• DocumentCode
    1436242
  • Title

    Discrete Wavelet Transform-Based Satellite Image Resolution Enhancement

  • Author

    Demirel, Hasan ; Anbarjafari, Gholamreza

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Eastern Mediterranean Univ., Mersin, Turkey
  • Volume
    49
  • Issue
    6
  • fYear
    2011
  • fDate
    6/1/2011 12:00:00 AM
  • Firstpage
    1997
  • Lastpage
    2004
  • Abstract
    Satellite images are being used in many fields of research. One of the major issues of these types of images is their resolution. In this paper, we propose a new satellite image resolution enhancement technique based on the interpolation of the high-frequency subbands obtained by discrete wavelet transform (DWT) and the input image. The proposed resolution enhancement technique uses DWT to decompose the input image into different subbands. Then, the high-frequency subband images and the input low-resolution image have been interpolated, followed by combining all these images to generate a new resolution-enhanced image by using inverse DWT. In order to achieve a sharper image, an intermediate stage for estimating the high-frequency subbands has been proposed. The proposed technique has been tested on satellite benchmark images. The quantitative (peak signal-to-noise ratio and root mean square error) and visual results show the superiority of the proposed technique over the conventional and state-of-art image resolution enhancement techniques.
  • Keywords
    deconvolution; discrete wavelet transforms; geophysical image processing; interpolation; remote sensing; DWT based satellite image resolution enhancement; discrete wavelet transform; high frequency subband images; high frequency subband interpolation; image interpolation; input image decomposition; low resolution image; new satellite image resolution enhancement technique; satellite benchmark images; Continuous wavelet transforms; Discrete wavelet transforms; Image edge detection; Image resolution; Interpolation; Satellites; Discrete wavelet transform (DWT); interpolation; satellite image resolution enhancement; wavelet zero padding (WZP);
  • fLanguage
    English
  • Journal_Title
    Geoscience and Remote Sensing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0196-2892
  • Type

    jour

  • DOI
    10.1109/TGRS.2010.2100401
  • Filename
    5702359