Literature DB >> 18296200

A comparison of several vector quantization codebook generation approaches.

C M Huang1, R W Harris.   

Abstract

A review and a performance comparison of several often-used vector quantization (VQ) codebook generation algorithms are presented. 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 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.

Year:  1993        PMID: 18296200     DOI: 10.1109/83.210871

Source DB:  PubMed          Journal:  IEEE Trans Image Process        ISSN: 1057-7149            Impact factor:   10.856


  1 in total

1.  Medical Image Retrieval Using Vector Quantization and Fuzzy S-tree.

Authors:  Jana Nowaková; Michal Prílepok; Václav Snášel
Journal:  J Med Syst       Date:  2016-12-15       Impact factor: 4.460

  1 in total

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