A CLASS OF FAST GAUSSIAN BINOMIAL FILTERS FOR SPEECH AND IMAGE-PROCESSING

被引:170
作者
HADDAD, RA [1 ]
AKANSU, AN [1 ]
机构
[1] NEW JERSEY INST TECHNOL,CTR COMMUN & SIGNAL PROC RES,DEPT ELECT & COMP ENGN,NEWARK,NJ 07102
关键词
D O I
10.1109/78.80892
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The Gaussian Binomial filters are a family of one- and two-dimensional FIR filters with binary-valued coefficients (-1, 1). The family can function as a bank of filters, with taps corresponding to low-pass, band-pass with differing center frequencies, and high-pass filters. The low-pass filter (1D and 2D) has a Gaussian shaped amplitude frequency response and a binomial impulse response which approximates a Gaussian point spread function in the (time) spatial domain. We present an efficient, in-place algorithm for the batch processing of linear data arrays. These algorithms are efficient, easily scaled, and have no multiply operations. They are suitable as front end filters for a bank of quadrature mirror filters, and pyramid coding of images. In the latter application, the Binomial filter was used as the low-pass filter in pyramid coding of images, and compared with the Gaussian filter devised by Burt. The Binomial filter yielded a slightly larger SNR in every case tested. More significantly, for an (L + 1) x (L + 1) image array processed in (N + 1) x (N + 1) subblocks, the fast Burt algorithm requires a total of 2(L + 1)2N adds and 2(L + 1)2 (N/2 + 1) multiplies. The Binomial algorithm requires 2L2N adds and zero multiplies.
引用
收藏
页码:723 / 727
页数:5
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