Title :
Efficient design of SVD-based 2-D digital filters using specification symmetry and order-selecting criterion
Author :
Deng, Tian-Bo ; Saito, Eriko ; Okamoto, Eiji
Author_Institution :
Dept. of Inf. Sci. Fac. of Sci., Toho Univ., Chiba, Japan
fDate :
2/1/2003 12:00:00 AM
Abstract :
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.
Keywords :
singular value decomposition; two-dimensional digital filters; design method; one-dimensional subfilter; order-selecting criterion; singular value decomposition; specification symmetry; two-dimensional digital filter; Circuits; Digital filters; Digital signal processing; Hardware; Humans; Image processing; Information science; Process design; Signal design; Singular value decomposition;
Journal_Title :
Circuits and Systems I: Fundamental Theory and Applications, IEEE Transactions on
DOI :
10.1109/TCSI.2002.808233