Speech enhancement using auditory phase opponency model

نویسندگان

  • Om Deshmukh
  • Carol Y. Espy-Wilson
چکیده

In this work we address the problem of single-channel speech enhancement when the speech is corrupted by additive noise. The model presented here, called the Modified Phase Opponency (MPO) model, is based on the auditory PO model, proposed by Carney et. al., for detection of tones in noise. The PO model includes a physiologically realistic mechanism for processing the information in neural discharge times and exploits the frequency-dependent phase properties of the tuned filters in the auditory periphery by using a cross-auditory-nerve-fiber coincidence detection for extracting temporal cues. Initial evaluation of the MPO model on speech corrupted by white noise at different SNRs shows that the MPO model is able to enhance the spectral peaks while suppressing the noise-only regions.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Speech enhancement using the modified phase-opponency model.

In this paper we present a model called the Modified Phase-Opponency (MPO) model for single-channel speech enhancement when the speech is corrupted by additive noise. The MPO model is based on the auditory PO model, proposed for detection of tones in noise. The PO model includes a physiologically realistic mechanism for processing the information in neural discharge times and exploits the frequ...

متن کامل

Speech enhancement using modified phase opponency model

We previously presented a single-channel speech enhancement technique called the Modified Phase Opponency (MPO) model. The MPO model is based on a neural model called the Phase Opponency (PO) model. The efficacy of the MPO model was demonstrated on speech signals corrupted by additive white noise. In the present work, we extend the MPO model to perform efficiently on speech signals corrupted by...

متن کامل

Modified Phase Opponency Based Solution T

In this work, we present a single-channel speech enhancement technique called the Modified Phase Opponency (MPO) model as a solution to the Speech Separation Challenge. The MPO model is based on a neural model for detection of tones-in-noise called the Phase Opponency (PO) model. Replacing the noisy speech signals by the corresponding MPO-processed signals increases the accuracy by 31%when the ...

متن کامل

Modified phase opponency based solution to the speech separation challenge

In this work, we present a single-channel speech enhancement technique called the Modified Phase Opponency (MPO) model as a solution to the Speech Separation Challenge. The MPO model is based on a neural model for detection of tones-in-noise called the Phase Opponency (PO) model. Replacing the noisy speech signals by the corresponding MPO-processed signals increases the accuracy by 31%when the ...

متن کامل

Synergy of Acoustic-phonetics and Auditory Modeling towards Robust Speech Recognition

Title of dissertation: SYNERGY OF ACOUSTIC-PHONETICS AND AUDITORY MODELING TOWARDS ROBUST SPEECH RECOGNITION Om D. Deshmukh, Doctor of Philosophy, 2006 Dissertation directed by: Dr. Carol Y. Espy-Wilson Department of Electrical and Computer Engineering The problem addressed in this work is that of enhancing speech signals corrupted by additive noise and improving the performance of automatic sp...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2005