ON THE SPLITTING METHOD FOR VECTOR QUANTIZATION CODEBOOK GENERATION

Citation
P. Franti et al., ON THE SPLITTING METHOD FOR VECTOR QUANTIZATION CODEBOOK GENERATION, Optical engineering, 36(11), 1997, pp. 3043-3051
Citations number
16
Categorie Soggetti
Optics
Journal title
ISSN journal
00913286
Volume
36
Issue
11
Year of publication
1997
Pages
3043 - 3051
Database
ISI
SICI code
0091-3286(1997)36:11<3043:OTSMFV>2.0.ZU;2-3
Abstract
The well-known LEG algorithm uses binary splitting for generating an i nitial codebook, which is then iteratively improved by the generalized Lloyd algorithm (GLA). We study different variants of the splitting m ethod and its application to codebook generation with and without the GLA, A new iterative splitting method is proposed, which is applicable to codebook generation without the GLA, Experiments show that the imp roved splitting method outperforms both the GLA and the other existing splitting-based algorithms, The best combination uses hyperplane part itioning of the clusters along the principal axis as proposed by Wu an d Zhang, integrated with a local repartitioning phase at each step of the algorithm. (C) 1997 Society of Photo-Optical Instrumentation Engin eers.