DocumentCode :
431661
Title :
A noise reduction system in arbitrary noise environments and its applications to speech enhancement and speech recognition
Author :
Li, Junfeng ; Lu, Xugang ; Akagi, Masato
Author_Institution :
Sch. of Inf. Sci., Japan Adv. Inst. of Sci. & Technol., Ishikawa, Japan
Volume :
3
fYear :
2005
fDate :
18-23 March 2005
Abstract :
The paper proposes a novel noise reduction system in arbitrary noise environments, consisting of localized and nonlocalized noises, where few existing systems work well. In the proposed system, localized noises are estimated and reduced by the hybrid noise estimation technique we previously proposed and spectral subtraction. Non-localized noises are reduced by a post-filter whose performance is further improved by a novel estimator for the a priori speech absence probability calculated under the assumption of a diffuse noise field. Experimental results show that the proposed system results in significant improvements in terms of speech quality measures and speech recognition performance in various noise conditions.
Keywords :
acoustic noise; interference suppression; parameter estimation; probability; random noise; signal denoising; spectral analysis; speech enhancement; speech recognition; a priori speech absence probability estimation; arbitrary noise environments; diffuse noise field; hybrid noise estimation technique; localized noise; noise reduction system; nonlocalized noise; spectral subtraction; speech enhancement; speech recognition; Frequency estimation; Information science; Low-frequency noise; Microphone arrays; Noise level; Noise reduction; Speech enhancement; Speech recognition; Working environment noise; Yield estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
ISSN :
1520-6149
Print_ISBN :
0-7803-8874-7
Type :
conf
DOI :
10.1109/ICASSP.2005.1415700
Filename :
1415700
Link To Document :
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