• DocumentCode
    1226274
  • Title

    Optimal adaptive multistage image transform coding

  • Author

    Aghagolzadeh, Sabzali ; Ersoy, Okan K.

  • Author_Institution
    Tabriz Univ., Iran
  • Volume
    1
  • Issue
    4
  • fYear
    1991
  • fDate
    12/1/1991 12:00:00 AM
  • Firstpage
    308
  • Lastpage
    317
  • Abstract
    Adaptive multistage image transform coding is discussed, and an optimal method is introduced for bit allocation. The optimality is in the sense of minimizing the mean square reconstruction error with a given total number of bits and a given number of stages. The statistics of the coefficients in different stages and marginal analysis are used to optimise the division of the total number of bits among the stages. Experimental results indicate that, with two stages, more than 14% improvement for one class and more than 11% improvement for multiple classes are achieved in mean square reconstruction error over one-stage image transform coding. Higher improvements are achieved with three stages. The reconstructed images with multistage coding are subjectively preferable to the reconstructed images with one-stage coding
  • Keywords
    encoding; optimisation; picture processing; transforms; adaptive multistage image transform coding; bit allocation; coefficients; error minimisation; marginal analysis; mean square reconstruction error; optimal method; optimisation; statistics; Bit rate; Decorrelation; Discrete cosine transforms; Discrete transforms; Image coding; Image reconstruction; Karhunen-Loeve transforms; Statistical analysis; Statistics; Transform coding;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems for Video Technology, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1051-8215
  • Type

    jour

  • DOI
    10.1109/76.120770
  • Filename
    120770