• DocumentCode
    304673
  • Title

    A new rate control scheme using quadratic rate distortion model

  • Author

    Chiang, Tihao ; Zhang, Ya-Qin

  • Author_Institution
    David Sarnoff Res. Center, Princeton, NJ, USA
  • Volume
    1
  • fYear
    1996
  • fDate
    16-19 Sep 1996
  • Firstpage
    73
  • Abstract
    A new rate control scheme is used to calculate the target bit rate for each frame based on a quadratic formulation of the rate distortion function. The distortion measure are assumed to be either the average quantization scale of a frame or mean square error. The rate distortion function is modeled as a second order function of the inverse of the distortion measure. We presented a closed form solution for the target bit allocation which applies to both the digital storage media (DSM) applications (e.g., MPEG-2) and very low bit rate (VLBR) applications (e.g., MPEG-4). We perform experiments on a wavelet-based coder to demonstrate the versatility of our scheme. Model parameters are estimated using statistical linear regression analysis. Since the estimation uses the past encoded frames of the same picture prediction type (I, P and B pictures), the proposed approach is a single pass rate control technique. For the MPEG-2 coder the fluctuations of the bit counts are significantly reduced by 20 percent to 65 percent in the standard deviation of the bit count while the picture quality remains the same. For the MPEG-4 VM coder, the PSNR is improved by almost one dB as compared to the best MPEG-4 VM rate control using exhaustive combinations of quantization scale parameters
  • Keywords
    code standards; digital storage; discrete cosine transforms; parameter estimation; rate distortion theory; statistical analysis; telecommunication control; telecommunication standards; transform coding; video coding; wavelet transforms; DCT based coders; MPEG-2 coder; MPEG-4 VM coder; average quantization scale; closed form solution; digital storage media; distortion measure; experiments; inverse distortion measure; mean square error; picture prediction type; picture quality; quadratic rate distortion model; quantization scale parameters; rate distortion function; second order function; single pass rate control; standard deviation; statistical linear regression analysis; target bit allocation; target bit rate; very low bit rate; wavelet based coder; Bit rate; Closed-form solution; Distortion measurement; MPEG 4 Standard; Mean square error methods; Parameter estimation; Predistortion; Quantization; Rate-distortion; Virtual manufacturing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1996. Proceedings., International Conference on
  • Conference_Location
    Lausanne
  • Print_ISBN
    0-7803-3259-8
  • Type

    conf

  • DOI
    10.1109/ICIP.1996.560604
  • Filename
    560604