• DocumentCode
    3705971
  • Title

    Using single log-Gabor filter and reassignment method for audio classification applications

  • Author

    Sameh Souli;Zied Lachiri

  • Author_Institution
    Signal, Image and pattern recognition research unit, Dept. of Genie Electrique, ENIT, BP 37, 1002, Le Belv?d?re, Tunisia
  • fYear
    2015
  • fDate
    3/1/2015 12:00:00 AM
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    We present a robust environmental sound classification approach, based on reassigned spectrogram and log-Gabor filters. In this method, reassigned spectrograms are passed through an appropriate log-Gabor filter and the outputs are underwent an optimal feature selection procedure based on mutual information criteria. The evaluation of this classification system is performed on a corpus of 6 environmental sounds classes. The best performance was obtained using multi-class support vector machines (SVM´s), producing an average classification accuracy of the order 91.77%.
  • Keywords
    "Spectrogram","Information filters","Gabor filters","Filter banks","Time-frequency analysis","Kernel"
  • Publisher
    ieee
  • Conference_Titel
    Systems, Signals & Devices (SSD), 2015 12th International Multi-Conference on
  • Type

    conf

  • DOI
    10.1109/SSD.2015.7348136
  • Filename
    7348136