JOURNAL ARTICLE

Signal Subspace Speech Enhancement for Audible Noise Reduction

Abstract

A novel subspace-based speech enhancement scheme, based on a criterion of audible noise reduction, is considered. The masking properties of the human auditory system are used to define the audible noise quantity in the eigen-domain. Subsequently, an audible noise reduction scheme is developed based on a signal subspace technique. We derive the eigendecomposition of the estimated speech autocorrelation matrix with the assumption of white noise and outline the implementation of our proposed scheme. We further extend the scheme to the colored noise case. Simulation results show that our proposed scheme outperforms many existing subspace methods in terms of segmental signal-to-noise ratio (SNR), perceptual evaluation of speech quality (PESQ) and informal listening tests.

Keywords:
PESQ Speech recognition Signal subspace Speech enhancement Computer science Noise (video) Noise reduction Subspace topology Masking (illustration) Colors of noise Autocorrelation White noise Mathematics Artificial intelligence Statistics Telecommunications

Metrics

20
Cited By
4.79
FWCI (Field Weighted Citation Impact)
8
Refs
0.95
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Speech and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing
Advanced Adaptive Filtering Techniques
Physical Sciences →  Engineering →  Computational Mechanics
Hearing Loss and Rehabilitation
Life Sciences →  Neuroscience →  Cognitive Neuroscience

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