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PERFORMANCE OF HTK BASED AUTOMATIC SPEECH RECOGNITIONSYSTEM WITH CODED SPEECH
Authors
Mounika Jammula
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Keywords
ASR, HTK, TIMIT, MFCC, Baum-Welch re-estimation, Narrow band and wideband codecs
Abstract
The ASR systems are getting integrated into VoIP and wireless systems for Remote Speech Recognition (RSR). There are many network impediments that affect the accuracy of ASR over a communication network, but the most important happens to be the effects of speech coding. The speech will be transmitted to the recognition servers using different speech coding standards. It is known that the quality of speech will degrade, when it is being encoded/decoded in several phases over a transmission channel, especially when transmitting the voice through the packet data networks.The evaluation of the speech coding effects is done by applying codecson the speech data and testing them over a speech recognition system built using HTK. The evaluation wasperformed using narrowband and wideband codecs. The recognition accuracy for uncoded data and the data coded with wideband codecwas around 95%, whereas for the data coded with narrowband codecs,the accuracy ranged between 80% and 85%.
IJCRT's Publication Details
Unique Identification Number - IJCRT1134078
Paper ID - 209789
Author type - Indian Author
Page Number(s) - 411-415
Pubished in - Volume 7 | Issue 3 | September 2019
DOI (Digital Object Identifier) - http://doi.one/10.1729/Journal.27625
No Of Downloads - 1290
Author Country - India, 500086, hyderabad, hyderabad, 500086, Science and Technology
Publisher Name - IJPUBLICATION | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
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Mounika Jammula, "PERFORMANCE OF HTK BASED AUTOMATIC SPEECH RECOGNITIONSYSTEM WITH CODED SPEECH", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.7, Issue 3, pp.411-415, September 2019, Available at :http://www.ijcrt.org/papers/IJCRT1134078.pdf
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