• DocumentCode
    3037580
  • Title

    Fast codebook generation for Vector Quantization using Ordered Pairwise Nearest Neighbor with Multiple Merging

  • Author

    Somasundaram, K. ; Vimala, S.

  • Author_Institution
    Dept. of Comput. Sci. & Applic., Gandhigram Rural Inst., Gandhigram, India
  • fYear
    2011
  • fDate
    23-24 March 2011
  • Firstpage
    581
  • Lastpage
    588
  • Abstract
    In this paper, we propose two fast codebook generation techniques with iterative clustering for Vector Quantization (VQ). The techniques proposed in this paper are, Ordered Pairwise Nearest Neighbor (OPNN) and Ordered Pairwise Nearest Neighbor with Multiple Merging (OPNNMM). The conventional PNN technique has been improved using the proposed techniques to reduce the time taken in searching the nearest neighbors. Codebooks of various sizes for images of size 256 × 256 pixels are created. We also introduce codebook optimization, using clustering, for both the methods. Experimental results show that the time taken to generate the codebooks is reduced and the quality quality of the reconstructed images, in terms of PSNR, is better when compared to the results of earlier PNN based methods. OPNNMM with codebook optimization improves the quality of images and is fat better than OPNN method.
  • Keywords
    image reconstruction; iterative methods; optimisation; vector quantisation; codebook generation; codebook optimization; iterative clustering; multiple merging; ordered pairwise nearest neighbor; reconstructed images; vector quantization; Equations; Mathematical model; Nearest neighbor searches; Optimization; PSNR; Pixel; Training; codebook optimization; image compression; multiple merging; nearest neighbor; vector quantization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Emerging Trends in Electrical and Computer Technology (ICETECT), 2011 International Conference on
  • Conference_Location
    Tamil Nadu
  • Print_ISBN
    978-1-4244-7923-8
  • Type

    conf

  • DOI
    10.1109/ICETECT.2011.5760185
  • Filename
    5760185