Isolated Word Recognition for Kannada Language Using Support Vector Machine

被引:0
作者
Hegde, Sarika [1 ]
Achary, K. K. [2 ]
Shetty, Surendra [1 ]
机构
[1] NMAMIT, Dept Comp Applicat, Nitte 574110, Karnataka, India
[2] Mangalore Univ, Dept Stat, Mangalagangothri 574199, Karnataka, India
来源
WIRELESS NETWORKS AND COMPUTATIONAL INTELLIGENCE, ICIP 2012 | 2012年 / 292卷
关键词
Isolated Word Recognition; Kannada Language; Speech Recognition; Support Vector Machine;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An ideal Automatic: Speech Recognition system has to accurately and efficiently convert a speech signal into a text message transcription of the spoken words, independent of the device used to record the speech (i.e., the transducer or microphone), the speaker, or the environment. There are three approaches to speech recognition. Acoustic-phonetic approach, Pattern recognition approach and Artificial intelligence approach, where in the pattern recognition approach statistical methods are used. We have developed an Isolated Word Recognition (IWR) system for identification of spoken words for the database created by recording the words in Kannada Language. The developed system is tested and evaluated with a. performance of 79% accuracy.
引用
收藏
页码:262 / +
页数:3
相关论文
共 15 条
[1]  
Axelrod S, 2004, 2004 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL I, PROCEEDINGS, P173
[2]  
Chien J.-T., 2007, INTERSPEECH 2007 AUG, P1062
[3]   COMPARISON OF PARAMETRIC REPRESENTATIONS FOR MONOSYLLABIC WORD RECOGNITION IN CONTINUOUSLY SPOKEN SENTENCES [J].
DAVIS, SB ;
MERMELSTEIN, P .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1980, 28 (04) :357-366
[4]   STATISTICAL-MODEL-BASED SPEECH ENHANCEMENT SYSTEMS [J].
EPHRAIM, Y .
PROCEEDINGS OF THE IEEE, 1992, 80 (10) :1526-1555
[5]   A probabilistic framework for segment-based speech recognition [J].
Glass, JR .
COMPUTER SPEECH AND LANGUAGE, 2003, 17 (2-3) :137-152
[6]  
Hawkins S., 2003, 15 ICPHS, P293
[7]  
He X., 2005, WORLD J MODELING SIM, V1, P56
[8]   CONTINUOUS SPEECH RECOGNITION BY STATISTICAL-METHODS [J].
JELINEK, F .
PROCEEDINGS OF THE IEEE, 1976, 64 (04) :532-556
[9]  
Lakshmi A, 2006, INTERSPEECH 2006 AND 9TH INTERNATIONAL CONFERENCE ON SPOKEN LANGUAGE PROCESSING, VOLS 1-5, P1878
[10]  
Li X., 2006, IEEE T AUDIO SPEECH, V14, P1584