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
Link To Document :
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