DocumentCode :
2108665
Title :
Voice controlled Urdu Interface using isolated and continuous speech recognizer
Author :
Ali, Shady ; Iqbal, Sajid ; Saeed, I.
Author_Institution :
Dept. of Comput. Sci. & Software Eng., Int. Islamic Univ., Islamabad, Pakistan
fYear :
2012
fDate :
13-15 Dec. 2012
Firstpage :
53
Lastpage :
57
Abstract :
We propose multilayer feed forward Neural Network for Urdu isolated words and Urdu continuous speech recognition. Our application not only recognizes the voice commands but also converts continuous speech into Urdu Fonts. Our work is based on converting analog signal to digital signals, removing silence and noise through filters, extracting 39 Mel Frequency Cepstral Coefficients(MFCCs) from the speech signal, applying k-mean algorithm and using them as an input to multi-layer perceptron neural networks. Urdu text stores in “Jameel Noori Nastaleeq” fonts. Isolated words gain accuracy of 95.6% in speaker dependent mode while 30-40% in speaker independent mode. Continuous speech also shows a good accuracy of 96.5% in speaker dependent mode and 30-40% for speaker independent mode. Current work is being extended to improve accuracy for speaker independent system by improving dataset and feature set.
Keywords :
feature extraction; filtering theory; multilayer perceptrons; signal denoising; speech recognition; Jameel Noori Nastaleeq fonts; MFCC extraction; Mel frequency cepstral coefficients; Urdu continuous speech recognition; Urdu fonts; Urdu isolated words; analog signal to digital signal convertion; continuous speech recognizer; filters; isolated speech recognizer; k-mean algorithm; multilayer feed forward Neural Network; multilayer perceptron neural networks; noise removal; speaker dependent mode; speaker independent mode; speech signal; voice commands recognition; voice controlled Urdu interface; Back Propagation Algorithm; Speaker Dependent System; Speaker Independent System; acoustic modeling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multitopic Conference (INMIC), 2012 15th International
Conference_Location :
Islamabad
Print_ISBN :
978-1-4673-2249-2
Type :
conf
DOI :
10.1109/INMIC.2012.6511493
Filename :
6511493
Link To Document :
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