A comparison of several vector quantization codebook generation approaches

被引:52
|
作者
Huang, C. -M. [1 ]
Harris, R. W. [1 ]
机构
[1] Utah State Univ, Dept Elect Engn, Logan, UT 84322 USA
关键词
D O I
10.1109/83.210871
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a review and performance comparison of several often-used vector quantization (VQ) codebook generation algorithms. The codebook generation algorithms discussed include the Linde-Buzo-Gray (LBG) binary splitting algorithm, the pairwise nearest neighbor algorithm, the simulated annealing algorithm, and the fuzzy c-means clustering analysis algorithm. A new directed-search binary-splitting method, which reduces the complexity of the LBG binary-splitting algorithm, is presented. Also, a new initial codebook selection method which can obtain a good initial codebook is presented. By using this initial codebook selection algorithm, the overall LBG codebook generation time can be reduced by a factor of 1.5-2.
引用
收藏
页码:108 / 112
页数:5
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