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Feature Extraction Using HHT-based Locally Optimized Short-Time Fractional Fourier Transform for Speaker Recognition  会议论文 期刊论文  

  • 编号:
    1b5b55f2-b877-40de-918d-47ff13f9a793
  • 作者:
    Wang, Jinfang#*[1]Du, Hailong[1];Guo, Ming[2];Nie, Xinli[1];Luan, Shuxin(栾树鑫)[3]Liu, Chang(刘畅)#*[3]
  • 语种:
    English
  • 期刊:
    2017 IEEE INTERNATIONAL CONFERENCE ON IMAGING, VISION & PATTERN RECOGNITION (ICIVPR) 2017 年
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  • 摘要:

    This paper presents an improved locally optimized short-time fractional Fourier transform (STFRFT), HHT-based locally optimized STFRFT, by finding the optimal order using phase information ignoring the premise of the known chirp rate of signal and pre-estimated pitch of speech. The feature derived from the optimal order FRFT's magnitude spectrum, HHT-based locally optimized STFRFT Mel-frequency cepstral coefficients (HLO-STFRFT-MFCC), reveals the definite advantage in speaker recognition experiments on the TIMIT database. Furthermore, HLO-STFRFT-MFCC yields a gain of 13.0% relative to the baseline feature of Mel-frequency cepstral coefficients (MFCC) in the recognition accuracy on 2004 NIST SRE corpora.

  • 推荐引用方式
    GB/T 7714:
    Wang Jinfang,Du Hailong,Guo Ming, et al. Feature Extraction Using HHT-based Locally Optimized Short-Time Fractional Fourier Transform for Speaker Recognition [J].2017 IEEE INTERNATIONAL CONFERENCE ON IMAGING, VISION & PATTERN RECOGNITION (ICIVPR),2017.
  • APA:
    Wang Jinfang,Du Hailong,Guo Ming,Nie Xinli,&Liu Chang.(2017).Feature Extraction Using HHT-based Locally Optimized Short-Time Fractional Fourier Transform for Speaker Recognition .2017 IEEE INTERNATIONAL CONFERENCE ON IMAGING, VISION & PATTERN RECOGNITION (ICIVPR).
  • MLA:
    Wang Jinfang, et al. "Feature Extraction Using HHT-based Locally Optimized Short-Time Fractional Fourier Transform for Speaker Recognition" .2017 IEEE INTERNATIONAL CONFERENCE ON IMAGING, VISION & PATTERN RECOGNITION (ICIVPR)(2017).
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