Tunisian dialect recognition based on hybrid techniques
Joint Authors
Husayni, Muhammad
Bu Said, Lutfi
Masud, Hassani
Source
The International Arab Journal of Information Technology
Issue
Vol. 15, Issue 1 (31 Jan. 2018), pp.58-65, 8 p.
Publisher
Publication Date
2018-01-31
Country of Publication
Jordan
No. of Pages
8
Main Subjects
Information Technology and Computer Science
Abstract EN
In this research paper, an Arabic Automatic Speech Recognition System is implemented in order to recognize ten Arabic digits (from zero to nine) spoken in Tunisian dialect (Darija).
This system is divided in two main modules: The feature extraction module by combining a few conventional feature extraction techniques, and the recognition module by using Feed-Forward Back Propagation Neural Networks (FFBPNN).
For this purpose, four oral proper corpora are prepared by five speakers each.
Each speaker pronounced the ten digits five times.
The chosen speakers are different in gender, age and physiological conditions.
We focus our experiments on a speaker dependent system and we also examined the case of speaker independent system.
The obtained recognition performances are almost ideal and reached up to 98.5% when we use for the feature extraction phase the Perceptual Linear Prediction technique (PLP) followed firstly by its first-order temporal derivative (ΔPLP ) and secondly by Vector Quantization of Linde-Buzo-Gray (VQLBG).
American Psychological Association (APA)
Husayni, Muhammad& Bu Said, Lutfi& Masud, Hassani. 2018. Tunisian dialect recognition based on hybrid techniques. The International Arab Journal of Information Technology،Vol. 15, no. 1, pp.58-65.
https://search.emarefa.net/detail/BIM-811833
Modern Language Association (MLA)
Husayni, Muhammad…[et al.]. Tunisian dialect recognition based on hybrid techniques. The International Arab Journal of Information Technology Vol. 15, no. 1 (Jan. 2018), pp.58-65.
https://search.emarefa.net/detail/BIM-811833
American Medical Association (AMA)
Husayni, Muhammad& Bu Said, Lutfi& Masud, Hassani. Tunisian dialect recognition based on hybrid techniques. The International Arab Journal of Information Technology. 2018. Vol. 15, no. 1, pp.58-65.
https://search.emarefa.net/detail/BIM-811833
Data Type
Journal Articles
Language
English
Notes
Includes appendix : p. 65
Record ID
BIM-811833