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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Jingdong Chen Yiteng Huang Qi Li Paliwal, K.K. |
| Copyright Year | 1994 |
| Abstract | Despite their widespread popularity as front-end parameters for speech recognition, the cepstral coefficients derived from either linear prediction analysis or a filter-bank are found to be sensitive to additive noise. In this letter, we discuss the use of spectral subband centroids for robust speech recognition. We show that centroids, if properly selected, can achieve recognition performance comparable to that of the mel-frequency cepstral coefficients (MFCCs) in clean speech, while delivering better performance than MFCC in noisy environments. A procedure is proposed to construct the dynamic centroid feature vector that essentially embodies the transitional spectral information. We discuss some properties of the proposed dynamic features. |
| Sponsorship | IEEE Signal Processing Society |
| Starting Page | 258 |
| Ending Page | 261 |
| Page Count | 4 |
| File Size | 140842 |
| File Format | |
| ISSN | 10709908 |
| Volume Number | 11 |
| Issue Number | 2 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2004-02-01 |
| Publisher Place | U.S.A. |
| Access Restriction | One Nation One Subscription (ONOS) |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Speech recognition Cepstral analysis Testing Mel frequency cepstral coefficient Working environment noise Speech analysis Noise robustness Automatic speech recognition Hidden Markov models Band pass filters |
| Content Type | Text |
| Resource Type | Article |
| Subject | Applied Mathematics Signal Processing Electrical and Electronic Engineering |
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