• DocumentCode
    3755986
  • Title

    Characterization of sonar target data using Gabor wavelet features

  • Author

    Ananya Sen Gupta;Daniel Schupp

  • Author_Institution
    School of Electrical and Computer Engineering, University of Iowa, Iowa City, Iowa 52242
  • fYear
    2015
  • Firstpage
    1723
  • Lastpage
    1726
  • Abstract
    We present a method of characterization of active sonar target response that makes use of physics-driven Gabor dictionaries. Key innovation is the combination of the useful characteristics of the Gabor wavelet (time/frequency localization) with an empirical approach to dictionary selection for underwater acoustics. We demonstrate over experimental field data that these features are both visually distinct and ideal for separation and classification via support vector machine.
  • Keywords
    "Kernel","Robustness","Wavelet transforms","Support vector machines","Sonar detection","Dictionaries"
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems and Computers, 2015 49th Asilomar Conference on
  • Electronic_ISBN
    1058-6393
  • Type

    conf

  • DOI
    10.1109/ACSSC.2015.7421444
  • Filename
    7421444