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Related papers: Objective Measures of Perceptual Audio Quality Rev…

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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

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

Neural audio codecs have gained recent popularity for their use in generative modeling as they offer high-fidelity audio reconstruction at low bitrates. While human listening studies remain the gold standard for assessing perceptual…

Sound · Computer Science 2025-11-26 Luca A. Lanzendörfer , Florian Grötschla

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 encouraging outcome of the proposed approach is based on the…

Sound · Computer Science 2023-08-31 Tashi Namgyal , Alexander Hepburn , Raul Santos-Rodriguez , Valero Laparra , Jesus Malo

Objective speech-quality metrics are widely used to assess codec performance. However, for neural codecs, it is often unclear which metrics provide reliable quality estimates. To address this, we evaluated 45 objective metrics by…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-30 Wolfgang Mack , Nezih Topaloglu , Laura Lechler , Ivana Balić , Alexandra Craciun , Mansur Yesilbursa , Kamil Wojcicki

Subjective tests are the gold standard for evaluating speech quality and intelligibility; however, they are time-consuming and expensive. Thus, objective measures that align with human perceptions are crucial. This study evaluates the…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-11 Hsin-Tien Chiang , Kuo-Hsuan Hung , Szu-Wei Fu , Heng-Cheng Kuo , Ming-Hsueh Tsai , Yu Tsao

Human subjective evaluation is the gold standard to evaluate speech quality optimized for human perception. Perceptual objective metrics serve as a proxy for subjective scores. The conventional and widely used metrics require a reference…

Sound · Computer Science 2021-02-12 Chandan K A Reddy , Vishak Gopal , Ross Cutler

Recent years have seen considerable advances in audio synthesis with deep generative models. However, the state-of-the-art is very difficult to quantify; different studies often use different evaluation methodologies and different metrics…

Sound · Computer Science 2022-09-02 Ashvala Vinay , Alexander Lerch

Objective evaluation of audio processed with Time-Scale Modification (TSM) remains an open problem. Recently, a dataset of time-scaled audio with subjective quality labels was published and used to create an initial objective measure of…

Audio and Speech Processing · Electrical Eng. & Systems 2021-04-07 Timothy Roberts , Kuldip K. Paliwal

Objective audio quality measurement systems often use perceptual models to predict the subjective quality scores of processed signals, as reported in listening tests. Most systems map different metrics of perceived degradation into a single…

Audio and Speech Processing · Electrical Eng. & Systems 2022-12-12 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

ODAQ (Open Dataset of Audio Quality) provides a comprehensive framework for exploring both monaural and binaural audio quality degradations across a range of distortion classes and signals, accompanied by subjective quality ratings. A…

Audio and Speech Processing · Electrical Eng. & Systems 2025-12-12 Pablo M. Delgado , Sascha Dick , Christoph Thompson , Chih-Wei Wu , Phillip A. Williams

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

The Open Dataset of Audio Quality (ODAQ) was recently introduced to address the scarcity of openly available audio datasets with corresponding subjective quality scores. The dataset, released under permissive licenses, comprises audio…

Audio and Speech Processing · Electrical Eng. & Systems 2025-04-02 Sascha Dick , Christoph Thompson , Chih-Wei Wu , Matteo Torcoli , Pablo Delgado , Phillip A. Williams , Emanuel Habets

The quality of human voice plays an important role across various fields like music, speech therapy, and communication, yet it lacks a universally accepted, objective definition. Instead, voice quality is referred to using subjective…

Sound · Computer Science 2024-10-15 Hira Dhamyal , Rita Singh

Meaningful speech assessment is vital in clinical phonetics and therapy monitoring. This study examined the link between perceptual speech assessments and objective acoustic measures in a large head and neck cancer (HNC) dataset. Trained…

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

Music source separation aims to extract individual sound sources (e.g., vocals, drums, guitar) from a mixed music recording. However, evaluating the quality of separated audio remains challenging, as commonly used metrics like the…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-01 Noah Jaffe , John Ashley Burgoyne

This work introduces a feature extracted from stereophonic/binaural audio signals aiming to represent a measure of perceived quality degradation in processed spatial auditory scenes. The feature extraction technique is based on a simplified…

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

The performance evaluation remains a complex challenge in audio separation, and existing evaluation metrics are often misaligned with human perception, course-grained, relying on ground truth signals. On the other hand, subjective listening…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-28 Helin Wang , Bowen Shi , Andros Tjandra , John Hoffman , Yi-Chiao Wu , Apoorv Vyas , Najim Dehak , Ann Lee , Wei-Ning Hsu
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