• DocumentCode
    3008565
  • Title

    A spectral space-variant approach for structure indexing in Spotlight TerraSAR-X data

  • Author

    Popescu, Anca ; Patrascu, Carmen ; Singh, Jagmal ; Datcu, Mihai

  • Author_Institution
    Dept. of Appl. Electron. & Inf. Eng., Univ. Politeh. Bucharest, Bucharest, Romania
  • fYear
    2010
  • fDate
    10-12 June 2010
  • Firstpage
    169
  • Lastpage
    172
  • Abstract
    Modern space missions equipped with SAR instruments provide high spatial resolution data. In such data features of urban objects, man-made structures, as well as natural targets can be identified. We propose a descriptive model based on the frequency spectra of the complex signal, that integrates the radiometric, geometric, and texture features, for scene and target indexing, to cope with the problem of large database queries and information retrieval. Considering the properties of the Spotlight imaging mode in particular, a phase correction algorithm is applied to the data, prior to feature extraction. The assignation of a particular scene to a certain class is done using a Bayesian Support Vector Machine classifier. The method allowed for the recognition of more than thirty targets and structures in the scenes.
  • Keywords
    belief networks; feature extraction; image classification; query processing; radar computing; radar imaging; support vector machines; synthetic aperture radar; Bayesian support vector machine classifier; SAR instruments; feature extraction; information retrieval; large database queries; phase correction algorithm; space missions; spectral space-variant approach; spotlight TerraSAR-X data; structure indexing; synthetic aperture radar systems; texture features; Frequency; Indexing; Instruments; Layout; RF signals; Radiofrequency identification; Radiometry; Solid modeling; Space missions; Spatial resolution; FFT; High- Resolution SAR image classification; SVM; Spotlight mode;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications (COMM), 2010 8th International Conference on
  • Conference_Location
    Bucharest
  • Print_ISBN
    978-1-4244-6360-2
  • Type

    conf

  • DOI
    10.1109/ICCOMM.2010.5509005
  • Filename
    5509005