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相关论文: MOSRA: Joint Mean Opinion Score and Room Acoustics…

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Previous methods for predicting room acoustic parameters and speech quality metrics have focused on the single-channel case, where room acoustics and Mean Opinion Score (MOS) are predicted for a single recording device. However,…

音频与语音处理 · 电气工程与系统科学 2024-03-14 Jozef Coldenhoff , Andrew Harper , Paul Kendrick , Tijana Stojkovic , Milos Cernak

Human judgments obtained through Mean Opinion Scores (MOS) are the most reliable way to assess the quality of speech signals. However, several recent attempts to automatically estimate MOS using deep learning approaches lack robustness and…

音频与语音处理 · 电气工程与系统科学 2022-06-27 Pranay Manocha , Anurag Kumar

Speech audio quality is subject to degradation caused by an acoustic environment and isotropic ambient and point noises. The environment can lead to decreased speech intelligibility and loss of focus and attention by the listener. Basic…

音频与语音处理 · 电气工程与系统科学 2022-04-05 Paula Sánchez López , Paul Callens , Milos Cernak

Perceptual speech quality is an important performance metric for teleconferencing applications. The mean opinion score (MOS) is standardized for the perceptual evaluation of speech quality and is obtained by asking listeners to rate the…

声音 · 计算机科学 2022-12-06 Haleh Akrami , Hannes Gamper

The mean opinion score (MOS) is a standard metric for assessing speech quality, but its singular focus fails to identify specific distortions when low scores are observed. The NISQA dataset addresses this limitation by providing ratings…

音频与语音处理 · 电气工程与系统科学 2025-06-06 Fredrik Cumlin , Xinyu Liang , Victor Ungureanu , Chandan K. A. Reddy , Christian Schüldt , Saikat Chatterjee

Perceptually-inspired objective functions such as the perceptual evaluation of speech quality (PESQ), signal-to-distortion ratio (SDR), and short-time objective intelligibility (STOI), have recently been used to optimize performance of…

音频与语音处理 · 电气工程与系统科学 2023-03-27 Khandokar Md. Nayem , Donald S. Williamson

The Mean Opinion Score (MOS) serves as the standard metric for speech quality assessment, yet biases in human annotations remain underexplored. We conduct the first systematic analysis of gender bias in MOS, revealing that male listeners…

音频与语音处理 · 电气工程与系统科学 2026-03-17 Wenze Ren , Yi-Cheng Lin , Wen-Chin Huang , Erica Cooper , Ryandhimas E. Zezario , Hsin-Min Wang , Hung-yi Lee , Yu Tsao

The perceptual task of speech quality assessment (SQA) is a challenging task for machines to do. Objective SQA methods that rely on the availability of the corresponding clean reference have been the primary go-to approaches for SQA.…

音频与语音处理 · 电气工程与系统科学 2021-10-19 Pranay Manocha , Buye Xu , Anurag Kumar

Mean Opinion Score (MOS) is a popular measure for evaluating synthesized speech. However, the scores obtained in MOS tests are heavily dependent upon many contextual factors. One such factor is the overall range of quality of the samples…

音频与语音处理 · 电气工程与系统科学 2023-10-10 Erica Cooper , Junichi Yamagishi

Accurate audio quality estimation is essential for developing and evaluating audio generation, retrieval, and enhancement systems. Existing non-intrusive assessment models predict a single Mean Opinion Score (MOS) for speech, merging…

音频与语音处理 · 电气工程与系统科学 2026-01-13 Yi-Cheng Lin , Jia-Hung Chen , Hung-yi Lee

The objective speech quality assessment is usually conducted by comparing received speech signal with its clean reference, while human beings are capable of evaluating the speech quality without any reference, such as in the mean opinion…

音频与语音处理 · 电气工程与系统科学 2021-04-06 Meng Yu , Chunlei Zhang , Yong Xu , Shixiong Zhang , Dong Yu

Speech quality assessment has been a critical component in many voice communication related applications such as telephony and online conferencing. Traditional intrusive speech quality assessment requires the clean reference of the degraded…

音频与语音处理 · 电气工程与系统科学 2022-11-07 Yuchen Liu , Li-Chia Yang , Alex Pawlicki , Marko Stamenovic

In online conferencing applications, estimating the perceived quality of an audio signal is crucial to ensure high quality of experience for the end user. The most reliable way to assess the quality of a speech signal is through human…

音频与语音处理 · 电气工程与系统科学 2023-08-24 Bastiaan Tamm , Rik Vandenberghe , Hugo Van hamme

Estimating the perceived quality of an audio signal is critical for many multimedia and audio processing systems. Providers strive to offer optimal and reliable services in order to increase the user quality of experience (QoE). In this…

音频与语音处理 · 电气工程与系统科学 2019-03-19 Anderson R. Avila , Hannes Gamper , Chandan Reddy , Ross Cutler , Ivan Tashev , Johannes Gehrke

Automatic speech quality assessment has become increasingly important as modern speech generation systems continue to advance, while human listening tests remain costly, time-consuming, and difficult to scale. Most existing learning-based…

Teaching is one of the most important factors affecting any education system. Many research efforts have been conducted to facilitate the presentation modes used by instructors in classrooms as well as provide means for students to review…

机器学习 · 计算机科学 2012-01-16 Marian George , Moustafa Youssef

MOS (Mean Opinion Score) is a subjective method used for the evaluation of a system's quality. Telecommunications (for voice and video), and speech synthesis systems (for generated speech) are a few of the many applications of the method.…

音频与语音处理 · 电气工程与系统科学 2022-04-26 Bálint Gyires-Tóth , Csaba Zainkó

Objective speech quality models aim to predict human-perceived speech quality using automated methods. However, cross-lingual generalization remains a major challenge, as Mean Opinion Scores (MOS) vary across languages due to linguistic,…

Speech quality assessment is a critical process in selecting text-to-speech synthesis (TTS) or voice conversion models. Evaluation of voice synthesis can be done using objective metrics or subjective metrics. Although there are many…

声音 · 计算机科学 2025-06-04 Saurabh Agrawal , Raj Gohil , Gopal Kumar Agrawal , Vikram C M , Kushal Verma

Speech quality assessment (SQA) aims to evaluate the quality of speech samples without relying on time-consuming listener questionnaires. Recent efforts have focused on training neural-based SQA models to predict the mean opinion score…

声音 · 计算机科学 2025-06-24 Yuto Kondo , Hirokazu Kameoka , Kou Tanaka , Takuhiro Kaneko
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