Towards using CMU Sphinx Tools for the Holy Quran recitation verification

The use of the Automatic Speech Recognition (ASR) technology is being used is many different applications that help simplify the interaction with a wider range of devices. This paper investigates the use of a simplified set of phonemes in an ASR system applied to Holy Quran. The Carnegie Mellon Univ...

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Main Authors:	Amrani, Mohamed Y. El, Rahman, M.M. Hafizur, Wahiddin, Mohamed Ridza, Shah, Asadullah
Format:	Conference or Workshop Item
Language:	English
Published:	2015
Subjects:	TK Electrical engineering. Electronics Nuclear engineering
Online Access:	http://irep.iium.edu.my/45260/ http://irep.iium.edu.my/45260/1/Towards_Using_CMU_Sphinx_Tools_for_the_Holy_Quran_Recitation_Verification-1.pdf

id	iium-45260
recordtype	eprints
spelling	iium-452602015-10-26T06:25:36Z http://irep.iium.edu.my/45260/ Towards using CMU Sphinx Tools for the Holy Quran recitation verification Amrani, Mohamed Y. El Rahman, M.M. Hafizur Wahiddin, Mohamed Ridza Shah, Asadullah TK Electrical engineering. Electronics Nuclear engineering The use of the Automatic Speech Recognition (ASR) technology is being used is many different applications that help simplify the interaction with a wider range of devices. This paper investigates the use of a simplified set of phonemes in an ASR system applied to Holy Quran. The Carnegie Mellon University Sphinx 4 tools were used to train and evaluate an acoustic model on Holy Quran recitations that are widely available online. The building of the acoustic model was done using a simplified list of phonemes instead of the mainly used Romanized in order to simplify the process of training the acoustic model. In this paper, the experiment resulted in Word Error Rates (WER) as low as 1.5% even with a very small set of audio files to use in the training phase. 2015-10-01 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/45260/1/Towards_Using_CMU_Sphinx_Tools_for_the_Holy_Quran_Recitation_Verification-1.pdf Amrani, Mohamed Y. El and Rahman, M.M. Hafizur and Wahiddin, Mohamed Ridza and Shah, Asadullah (2015) Towards using CMU Sphinx Tools for the Holy Quran recitation verification. In: 3rd International Conference on Islamic Applications in Computer Science and Technologies (IMAN 2015), Oct. 01-03, 2015, Konya, Turkey. (In Press)
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English
topic	TK Electrical engineering. Electronics Nuclear engineering
spellingShingle	TK Electrical engineering. Electronics Nuclear engineering Amrani, Mohamed Y. El Rahman, M.M. Hafizur Wahiddin, Mohamed Ridza Shah, Asadullah Towards using CMU Sphinx Tools for the Holy Quran recitation verification
description	The use of the Automatic Speech Recognition (ASR) technology is being used is many different applications that help simplify the interaction with a wider range of devices. This paper investigates the use of a simplified set of phonemes in an ASR system applied to Holy Quran. The Carnegie Mellon University Sphinx 4 tools were used to train and evaluate an acoustic model on Holy Quran recitations that are widely available online. The building of the acoustic model was done using a simplified list of phonemes instead of the mainly used Romanized in order to simplify the process of training the acoustic model. In this paper, the experiment resulted in Word Error Rates (WER) as low as 1.5% even with a very small set of audio files to use in the training phase.
format	Conference or Workshop Item
author	Amrani, Mohamed Y. El Rahman, M.M. Hafizur Wahiddin, Mohamed Ridza Shah, Asadullah
author_facet	Amrani, Mohamed Y. El Rahman, M.M. Hafizur Wahiddin, Mohamed Ridza Shah, Asadullah
author_sort	Amrani, Mohamed Y. El
title	Towards using CMU Sphinx Tools for the Holy Quran recitation verification
title_short	Towards using CMU Sphinx Tools for the Holy Quran recitation verification
title_full	Towards using CMU Sphinx Tools for the Holy Quran recitation verification
title_fullStr	Towards using CMU Sphinx Tools for the Holy Quran recitation verification
title_full_unstemmed	Towards using CMU Sphinx Tools for the Holy Quran recitation verification
title_sort	towards using cmu sphinx tools for the holy quran recitation verification
publishDate	2015
url	http://irep.iium.edu.my/45260/ http://irep.iium.edu.my/45260/1/Towards_Using_CMU_Sphinx_Tools_for_the_Holy_Quran_Recitation_Verification-1.pdf
first_indexed	2023-09-18T21:04:25Z
last_indexed	2023-09-18T21:04:25Z
_version_	1777410838018129920

Towards using CMU Sphinx Tools for the Holy Quran recitation verification

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