• DocumentCode
    576154
  • Title

    HyperMix: A new tool for quantitative evaluation of end member identification and spectral unmixing techniques

  • Author

    Jiménez, Luis-Ignacio ; Martín, Gabriel ; Plaza, Antonio

  • Author_Institution
    Dept. of Technol. of Comput. & Commun., Univ. of Extremadura, Caceres, Spain
  • fYear
    2012
  • fDate
    22-27 July 2012
  • Firstpage
    1393
  • Lastpage
    1396
  • Abstract
    In this paper, we present a new open source system for evaluating and inter-comparing new spectral unmixing applications. The proposed tool, called HyperMix, comprises several open source implementations of algorithms for end member identification and spectral unmixing. The tool also includes a database of synthetic hyperspectral images (generated using fractals to simulate natural patterns) which can be used to evaluate the precision of the algorithms for end member identification and abundance estimation which are already incorporated in the tool. The paper also presents an exhaustive inter-comparison of algorithms for end member extraction and abundance estimation using the proposed tool.
  • Keywords
    feature extraction; fractals; geophysical image processing; geophysics computing; public domain software; remote sensing; HyperMix; end member identification; fractals; open source implementations; open source system; quantitative evaluation; spectral unmixing techniques; synthetic hyperspectral images; Estimation; Fractals; Hyperspectral imaging; Minerals; Signal processing algorithms; Hyperspectral imaging; endmember extraction; open-source tools; spectral unmixing;
  • 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.2012.6351276
  • Filename
    6351276