Real-time, non-intrusive evaluation of VoIP

Adil Raja, R. Muhammad Atif Azad, Colin Flanagan, Conor Ryan

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Speech quality, as perceived by the users of Voice over Internet Protocol (VoIP) telephony, is critically important to the uptake of this service. VoIP quality can be degraded by network layer problems (delay, jitter, packet loss). This paper presents a method for real-time, non-intrusive speech quality estimation for VoIP that emulates the subjective listening quality measures based on Mean Opinion Scores (MOS). MOS provide the numerical indication of perceived quality of speech. We employ a Genetic Programming based symbolic regression approach to derive a speech quality estimation model. Our results compare favorably with the International Telecommunications Union- Telecommunication Standardization (ITU-T) PESQ algorithm which is the most widely accepted standard for speech quality estimation. Moreover, our model is suitable for real-time speech quality estimation of VoIP while PESQ is not. The performance of the proposed model was also compared to the new ITU-T recommendation P.563 for non-intrusive speech quality estimation and an improved performance was observed.

Original languageEnglish
Title of host publicationGenetic Programming - 10th European Conference, EuroGP 2007 Proceedings
PublisherSpringer Verlag
Pages217-228
Number of pages12
ISBN (Print)3540716025, 9783540716020
DOIs
Publication statusPublished - 2007
Event10th European Conference on Genetic Programming, EuroGP 2007 - Valencia, Spain
Duration: 11 Apr 200713 Apr 2007

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume4445 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference10th European Conference on Genetic Programming, EuroGP 2007
Country/TerritorySpain
CityValencia
Period11/04/0713/04/07

Keywords

  • GP
  • MOS
  • Non-intrusive
  • Speech quality
  • Symbolic regression
  • VoIP

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