了具有良好通带形状和低峰值纹波的不可分离的滤波器。在本文中,我们考虑方形和菱形滤波器的设计。与其他方法设计的滤波器的广泛比较证明了该方法的有效性。我们还研究了通过将滤波器用作矩形和梅花形下采样方案的前置滤波器和后置滤波器而设计的滤波器的性能。实例表明,与其他滤波器相比,通过我们的方法设计的滤波器产生的输出图像更清晰,具有更高的PSNR。13

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