• DocumentCode
    1573648
  • Title

    A Non-Iterative R-D Optimization Algorithm for Rate-Constraint Problems

  • Author

    Aminlou, Alireza ; Fatemi, O. ; Homayouni, Majid ; Hashemi, Mohammed R.

  • Author_Institution
    Multimedia Process. Lab., Tehran Univ., Iran
  • fYear
    2006
  • Firstpage
    2493
  • Lastpage
    2496
  • Abstract
    R-D optimization algorithm is frequently used where subband coding or vector quantization is required. All existing R-D optimization algorithms have an iterative process which results in more computational complexity and execution time. In this paper we propose a novel R-D optimization algorithm that has a non-iterative process with lower computational complexity. This algorithm is based on exponential modeling of R-D curves and can be used in rate-constraint problems. The proposed algorithm presents a good performance with non-convex curves as well as convex ones. While the execution time of the existing algorithms is O(Ncrv×Npt), the execution time of the proposed algorithm is O(Ncrv), where Ncrv is the number of curves and Npt is the average number of points in each curve. The quality degradation is 0.32 dB, in average, when it is tested in the rate control component of a JPEG2000 encoder.
  • Keywords
    computational complexity; data compression; iterative methods; optimisation; rate distortion theory; vector quantisation; video coding; JPEG2000 encoder; R-D optimization algorithm; computational complexity; iterative process; rate-distortion theory; subband coding; vector quantization; Communication system control; Computational complexity; Constraint optimization; Iterative algorithms; Lagrangian functions; Optimization methods; Testing; Transform coding; Vector quantization; Video compression; JPEG2000 rate control; R-D optimization algorithm; Rate constrained;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2006 IEEE International Conference on
  • Conference_Location
    Atlanta, GA
  • ISSN
    1522-4880
  • Print_ISBN
    1-4244-0480-0
  • Type

    conf

  • DOI
    10.1109/ICIP.2006.312799
  • Filename
    4107074