DocumentCode
253179
Title
Evaluation of noise estimation techniques for single-channel speech in low SNR noise environment
Author
Singh, Sushil ; Tripathy, Manoj ; Anand, Radhey Shyam
Author_Institution
Dept. of Electr. Eng., Indian Inst. of Technol. Roorkee, Roorkee, India
fYear
2014
fDate
9-11 May 2014
Firstpage
1
Lastpage
5
Abstract
This paper investigates the performance capability of noise estimation techniques for single-channel speech. These techniques are evaluated in presence of low SNR noises (i. e. f16, babble, white, and pink). The noise estimation techniques have major impact on the quality and intelligibility of denoised speech pattern. The noise estimation techniques are evaluated in frequency domain in terms of quality and intelligibility measure parameters. The Perceptual Evaluation of Speech Quality (PESQ), Weighted Spectral Slop metric (WSS), Frequency Weighted Segmental SNR (fw-SNRseg), Speech Intelligibility Index (SII), and output SNR parameters are used for performance evaluation of low SNR noises mixed speech patterns. The sampling frequency used for processing is 8000 Hz and all algorithms are implemented in MATLAB 7.14.
Keywords
frequency-domain analysis; performance evaluation; signal denoising; speech enhancement; speech intelligibility; Matlab 7.14; PESQ; SII; WSS; denoised speech pattern intelligibility; denoised speech pattern quality; frequency 8000 Hz; frequency domain; frequency weighted segmental SNR; fw-SNRseg; intelligibility measure parameters; low SNR noise environment; mixed speech patterns; noise estimation techniques; output SNR parameters; perceptual evaluation of speech quality; performance evaluation; quality measure parameters; sampling frequency; single-channel speech; speech enhancement; speech intelligibility index; weighted spectral slop metric; Degradation; Frequency estimation; Noise; Noise level; Noise measurement; Weight measurement; Quality and Intelligibility measures; Single-Channel Speech; Speech Enhancement;
fLanguage
English
Publisher
ieee
Conference_Titel
Recent Advances and Innovations in Engineering (ICRAIE), 2014
Conference_Location
Jaipur
Print_ISBN
978-1-4799-4041-7
Type
conf
DOI
10.1109/ICRAIE.2014.6909222
Filename
6909222
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