Objective evaluation of speech enhancement using compressive sensing algorithm

Objective evaluation of speech enhancement using compressive sensing algorithm

Most of the accurate method for the speech enhancement design mainly focuses on quality and intelligibility to produce high performance level by using compression techniques. A novel speech enhancement algorithm using compressive sensing (CS) is different paradigm from compression technique with low...

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Main Authors: Sulong, Amart, Gunawan, Teddy Surya, Khalifa, Othman Omran, Chebil, Jalel
Format: Conference or Workshop Item
Language:English
Published: 2013
Subjects:
TK Electrical engineering. Electronics Nuclear engineering
Online Access:http://irep.iium.edu.my/34948/
http://irep.iium.edu.my/34948/
http://irep.iium.edu.my/34948/1/Amart_v4_Objective_evaluation_speech_enhancement.pdf
id iium-34948
recordtype eprints
spelling iium-349482016-05-12T00:22:44Z http://irep.iium.edu.my/34948/ Objective evaluation of speech enhancement using compressive sensing algorithm Sulong, Amart Gunawan, Teddy Surya Khalifa, Othman Omran Chebil, Jalel TK Electrical engineering. Electronics Nuclear engineering Most of the accurate method for the speech enhancement design mainly focuses on quality and intelligibility to produce high performance level by using compression techniques. A novel speech enhancement algorithm using compressive sensing (CS) is different paradigm from compression technique with low-dimensional geometry for transmission or storage. The CS algorithm, can directly acquire compressed data signals and replace samples by more general measurements of the uniform rate digitization with signal sparsity model. Perceptual evaluation of speech quality (PESQ) is an objective evaluation of speech enhancement algorithm used to measure the enhanced speech quality. All provable good measurement, with random matrics in CS algorithm, can enhance speech signal. Objective evaluation on various dB SNR shows that the proposed algorithm exhibits better noise reduction ability over conventional approaches without obvious degradation of the speech signal quality. 2013-11-27 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/34948/1/Amart_v4_Objective_evaluation_speech_enhancement.pdf Sulong, Amart and Gunawan, Teddy Surya and Khalifa, Othman Omran and Chebil, Jalel (2013) Objective evaluation of speech enhancement using compressive sensing algorithm. In: 2013 IEEE International Conference on Smart Instrumentation, Measurement, and Applications, 25-27 November 2013, Kuala Lumpur, Malaysia. http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6717936
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
Sulong, Amart
Gunawan, Teddy Surya
Khalifa, Othman Omran
Chebil, Jalel
Objective evaluation of speech enhancement using compressive sensing algorithm
description Most of the accurate method for the speech enhancement design mainly focuses on quality and intelligibility to produce high performance level by using compression techniques. A novel speech enhancement algorithm using compressive sensing (CS) is different paradigm from compression technique with low-dimensional geometry for transmission or storage. The CS algorithm, can directly acquire compressed data signals and replace samples by more general measurements of the uniform rate digitization with signal sparsity model. Perceptual evaluation of speech quality (PESQ) is an objective evaluation of speech enhancement algorithm used to measure the enhanced speech quality. All provable good measurement, with random matrics in CS algorithm, can enhance speech signal. Objective evaluation on various dB SNR shows that the proposed algorithm exhibits better noise reduction ability over conventional approaches without obvious degradation of the speech signal quality.
format Conference or Workshop Item
author Sulong, Amart
Gunawan, Teddy Surya
Khalifa, Othman Omran
Chebil, Jalel
author_facet Sulong, Amart
Gunawan, Teddy Surya
Khalifa, Othman Omran
Chebil, Jalel
author_sort Sulong, Amart
title Objective evaluation of speech enhancement using compressive sensing algorithm
title_short Objective evaluation of speech enhancement using compressive sensing algorithm
title_full Objective evaluation of speech enhancement using compressive sensing algorithm
title_fullStr Objective evaluation of speech enhancement using compressive sensing algorithm
title_full_unstemmed Objective evaluation of speech enhancement using compressive sensing algorithm
title_sort objective evaluation of speech enhancement using compressive sensing algorithm
publishDate 2013
url http://irep.iium.edu.my/34948/
http://irep.iium.edu.my/34948/
http://irep.iium.edu.my/34948/1/Amart_v4_Objective_evaluation_speech_enhancement.pdf
first_indexed 2023-09-18T20:50:15Z
last_indexed 2023-09-18T20:50:15Z
_version_ 1777409945816268800

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