• DocumentCode
    457251
  • Title

    Clustering-based multispectral band selection using mutual information

  • Author

    Martínez-Usó, Adolfo ; Pla, Filiberto ; Sotoca, Jose M. ; García-Sevilla, Pedro

  • Author_Institution
    Departamento de Lenguajes y Sistemas Informaticos, Univ. Jaume I, Castellon
  • Volume
    2
  • fYear
    0
  • fDate
    0-0 0
  • Firstpage
    760
  • Lastpage
    763
  • Abstract
    This work presents the application of a novel technique on dimensionality reduction to deal with multispectral images. A distance based on mutual information is used to construct a hierarchical clustering structure. Experimental results show that the method provides a very suitable subset of multispectral bands for pixel classification purposes
  • Keywords
    image classification; pattern clustering; spectral analysis; clustering-based multispectral band selection; dimensionality reduction; hierarchical clustering; multispectral images; mutual information; pixel classification; Band pass filters; Clustering algorithms; Electromagnetic spectrum; Feature extraction; Hyperspectral imaging; Hyperspectral sensors; Multispectral imaging; Mutual information; Programmable logic arrays; Remote sensing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
  • Conference_Location
    Hong Kong
  • ISSN
    1051-4651
  • Print_ISBN
    0-7695-2521-0
  • Type

    conf

  • DOI
    10.1109/ICPR.2006.375
  • Filename
    1699316