• DocumentCode
    1041665
  • Title

    First absolute moment and variance estimators used in JPEG reconstruction

  • Author

    Krupiñski, Robert ; Purczyñski, Jan

  • Author_Institution
    Chair of Signal Process. & Multimedia Eng., Tech. Univ. of Szczecin, Poland
  • Volume
    11
  • Issue
    8
  • fYear
    2004
  • Firstpage
    674
  • Lastpage
    677
  • Abstract
    Rice and Rabbani modeled the distribution density of discrete cosine transform (DCT) coefficients by means of the Laplacian distribution. Parameters of the model were estimated on the basis of quantized values of DCT coefficients available to the decoder, employing the maximum likelihood method (MLM). In this letters, two estimators (alternatives to the maximum likelihood one) of the discrete Laplacian distribution modeling DCT are presented. Reconstructed values of images are adjusted based on a distribution with estimated parameters. The reconstruction of DCT coefficients, similarly as in [J. R. Price, M. Rabbani (1999)] and [R. L. de Queiroz (1998)], is carried out by application of centroids. For selected images, the values of PSNR coefficients and values obtained through the MLM are compared.
  • Keywords
    Laplace transforms; data compression; discrete cosine transforms; image coding; image reconstruction; quantisation (signal); transform coding; DCT; JPEG decoding; JPEG image reconstruction; JPEG quantization; Joint Photographic Experts Group; PSNR coefficient; absolute moment estimator; discrete Laplacian distribution; discrete cosine transform coefficient; peak signal-to-noise ratio; variance estimator; Discrete cosine transforms; Image reconstruction; Laplace equations; Maximum likelihood decoding; Maximum likelihood estimation; PSNR; Parameter estimation; Quantization; Standards organizations; Transform coding; JPEG; JPEG decoding; JPEG quantization; JPEG reconstruction;
  • fLanguage
    English
  • Journal_Title
    Signal Processing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1070-9908
  • Type

    jour

  • DOI
    10.1109/LSP.2004.831673
  • Filename
    1316883