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Simultaneous recognition of both speech and speaker's group with small space occupation.
- Source :
-
Application Research of Computers / Jisuanji Yingyong Yanjiu . Jan2015, Vol. 32 Issue 1, p156-160. 5p. - Publication Year :
- 2015
-
Abstract
- In order to meet the requirement environment in which both speech and speaker's group were simultaneously recognized through embedded system, this paper proposed a new method with low space consumption for simultaneous recognition of both speech and speaker's group. On the basis of research on mechanism of speech recognition and speaker identification in recent years, GMM instead of HMM, was used to model the voice characteristics of speech and speaker and voting mechanism to complete the speaker's group identification to reduce space occupation. SQ(soft quantization) was used to integrate the outputs from multiple speech recognizer. When integrating 6 models, it reduced 20. 88% error rate in speech recognition and achieved 81.57% average recognition rate in speaker's group. The experimental results confirm feasibility of the proposed algorithm. [ABSTRACT FROM AUTHOR]
Details
- Language :
- Chinese
- ISSN :
- 10013695
- Volume :
- 32
- Issue :
- 1
- Database :
- Academic Search Index
- Journal :
- Application Research of Computers / Jisuanji Yingyong Yanjiu
- Publication Type :
- Academic Journal
- Accession number :
- 100307312
- Full Text :
- https://doi.org/10.3969/j.issn.1001-3695.215.01.035