• DocumentCode
    78307
  • Title

    2-Step Scalar Deadzone Quantization for Bitplane Image Coding

  • Author

    Auli-Llinas, Francesc

  • Author_Institution
    Dept. of Inf. & Commun. Eng., Univ. Autonoma de Barcelona, Cerdanyola, Spain
  • Volume
    22
  • Issue
    12
  • fYear
    2013
  • fDate
    Dec. 2013
  • Firstpage
    4678
  • Lastpage
    4688
  • Abstract
    Modern lossy image coding systems generate a quality progressive codestream that, truncated at increasing rates, produces an image with decreasing distortion. Quality progressivity is commonly provided by an embedded quantizer that employs uniform scalar deadzone quantization (USDQ) together with a bitplane coding strategy. This paper introduces a 2-step scalar deadzone quantization (2SDQ) scheme that achieves same coding performance as that of USDQ while reducing the coding passes and the emitted symbols of the bitplane coding engine. This serves to reduce the computational costs of the codec and/or to code high dynamic range images. The main insights behind 2SDQ are the use of two quantization step sizes that approximate wavelet coefficients with more or less precision depending on their density, and a rate-distortion optimization technique that adjusts the distortion decreases produced when coding 2SDQ indexes. The integration of 2SDQ in current codecs is straightforward. The applicability and efficiency of 2SDQ are demonstrated within the framework of JPEG2000.
  • Keywords
    codecs; image coding; optimisation; quantisation (signal); rate distortion theory; 2-step scalar deadzone quantization; 2SDQ; JPEG2000; USDQ; approximate wavelet coefficients; bitplane coding engine; bitplane image coding; codecs; computational cost reduction; embedded quantizer; high dynamic range image coding; lossy image coding system; quality progressive codestream; rate-distortion optimization technique; uniform scalar deadzone quantization; Decoding; Encoding; Image coding; Quantization (signal); Transform coding; Wavelet transforms; 2-step scalar deadzone quantization; JPEG2000; bitplane image coding; general embedded quantization;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2013.2277801
  • Filename
    6576854