Title :
Realization of Mandarin continuous digits speech recognition system using Sphinx
Author :
Wang, Yun ; Zhang, Xueying
Author_Institution :
Coll. of Inf. Eng., Taiyuan Univ. of Technol., Taiyuan, China
Abstract :
This paper introduces a speech recognition system of Mandarin continuous digits based on Sphinx. The acoustic model of this system is produced by SphinxTrain, and the language model is acquired from the Cmuclmtk statistical language model. In addition, this system makes use of PocketSphinx recognition engine as a decoder. According to the experiment, the correct rate of this system to a sentence of random length made by speaker-independent is up to 89.58%, and the word correct rate is 97.20%. Therefore, the performance of this system is fairly well.
Keywords :
natural language processing; speech recognition; statistical analysis; Cmuclmtk statistical language model; Mandarin continuous digits speech recognition system; PocketSphinx recognition engine; Sphinx; SphinxTrain; speaker-independent; Acoustic applications; Cepstrum; Communication system control; Decoding; Engines; Feature extraction; Hidden Markov models; Mel frequency cepstral coefficient; Natural languages; Speech recognition; Sphinx; acoustic model; language model; speech recognition;
Conference_Titel :
Computer Communication Control and Automation (3CA), 2010 International Symposium on
Conference_Location :
Tainan
Print_ISBN :
978-1-4244-5565-2
DOI :
10.1109/3CA.2010.5533801