• DocumentCode
    382136
  • Title

    Rate-distortion optimized image compression using wedgelets

  • Author

    Wakin, Michael ; Romberg, Justin ; Choi, Hyeokho ; Baraniuk, Richard

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX, USA
  • Volume
    3
  • fYear
    2002
  • fDate
    2002
  • Abstract
    Most wavelet-based image coders fail to model the joint coherent behavior of wavelet coefficients near edges. Wedgelets offer a convenient parameterization for the edges in an image, but they have yet to yield a viable compression algorithm. In this paper, we propose an extension of the zerotree-based space-frequency quantization (SFQ) algorithm by adding a wedgelet symbol to its tree-pruning optimization. This incorporates wedgelets into a rate-distortion compression framework and allows simple, coherent descriptions of the wavelet coefficients near edges. The resulting method yields improved visual quality and increased compression efficiency over the standard SFQ technique.
  • Keywords
    data compression; edge detection; image coding; optimisation; quantisation (signal); rate distortion theory; transform coding; tree data structures; wavelet transforms; SFQ technique; coherent behavior; compression efficiency; image compression; image edges; rate-distortion compression; tree-pruning optimization; visual quality; wavelet-based image coders; wedgelets; zerotree-based space-frequency quantization algorithm; Code standards; Compression algorithms; Dictionaries; Frequency domain analysis; Image coding; PSNR; Quantization; Rate-distortion; Wavelet coefficients; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing. 2002. Proceedings. 2002 International Conference on
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-7622-6
  • Type

    conf

  • DOI
    10.1109/ICIP.2002.1038949
  • Filename
    1038949