• DocumentCode
    1075308
  • Title

    Lossy-to-Lossless Hyperspectral Image Compression Based on Multiplierless Reversible Integer TDLT/KLT

  • Author

    Wang, Lei ; Wu, Jiaji ; Jiao, Licheng ; Shi, Guangming

  • Author_Institution
    Key Lab. of Intell. Perception & Image Understanding, Xidian Univ., Xi´´an
  • Volume
    6
  • Issue
    3
  • fYear
    2009
  • fDate
    7/1/2009 12:00:00 AM
  • Firstpage
    587
  • Lastpage
    591
  • Abstract
    We proposed a new transform scheme of multiplierless reversible time-domain lapped transform and Karhunen-Loeve transform (RTDLT/KLT) for lossy-to-lossless hyperspectral image compression. Instead of applying discrete wavelet transform (DWT) in the spatial domain, RTDLT is applied for decorrelation. RTDLT can be achieved by existing discrete cosine transform and pre- and postfilters, while the reversible transform is guaranteed by a matrix factorization method. In the spectral direction, reversible integer low-complexity KLT is used for decorrelation. Owing to completely reversible transform, the proposed method can realize progressive lossy-to-lossless compression from a single embedded code-stream file. Numerical experiments on benchmark images show that the proposed transform scheme performs better than 5/3DWT-based methods in both lossy and lossless compressions, comparable with the optimal 9/7DWT-FloatKLT-based lossy compression method.
  • Keywords
    Karhunen-Loeve transforms; data compression; discrete cosine transforms; geophysical techniques; geophysics computing; image coding; matrix decomposition; 5/3DWT-based methods; 9/7DWT-FloatKLT-based lossy compression method; Karhunen-Loeve transform; RTDLT; code-stream file; decorrelation; discrete cosine transform; lossy-to-lossless hyperspectral image compression; matrix factorization method; multiplierless reversible time-domain lapped transform; postfllters; prefilters; reversible integer low-complexity KLT; spectral direction; Discrete cosine transform (DCT); Karhunen–LoÈve transform (KLT); hyperspectral image compression; integer transform; lossy-to-lossless compression; time-domain lapped transform (TDLT);
  • fLanguage
    English
  • Journal_Title
    Geoscience and Remote Sensing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1545-598X
  • Type

    jour

  • DOI
    10.1109/LGRS.2009.2021674
  • Filename
    5075592