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Nonseparable 2D FIR filter design using nonuniform frequency sampling

机译:不可分离的2D FIR滤波器设计使用非均匀频率采样

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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.
机译:我们提出了一种基于非均匀离散傅立叶变换(NDFT)的概念的2D FIR滤波器设计的非均匀频率采样方法。 2D序列的NDFT定义为其Z变换的一系列样本,以在(Z $ - 1 $ /,Z $ -,2 $ /)空间中任意位于(Z $ - 1 $ /,Z $-)空间中的不同点。在我们的设计方法中,我们通过在单元Bi-盘上位于非均匀频率响应的样本来确定独立的滤波器系数,然后求解由NDFT配方给出的线性方程。样本值和位置的选择取决于2D滤波器的形状。当放置在匹配所需通带形状的轮廓线上时获得最佳结果。所提出的方法产生具有良好通带形状和低峰涟漪的非分离过滤器。在本文中,我们考虑了方形和菱形过滤器的设计。通过其他方法设计的过滤器进行广泛的比较,证明了所提出的方法的有效性。我们还通过将它们作为预滤器和后馒头应用于图像的矩形和Quincunx Down采样的方案来研究滤波器的性能。示例表明,与其他滤波器相比,我们的方法设计的过滤器产生的输出图像并具有更高的PSNR。

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