DocumentCode :
730796
Title :
Single-channel speech enhancement in a transient noise environment by exploiting speech harmonicity
Author :
Kai Wu ; Reju, V.G. ; Khong, Andy W. H.
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
fYear :
2015
fDate :
19-24 April 2015
Firstpage :
5088
Lastpage :
5092
Abstract :
This paper focuses on the problem of single-channel noise reduction in a transient noise environment for speech enhancement application. A typical speech enhancement algorithm requires an estimate of the noise statistics. However, the problem of noise estimation is challenging when the statistics of the noise vary significantly with time. By exploiting the fact that for speech signal most of the energy is concentrated on the harmonic bands in voiced frames, we propose an algorithm for the estimation of speech presence probability in the time-frequency domain. The estimated speech presence probability is then used for noise estimation for speech enhancement application. Evaluations are conducted to compare the speech enhancement performance between the proposed algorithm and the existing algorithm for various types of transient noise.
Keywords :
interference suppression; probability; speech enhancement; statistical analysis; time-frequency analysis; transient analysis; harmonic band; noise statistics estimation; single channel noise reduction; single channel speech enhancement; speech harmonicity exploitation; speech presence probability estimation; time-frequency domain; transient noise environment; voiced frame; Adaptation models; Detectors; Gain; Harmonic analysis; Integrated circuit modeling; Noise; Tin; Single-channel noise reduction; speech harmonics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location :
South Brisbane, QLD
Type :
conf
DOI :
10.1109/ICASSP.2015.7178940
Filename :
7178940
Link To Document :
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