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
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;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on
Print_ISBN :
0-7803-8874-7
DOI :
10.1109/ICASSP.2005.1415700