Speech enhancement using the modified phase-opponency model.

نویسندگان

  • Om D Deshmukh
  • Carol Y Espy-Wilson
  • Laurel H Carney
چکیده

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 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. The MPO model alters the components of the PO model such that the basic functionality of the PO model is maintained but the properties of the model can be analyzed and modified independently. The MPO-based speech enhancement scheme does not need to estimate the noise characteristics nor does it assume that the noise satisfies any statistical model. The MPO technique leads to the lowest value of the LPC-based objective measures and the highest value of the perceptual evaluation of speech quality measure compared to other methods when the speech signals are corrupted by fluctuating noise. Combining the MPO speech enhancement technique with our aperiodicity, periodicity, and pitch detector further improves its performance.

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 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

Speech enhancement using auditory phase opponency model

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 disc...

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

Evaluation of Modified Phase Opponency Processing of Noisy Speech

Current state-of-the-art speech recognition systems perform well in clean conditions. However, their performance drops drastically in everyday acoustically noisy environments. To address this issue, we are analyzing the Modified Phase Opponency (MPO) based speech enhancement algorithm which improves the signal-to-noise ratio of the signal while making no assumptions or needing any estimate of t...

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:
  • The Journal of the Acoustical Society of America

دوره 121 6  شماره 

صفحات  -

تاریخ انتشار 2007