What you hear is what you see: Audio quality metrics from image quality metrics

T Namgyal, A Hepburn, R Santos-Rodriguez… - arXiv preprint arXiv …, 2023 - arxiv.org
In this study, we investigate the feasibility of utilizing state-of-the-art image perceptual
metrics for evaluating audio signals by representing them as spectrograms. The …

A multitask teacher-student framework for perceptual audio quality assessment

CW Wu, PA Williams, W Wolcott - 2021 29th European Signal …, 2021 - ieeexplore.ieee.org
Perceptual audio quality assessment is a task that involves the characterization and
estimation of perceived quality of an audio signal. Many existing systems, depending on …

Study of subjective and objective quality assessment of audio-visual signals

X Min, G Zhai, J Zhou, MCQ Farias… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The topics of visual and audio quality assessment (QA) have been widely researched for
decades, yet nearly all of this prior work has focused only on single-mode visual or audio …

How deep is your encoder: an analysis of features descriptors for an autoencoder-based audio-visual quality metric

H Martinez, A Hines, MCQ Farias - 2020 Twelfth International …, 2020 - ieeexplore.ieee.org
The development of audio-visual quality assessment models poses a number of challenges
in order to obtain accurate predictions. One of these challenges is the modelling of the …

Objective Audio Quality Assessment Based on Spectro-Temporal Modulation Analysis

Z Guo - 2011 - diva-portal.org
Objective audio quality assessment is an interdisciplinary research area that incorporates
audiology and machine learning. Although much work has been made on the machine …

Objective measures of perceptual audio quality reviewed: An evaluation of their application domain dependence

M Torcoli, T Kastner, J Herre - IEEE/ACM Transactions on …, 2021 - ieeexplore.ieee.org
Over the past few decades, computational methods have been developed to estimate
perceptual audio quality. These methods, also referred to as objective quality measures, are …

Can we still use PEAQ? a performance analysis of the ITU standard for the objective assessment of perceived audio quality

PM Delgado, J Herre - 2020 Twelfth International Conference …, 2020 - ieeexplore.ieee.org
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 …

Nonintrusive perceptual audio quality assessment for user-generated content using deep learning

D Mumtaz, V Jakhetiya, K Nathwani… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
With the boom of social media communication, teleconferencing, and online classes,
audiovisual communication over bandwidth strained networks has become an integral part …

AI-SQ Metrics: Artificial Intelligence in Sound Quality Metrics

R Sottek, T Henrique - … -NOISE and NOISE-CON Congress and …, 2020 - ingentaconnect.com
Good sound quality can indicate many positive aspects of a product such as robustness,
power, overall quality and may even be critical for the customer's decision to buy it or not …

Odaq: Open Dataset of Audio Quality

M Torcoli, CW Wu, S Dick, PA Williams… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
Research into the prediction and analysis of perceived audio quality is hampered by the
scarcity of openly available datasets of audio signals accompanied by corresponding …