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
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