A unified projection method for fast search of vector quantization

被引:16
作者
Pan, ZB [1 ]
Kotani, K
Ohmi, T
机构
[1] Tohoku Univ, New Ind Creat Hatchery Ctr, Sendai, Miyagi 9808579, Japan
[2] Tohoku Univ, Grad Sch Engn, Dept Elect Engn, Sendai, Miyagi 9808579, Japan
关键词
Euclidean distance estimation; fast search; unified projection method; vector quantization (VQ);
D O I
10.1109/LSP.2004.827955
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
Vector quantization (VQ) is a famous asymmetric signal compression method. In VQ, the search process to rind 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.
引用
收藏
页码:637 / 640
页数:4
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