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Channel selection in the modulation domain for improved speech intelligibility in noise
Kamil K Wójcicki1, Philipos C Loizou
1Department of Electrical Engineering, University of Texas at Dallas, Richardson, Texas 75083-0688, USA.
The Journal of the Acoustical Society of America
|April 17, 2012
Summary
Improving speech intelligibility in noise is possible by selectively processing envelope modulations. This study shows preserving target-dominant modulations enhances speech reception by up to 13 dB.
Area of Science:
- Auditory Neuroscience
- Speech Processing
- Signal Processing
Background:
- Background noise significantly degrades speech intelligibility by masking crucial low-frequency envelope modulations.
- The modulation signal-to-noise ratio ((S/N)(mod)) quantifies the relative strength of target versus masker envelope modulations.
Purpose of the Study:
- To investigate the impact of modulation-selective processing on speech intelligibility in noise.
- To determine if preserving target-dominant modulations and discarding masker-dominant ones improves speech reception thresholds.
Main Methods:
- Speech envelopes were decomposed into modulation frequency channels (0-30 Hz).
- A (S/N)(mod) criterion was used to identify and retain target-dominant modulations.
- Masker-dominant modulations were discarded from the mixture envelopes.
Main Results:
- Processing that preserved target-dominant modulations improved speech reception thresholds by up to 13 dB.
- This benefit was observed for modulations up to 18 Hz.
- Discarding masker-dominant modulations was key to the observed intelligibility improvement.
Conclusions:
- Selective processing of speech envelope modulations can significantly enhance intelligibility in noisy conditions.
- The (S/N)(mod) measure provides an effective criterion for identifying perceptually relevant modulations.
- This approach offers a promising strategy for noise-reduction algorithms aimed at improving speech perception.
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