Can we still use PEAQ? A Performance Analysis of the ITU Standard for the Objective Assessment of Perceived Audio Quality
Delgado P, Herre J (2020)
Publication Language: English
Publication Type: Conference contribution, Conference Contribution
Publication year: 2020
Event location: Athlone
DOI: 10.1109/QoMEX48832.2020.9123105
Open Access Link: https://www.youtube.com/watch?v=6fo-mp7_SCU&feature=youtu.be
Abstract
The Perceptual Evaluation of Audio Quality (PEAQ) method as described in the International Telecommunication Union (ITU) recommendation ITU-R BS.1387 has been widely used for computationally estimating the quality of perceptually coded audio signals without the need for extensive subjective listening tests. However, many reports have highlighted clear limitations of the scheme after the end of its standardization, particularly involving signals coded with newer technologies such as bandwidth extension or parametric multi-channel coding. Until now, no other method for measuring the quality of both speech and audio signals has been standardized by the ITU. Therefore, a further investigation of the causes for these limitations would be beneficial to a possible update of said scheme. Our experimental results indicate that the performance of PEAQ’s model of disturbance loudness is still as good as (and sometimes superior to) other state-of-the-art objective measures, albeit with varying performance depending on the type of degraded signal content (i.e. speech or music). This finding evidences the need for an improved cognitive model. In addition, results indicate that an updated mapping of Model Output Values (MOVs) to PEAQ’s Distortion Index (DI) based on newer training data can greatly improve performance. Finally, some suggestions for the improvement of PEAQ are provided based on the reported results and comparison to other systems. Index Terms—PEAQ, ViSQOL, PEMO-Q, objective quality assessment, audio quality, speech quality, auditory model, audio coding.
Authors with CRIS profile
Pablo Delgado
International Audio Laboratories Erlangen (AudioLabs)
Jürgen Herre
Lehrstuhl für Audiocodierung (AudioLabs) (Stiftungslehrstuhl)
How to cite
APA:
Delgado, P., & Herre, J. (2020). Can we still use PEAQ? A Performance Analysis of the ITU Standard for the Objective Assessment of Perceived Audio Quality. In Proceedings of the Twelfth International Conference on Quality of Multimedia Experience (QoMEX). Athlone, IE.
MLA:
Delgado, Pablo, and Jürgen Herre. "Can we still use PEAQ? A Performance Analysis of the ITU Standard for the Objective Assessment of Perceived Audio Quality." Proceedings of the Twelfth International Conference on Quality of Multimedia Experience (QoMEX), Athlone 2020.
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