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For several years now, the ITU-T's Perceptual Evaluation of Speech Quality (PESQ) has been the reference for objective speech quality assessment. It is widely deployed in commercial QoE measurement products, and it has been well studied in…

Sound · Computer Science 2013-01-01 Sebastián Basterrech , Gerardo Rubino , Martín Varela

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 and Speech Processing · Electrical Eng. & Systems 2022-12-06 Pablo M. Delgado , Jürgen Herre

Objective speech quality measures are widely used to assess the performance of video conferencing platforms and telecommunication systems. They predict human-rated speech quality and are crucial for assessing the systems quality of…

Audio and Speech Processing · Electrical Eng. & Systems 2025-05-23 Javier Perez , Dimme de Groot , Jorge Martinez

Objective speech quality assessment is central to telephony, VoIP, and streaming systems, where large volumes of degraded audio must be monitored and optimized at scale. Classical metrics such as PESQ and POLQA approximate human mean…

Sound · Computer Science 2025-12-10 Mahathir Monjur , Shahriar Nirjon

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 usually developed and intended for a specific application domain.…

Audio and Speech Processing · Electrical Eng. & Systems 2021-10-25 Matteo Torcoli , Thorsten Kastner , Jürgen Herre

To obtain improved speech enhancement models, researchers often focus on increasing performance according to specific instrumental metrics. However, when the same metric is used in a loss function to optimize models, it may be detrimental…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-06 Danilo de Oliveira , Simon Welker , Julius Richter , Timo Gerkmann

Utilizing a human-perception-related objective function to train a speech enhancement model has become a popular topic recently. The main reason is that the conventional mean squared error (MSE) loss cannot represent auditory perception…

Sound · Computer Science 2020-02-19 Szu-Wei Fu , Chien-Feng Liao , Yu Tsao

ITU-R BS.1387 states a method for objective assessment of perceived audio quality. This Recommendation, known also as PEAQ (Perceptual Evaluation of Audio Quality) is based on a psychoacoustic model of the human ear and was standardized by…

Audio and Speech Processing · Electrical Eng. & Systems 2019-10-31 Luis F. Abanto-Leon , Guillermo Kemper Vasquez , Joel Telles

Wideband codecs such as AMR-WB or EVS are widely used in (mobile) speech communication. Evaluation of coded speech quality is often performed subjectively by an absolute category rating (ACR) listening test. However, the ACR test is…

Audio and Speech Processing · Electrical Eng. & Systems 2023-04-20 Ziyi Xu , Ziyue Zhao , Tim Fingscheidt

PESQ and POLQA , are standards are standards for automated assessment of voice quality of speech as experienced by human beings. The predictions of those objective measures should come as close as possible to subjective quality scores as…

Sound · Computer Science 2017-08-22 Dan Elbaz , Michael Zibulevsky

Speech quality assessment (SQA) aims to predict the perceived quality of speech signals under a wide range of distortions. It is inherently connected to speech enhancement (SE), which seeks to improve speech quality by removing unwanted…

Sound · Computer Science 2025-08-25 Wei Wang , Wangyou Zhang , Chenda Li , Jiatong Shi , Shinji Watanabe , Yanmin Qian

Traditionally, the quality of acoustic echo cancellers is evaluated using intrusive speech quality assessment measures such as ERLE \cite{g168} and PESQ \cite{p862}, or by carrying out subjective laboratory tests. Unfortunately, the former…

Audio and Speech Processing · Electrical Eng. & Systems 2022-01-28 Marju Purin , Sten Sootla , Mateja Sponza , Ando Saabas , Ross Cutler

Speech quality assessment (SQA) refers to the evaluation of speech quality, and developing an accurate automatic SQA method that reflects human perception has become increasingly important, in order to keep up with the generative AI boom.…

Sound · Computer Science 2025-08-29 Wen-Chin Huang

Automatic speech quality assessment is an important, transversal task whose progress is hampered by the scarcity of human annotations, poor generalization to unseen recording conditions, and a lack of flexibility of existing approaches. In…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-09 Joan Serrà , Jordi Pons , Santiago Pascual

Estimation of perceptual quality in audio and speech is possible using a variety of methods. The combined v3 release of ViSQOL and ViSQOLAudio (for speech and audio, respectively,) provides improvements upon previous versions, in terms of…

Audio and Speech Processing · Electrical Eng. & Systems 2020-04-22 Michael Chinen , Felicia S. C. Lim , Jan Skoglund , Nikita Gureev , Feargus O'Gorman , Andrew Hines

Efficient audio quality assessment is vital for streamlining audio codec development. Objective assessment tools have been developed over time to algorithmically predict quality ratings from subjective assessments, the gold standard for…

Audio and Speech Processing · Electrical Eng. & Systems 2024-11-28 Pablo M. Delgado , Jürgen Herre

Generative speech technologies are progressing rapidly, but evaluating the perceptual quality of synthetic speech remains a core challenge. Existing methods typically rely on scalar scores or binary decisions, which lack interpretability…

Recent advances in automatic quality estimation for machine translation have exclusively focused on written language, leaving the speech modality underexplored. In this work, we formulate the task of quality estimation for speech…

Computation and Language · Computer Science 2024-10-30 HyoJung Han , Kevin Duh , Marine Carpuat

Objective: This study investigates the perceived value and critique of ISTQB certifications, the most widely recognized testing qualifications worldwide. While the certifications aim to standardize the software testing body of knowledge,…

Software Engineering · Computer Science 2026-03-17 Vehid Geruslu , Alper Buğra Keleş , Sevde Değirmenci , Zafar Jafarov , Aytan Mövsümova , Atif Namazov

Since no metrics are available to evaluate specific aspects of a text, such as its personalization quality, the researchers often rely solely on large language models to meta-evaluate such texts. Due to internal biases of individual…

Computation and Language · Computer Science 2025-10-01 Dominik Macko , Andrew Pulver
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