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