• DocumentCode
    301251
  • Title

    An optimization of MPEG to maximize subjective quality

  • Author

    Lin, Fu-Huei ; Mersereau, Russell M.

  • Author_Institution
    Sch. of Electr.& Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
  • Volume
    2
  • fYear
    1995
  • fDate
    23-26 Oct 1995
  • Firstpage
    547
  • Abstract
    We present a video quality measure based on block-based features. Four block-based features (an average of FFT differences, a standard deviation of FFT differences, mean absolute deviation of wepstrum differences, and the variance of UVW differences) are extracted from the input and output video sequences and fed into a four-layer backpropagation neural network which has been trained by subjective testing. We then introduce the quality measure into the design of an MPEG encoder to maximize the quality measure. A MPEG bit allocation algorithm is developed which is based on the quality measure that considers the bit-count and quality at the macroblock level. A simple relationship between one macroblock´s quality and overall quality is also addressed. The simulation on this optimization scheme has a higher quality measure when compared to the Test Model 5
  • Keywords
    backpropagation; code standards; fast Fourier transforms; image sequences; multilayer perceptrons; optimisation; telecommunication standards; transform coding; video coding; MPEG bit allocation algorithm; MPEG encoder; MPEG optimization; UVW differences; average FFT differences; bit count; block based features; four-layer backpropagation neural network; input video sequences; macroblock level quality; mean absolute deviation; output video sequences; simulation; standard deviation; subjective quality; subjective testing; video quality measure; wepstrum differences; Bit rate; Motion compensation; Motion estimation; Neural networks; Video sequences;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1995. Proceedings., International Conference on
  • Conference_Location
    Washington, DC
  • Print_ISBN
    0-8186-7310-9
  • Type

    conf

  • DOI
    10.1109/ICIP.1995.537537
  • Filename
    537537