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Efficient design of SVD-based 2-D digital filters using specification symmetry and order-selecting criterion

机译:使用规范对称性和顺序选择准则的基于SVD的二维数字滤波器的高效设计

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Two-dimensional (2-D) digital filters are widely useful in image processing and other 2-D digital signal processing fields, but designing 2-D filters is much more difficult than designing one-dimensional (1-D) ones. This paper provides a new insight into the existing singular value decomposition (SVD)-based design approach in the sense that the SVD-based design can be performed more efficiently by exploiting the symmetry of the given 2-D magnitude specifications. By using the specification symmetry, only half of the 1-D digital filters (subfilters) need to be designed, which significantly simplifies the design process and reduces the computer storage required for 1-D subfilter coefficients. Another novel point of this paper is that an objective criterion is proposed for selecting appropriate subfilter orders in order to reduce the hardware implementation cost. A design example is given to illustrate the effectiveness of the SVD-based design approach by exploiting specification symmetry and new order-selecting criterion.
机译:二维(2-D)数字滤波器在图像处理和其他2-D数字信号处理领域中非常有用,但是设计二维滤波器比设计一维(1-D)滤波器困难得多。本文认为,通过利用给定2D量级规范的对称性,可以更有效地执行基于SVD的设计,从而可以对现有的基于奇异值分解(SVD)的设计方法提供新的见解。通过使用规范对称性,仅需要设计一半的1-D数字滤波器(子滤波器),这大大简化了设计过程并减少了1-D子滤波器系数所需的计算机存储量。本文的另一个新颖之处是提出了一种客观标准,用于选择合适的子滤波器阶数,以降低硬件实现成本。给出了一个设计实例,通过利用规范对称性和新的顺序选择标准来说明基于SVD的设计方法的有效性。

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