DocumentCode
2541163
Title
Direct control on modulation spectrum for noise-robust speech recognition and spectral subtraction
Author
Wada, Naoya ; Hayasaka, Noboru ; Yoshizawa, Shingo ; Miyanaga, Yoshikazu
Author_Institution
Graduate Sch. of Inf. Sci. & Technol., Hokkaido Univ.
fYear
2006
fDate
21-24 May 2006
Lastpage
2536
Abstract
On the modulation spectral domain, speech components and noise components can be separated by their modulation spectral bands. Although conventional methods extract speech components using band-pass filtering on running spectrum, those extractions are affected by limitation of filtering such as stability, filter steepness, etc. Instead of it, this paper proposes modulation spectral control which realizes the feature extraction of modulation spectral bands with weighting factors on modulation spectral domain. It is free from those limitations and enables flexible extraction of specific modulation spectral bands. The combination of it and spectral subtraction shows outstanding performance and flexibility for the variety of noise in speech recognition experiments
Keywords
feature extraction; modulation; signal denoising; spectral analysis; speech processing; speech recognition; band-pass filtering; feature extraction; modulation spectral bands; modulation spectral control; modulation spectral domain; modulation spectrum; noise components; noise-robust speech recognition; running spectrum; spectral subtraction; speech components; Band pass filters; Filtering; Finite impulse response filter; Frequency; IIR filters; Noise robustness; Speech analysis; Speech enhancement; Speech recognition; Working environment noise;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems, 2006. ISCAS 2006. Proceedings. 2006 IEEE International Symposium on
Conference_Location
Island of Kos
Print_ISBN
0-7803-9389-9
Type
conf
DOI
10.1109/ISCAS.2006.1693139
Filename
1693139
Link To Document