• DocumentCode
    112284
  • Title

    Hyper-Sharpening: A First Approach on SIM-GA Data

  • Author

    Selva, Massimo ; Aiazzi, Bruno ; Butera, Francesco ; Chiarantini, Leandro ; Baronti, Stefano

  • Author_Institution
    Area della Ricerca di Firenze, Inst. di Fis. Appl. “Nello Carrara, Sesto Fiorentino, Italy
  • Volume
    8
  • Issue
    6
  • fYear
    2015
  • fDate
    Jun-15
  • Firstpage
    3008
  • Lastpage
    3024
  • Abstract
    This paper aims at defining a new paradigm (hypersharpening) in remote sensing image fusion. In fact, due to the development of new instruments, thinking only in terms of pansharpening is reductive. Even though some expressions as hyperspectral (HS) pansharpening already exist, there is not a suitable definition when multispectral/hyperspectral data are used as source to extract spatial details. After defining the hypersharpening framework, we draw the readers´ attention to its peculiar characteristics, by proposing and evaluating two hypersharpening methods. Experiments are carried out on the data produced by the updated version of SIM-GA imager, designed by Selex ES, which is composed by a panchromatic camera and two spectrometers in the VNIR and SWIR spectral ranges, respectively. Owing to the different resolution factors among panchromatic, VNIR and SWIR data sets, we can apply hypersharpening to fuse SWIR data to VNIR resolution. Comparisons of hypersharpening with “traditional” pansharpening show hypersharpening is more effective.
  • Keywords
    image fusion; image processing; remote sensing; sensor fusion; HS pansharpening; SIM-GA data first approach; SWIR data hypersharpening; SWIR resolution factor; SWIR spectral range; Selex ES; VNIR resolution; VNIR resolution factor; VNIR spectral range; hyper-sharpening paradigm; hypersharpening framework; hypersharpening method evaluation; hyperspectral pansharpening; instrument development; multispectral-hyperspectral data; panchromatic camera; panchromatic resolution factor; reductive pansharpening; remote sensing image fusion; spectrometer; traditional pansharpening; updated SIM-GA imager version; Correlation; Hyperspectral sensors; Instruments; Noise; Spatial resolution; Dimensionality reduction; hypersharpening; hyperspectral (HS); image fusion; pansharpening; remote sensing;
  • fLanguage
    English
  • Journal_Title
    Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
  • Publisher
    ieee
  • ISSN
    1939-1404
  • Type

    jour

  • DOI
    10.1109/JSTARS.2015.2440092
  • Filename
    7134741