• DocumentCode
    2208081
  • Title

    Probabilistic land cover classification approach toward knowledge-based satellite data interpretations

  • Author

    Hashimoto, Shutaro ; Tadono, Takeo ; Onosato, Masahiko ; Hori, Masahiro ; Moriyama, Takashi

  • Author_Institution
    Grad. Sch. of Inf. Sci. & Technol., Hokkaido Univ., Sapporo, Japan
  • fYear
    2012
  • fDate
    22-27 July 2012
  • Firstpage
    1513
  • Lastpage
    1516
  • Abstract
    The recognition of concepts that we human beings are able to locate within satellite imagery requires analysis based on the particular context using knowledge. In this paper, we present a supervised pixel-based classification approach toward utilization of the classification results in knowledgebased satellite data interpretation system. The proposed approach is based upon a generative model, which is able to output the classification results with their probabilities and subsequently utilize them in detailed analysis. The experiment of classification was performed to demonstrate characteristics of the approach.
  • Keywords
    geophysical image processing; image classification; knowledge based systems; terrain mapping; classification results; generative model; knowledge based satellite data interpretation system; knowledge based satellite data interpretations; probabilistic land cover classification approach; satellite imagery; supervised pixel based classification approach; Machine learning; Probabilistic logic; Remote sensing; Satellites; Support vector machine classification; Training; Vectors; generative model; knowledge-based system; land cover classification; machine learning; probabilistic inference;
  • 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.2012.6351247
  • Filename
    6351247