• DocumentCode
    66218
  • Title

    Lossless to Lossy Dual-Tree BEZW Compression for Hyperspectral Images

  • Author

    Kai-jen Cheng ; Dill, Jeffrey

  • Author_Institution
    Sch. of Electr. Eng. & Comput. Sci., Ohio Univ., Athens, OH, USA
  • Volume
    52
  • Issue
    9
  • fYear
    2014
  • fDate
    Sept. 2014
  • Firstpage
    5765
  • Lastpage
    5770
  • Abstract
    This paper proposes a lossless to lossy compression scheme for hyperspectral images based on dual-tree Binary Embedded Zerotree Wavelet (BEZW) algorithm. The algorithm adapts Karhunen-Loève Transform and Discrete Wavelet Transform to achieve 3-D integer reversible hybrid transform and decorrelate spectral and spatial data. Since statistics of the hyperspectral image are not symmetrical, the asymmetrical dual-tree structure is introduced. The 3-D BEZW algorithm compresses hyperspectral images by implementing progressive bitplane coding. The lossless and lossy compression performance is compared with other state-of-the-art predictive coding and transform-based coding algorithms on Airborne Visible/Infrared Imaging Spectrometer images. Results show that the 3-D-BEZW lossless compression performance is comparable with the best predictive algorithms, while its computational cost is comparable with those of transform-based algorithms.
  • Keywords
    data compression; discrete wavelet transforms; geophysical image processing; hyperspectral imaging; image coding; 3D integer reversible hybrid transform; Karhunen-Loève transform; airborne visible-infrared imaging spectrometer image; asymmetrical dual-tree structure; binary embedded zerotree wavelet algorithm; decorrelate spatial data; decorrelate spectral data; discrete wavelet transform; hyperspectral image compression; lossless to lossy dual-tree BEZW compression; predictive coding algorithm; progressive bitplane coding; transform-based coding algorithm; Approximation methods; Compaction; Discrete wavelet transforms; Hyperspectral imaging; Image coding; Embedded zerotree wavelet (EZW); Karhunen–Loève transform (KLT); Karhunen??Lo??ve transform (KLT); Set Partitioning in Hierarchical Trees (SPIHT); hyperspectral images; matrix factorization; predictive coding; transform-based coding; wavelet transform;
  • fLanguage
    English
  • Journal_Title
    Geoscience and Remote Sensing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0196-2892
  • Type

    jour

  • DOI
    10.1109/TGRS.2013.2292366
  • Filename
    6716051