On using prefiltration in HMM-based bird species recognition

R. Wielgat, T. Potempa, Pawel Swietojanski, D. Król

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Automatic bird species recognition method using their voices is presented in this paper. The selected bird species have been detected by hidden Markov models (HMM) classifier using Mel-frequency cepstral coefficients (MFCC). In order to support recognition process, analysed signals have been appropriately filtered before classification in the so called prefiltration process. The prefiltration strategy assumed using n-th order IIR Butterworth filter bank. Each filter from the filter bank was applied for band pass filtration in the bird species-specific and signal type band. Increase of recognition accuracy has been observed in case of prefiltration with properly chosen filter order. Experiments have been carried out on the set of bird voices containing 30 bird species, one of which is endangered with extinction.
Original languageEnglish
Title of host publicationSignals and Electronic Systems (ICSES), 2012 International Conference on
PublisherInstitute of Electrical and Electronics Engineers (IEEE)
Pages1-5
Number of pages5
ISBN (Electronic)978-1-4673-1709-2
ISBN (Print)978-1-4673-1710-8
DOIs
Publication statusPublished - Sep 2012
EventICSES 2012: International Conference on Signals and Electronic Systems - Wroclaw, Poland
Duration: 18 Sep 20121 Oct 2012

Conference

ConferenceICSES 2012: International Conference on Signals and Electronic Systems
CountryPoland
CityWroclaw
Period18/09/121/10/12

Keywords

  • Butterworth filters
  • IIR filters
  • band-pass filters
  • hidden Markov models
  • signal classification
  • HMM classifier detection
  • HMM-based bird species recognition
  • MFCC
  • automatic bird species recognition method
  • band pass filtration
  • bird species specific band
  • bird voices
  • hidden Markov models classifier detection
  • mel-frequency cepstral coefficients
  • n-th order IIR Butterworth filter bank
  • prefiltration process
  • signal analysis
  • signal type band
  • Birds
  • Feature extraction
  • Harmonic analysis
  • Hidden Markov models
  • Mel frequency cepstral coefficient
  • Noise measurement
  • Power harmonic filters

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