Title :
A unified projection method for fast search of vector quantization
Author :
Pan, Zhibin ; Kotani, Koji ; Ohmi, Tadahiro
Author_Institution :
New Ind. Creation Hatchery Center, Tohoku Univ., Sendai, Japan
fDate :
7/1/2004 12:00:00 AM
Abstract :
Vector quantization (VQ) is a famous asymmetric signal compression method. In VQ, the search process to find the winner for an input vector is extremely time consuming due to a lot of k-dimensional Euclidean distance computations. This property of VQ constrains its practical applications to some extent. In order to speed up the search process of VQ, a unified projection method is proposed in this letter to reject a candidate code vector by a lighter computational burden. This method is universal because it can unify several types of previous works through suitably selecting a projection axis. Furthermore, two criteria for how to select an optimal projection axis for a code vector are proven mathematically, which are most important because they demonstrate the direction for a potential improvement to the search efficiency of VQ. Experimental results of VQ encoding show that the proposed method is very search effective.
Keywords :
image coding; multidimensional signal processing; search problems; vector quantisation; asymmetric signal compression method; code vector; fast search; k-dimensional Euclidean distance computations; unified projection method; vector quantization; Distortion measurement; Encoding; Euclidean distance; Extraterrestrial measurements; Search methods; Vector quantization;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2004.827955