• DocumentCode
    2192148
  • Title

    Hardware acceleration of the Integer Karhunen-Loève Transform algorithm for satellite image compression

  • Author

    Egho, Chafik ; Vladimirova, Tanya

  • Author_Institution
    Surrey Space Centre, Univ. of Surrey, Guildford, UK
  • fYear
    2012
  • fDate
    22-27 July 2012
  • Firstpage
    4062
  • Lastpage
    4065
  • Abstract
    The use of the Integer Karhunen-Loéve Transform (Integer KLT) for spectral decorrelation in lossless compression of hyperspectral satellite images results in improved performance. However, the Integer KLT algorithm consists of sequential processes, which are computationally intensive, such as the covariance and eigenvector evaluations, matrix factorisation and lifting. These processes slow down the overall computation of the Integer KLT transform significantly. The acceleration of these processes within the context of limited power and hardware budgets is the main objective of this paper. The computations of each of these processes are investigated thoroughly by breaking them down into primitive arithmetic operations. Subsequently, a comprehensive analysis of these computations is presented to inspect the possibility and feasibility of different hardware mappingoptions. The proposed designs are implemented on a System-on-a-Chip platform, which incorporates a 32-bit hardwired microcontroller and a co-processing unit built within a field programmable gate array fabric. A novel architecture is proposed offering accelerated processing and low power consumption. The proposed solution is not only suitable for space applications, but also for different mobile and medical applications.
  • Keywords
    covariance matrices; data compression; decorrelation; eigenvalues and eigenfunctions; field programmable gate arrays; geophysical image processing; image coding; image sequences; matrix decomposition; microcontrollers; system-on-chip; transforms; comprehensive analysis; coprocessing unit; covariance evaluation; eigenvector evaluation; field programmable gate array fabric; hardware acceleration; hardware mapping option; hardwired microcontroller; hyperspectral satellite image lossless compression; integer KLT algorithm; integer Karhunen-Loéve transform algorithm; matrix factorisation; medical application; mobile application; primitive arithmetic operation; sequential processing; space application; spectral decorrelation; system-on-a-chip platform; word length 32 bit; Acceleration; Covariance matrix; Field programmable gate arrays; Hardware; Hyperspectral imaging; Image coding; System-on-a-chip; Hardware Acceleration; Hyperspectral Image Lossless Compression; Integer KLT; Satellites; System-on-a-Chip;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Geoscience and Remote Sensing Symposium (IGARSS), 2012 IEEE International
  • Conference_Location
    Munich
  • ISSN
    2153-6996
  • Print_ISBN
    978-1-4673-1160-1
  • Electronic_ISBN
    2153-6996
  • Type

    conf

  • DOI
    10.1109/IGARSS.2012.6350517
  • Filename
    6350517