• DocumentCode
    1289686
  • 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
    7
  • Issue
    1
  • fYear
    1997
  • fDate
    2/1/1997 12:00:00 AM
  • Firstpage
    246
  • Lastpage
    250
  • 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 is assumed to be the average quantization scale of a frame. The rate distortion function is modeled as a second-order function of the inverse of the distortion measure. We present a closed form solution for the target bit allocation which includes the MPEG-2 TM5 rate control scheme as a special case. The 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, B pictures), the proposed approach is a single pass rate control technique. Because of the improved accuracy of the rate distortion function, the fluctuations of the bit counts are significantly reduced by 20-65% in the standard deviation of the bit count while the picture quality remains the same. Thus, the buffer requirement is reduced at a small increase in complexity. This technique has been adopted by the MPEG committee as part of VM5.0 in November 1996
  • Keywords
    channel capacity; code standards; inverse problems; parameter estimation; prediction theory; quantisation (signal); rate distortion theory; statistical analysis; telecommunication standards; video coding; MPEG committee; MPEG-2 TM5 rate control scheme; VM5.0; average quantization scale; buffer requirement reduction; closed form solution; distortion measure; inverse distortion measure; model parameter estimation; picture prediction; picture quality; quadratic formulation; quadratic rate distortion model; rate control; rate distortion function; second-order function; single pass rate control; standard deviation; statistical linear regression analysis; target bit allocation; target bit rate; Bit rate; Closed-form solution; Distortion measurement; Fluctuations; Linear regression; MPEG 4 Standard; Predistortion; Quantization; Rate-distortion; Virtual manufacturing;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems for Video Technology, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1051-8215
  • Type

    jour

  • DOI
    10.1109/76.554439
  • Filename
    554439