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Self-supervised models for speech processing emerged recently as popular foundation blocks in speech processing pipelines. These models are pre-trained on unlabeled audio data and then used in speech processing downstream tasks such as…

计算与语言 · 计算机科学 2022-07-06 Marcely Zanon Boito , Laurent Besacier , Natalia Tomashenko , Yannick Estève

Multichannel speech enhancement algorithms are essential for improving the intelligibility of speech signals in noisy environments. These algorithms are usually evaluated at the utterance level, but this approach overlooks the disparities…

声音 · 计算机科学 2025-06-24 Nasser-Eddine Monir , Paul Magron , Romain Serizel

This paper introduces VoxSim, a dataset of perceptual voice similarity ratings. Recent efforts to automate the assessment of speech synthesis technologies have primarily focused on predicting mean opinion score of naturalness, leaving…

音频与语音处理 · 电气工程与系统科学 2024-07-29 Junseok Ahn , Youkyum Kim , Yeunju Choi , Doyeop Kwak , Ji-Hoon Kim , Seongkyu Mun , Joon Son Chung

Unlike text, speech conveys information about the speaker, such as gender, through acoustic cues like pitch. This gives rise to modality-specific bias concerns. For example, in speech translation (ST), when translating from languages with…

计算与语言 · 计算机科学 2026-04-29 Lina Conti , Dennis Fucci , Marco Gaido , Matteo Negri , Guillaume Wisniewski , Luisa Bentivogli

Audio deepfake detection aims to detect real human voices from those generated by Artificial Intelligence (AI) and has emerged as a significant problem in the field of voice biometrics systems. With the ever-improving quality of synthetic…

声音 · 计算机科学 2026-05-12 Aishwarya Fursule , Shruti Kshirsagar , Anderson R. Avila

It is well known that speaker identification performs extremely well in the neutral talking environments; however, the identification performance is declined sharply in the shouted talking environments. This work aims at proposing,…

人工智能 · 计算机科学 2017-06-30 Ismail Shahin

As experts in voice modification, trans-feminine gender-affirming voice teachers have unique perspectives on voice that confound current understandings of speaker identity. To demonstrate this, we present the Versatile Voice Dataset (VVD),…

Automated speaker recognition uses data processing to identify speakers by their voice. Today, automated speaker recognition is deployed on billions of smart devices and in services such as call centres. Despite their wide-scale deployment…

声音 · 计算机科学 2022-06-22 Wiebke Toussaint Hutiri , Aaron Ding

This paper presents a benchmark for singing voice enhancement. The development of singing voice enhancement is limited by the lack of realistic evaluation data. To address this gap, this paper introduces SingVERSE, the first real-world…

声音 · 计算机科学 2025-09-26 Shaohan Jiang , Junan Zhang , Yunjia Zhang , Jing Yang , Fan Fan , Zhizheng Wu

In recent years, there has been a growing focus on fairness and inclusivity within speech technology, particularly in areas such as automatic speech recognition and speech sentiment analysis. When audio is transcoded prior to processing, as…

声音 · 计算机科学 2025-09-26 Kemal Altwlkany , Amar Kuric , Emanuel Lacic

Voice Assistants (VAs) can assist users in various everyday tasks, but many users are reluctant to rely on VAs for intricate tasks like online shopping. This study aims to examine whether the vocal characteristics of VAs can serve as an…

人机交互 · 计算机科学 2024-06-14 Sabid Bin Habib Pias , Ran Huang , Donald Williamson , Minjeong Kim , Apu Kapadia

Gender bias is largely recognized as a problematic phenomenon affecting language technologies, with recent studies underscoring that it might surface differently across languages. However, most of current evaluation practices adopt a…

计算与语言 · 计算机科学 2022-03-21 Beatrice Savoldi , Marco Gaido , Luisa Bentivogli , Matteo Negri , Marco Turchi

Cultural items like songs have an important impact in creating and reinforcing stereotypes, biases, and discrimination. But the actual nature of such items is often less transparent. Take songs, for example. Are lyrics biased against women?…

计算与语言 · 计算机科学 2022-01-11 Reihane Boghrati , Jonah Berger

Translating from languages without productive grammatical gender like English into gender-marked languages is a well-known difficulty for machines. This difficulty is also due to the fact that the training data on which models are built…

Unlike other data modalities such as text and vision, speech does not lend itself to easy interpretation. While lay people can understand how to describe an image or sentence via perception, non-expert descriptions of speech often end at…

声音 · 计算机科学 2023-10-05 Robin Netzorg , Bohan Yu , Andrea Guzman , Peter Wu , Luna McNulty , Gopala Anumanchipalli

This paper presents a new method of singing voice analysis that performs mutually-dependent singing voice separation and vocal fundamental frequency (F0) estimation. Vocal F0 estimation is considered to become easier if singing voices can…

声音 · 计算机科学 2016-11-29 Yukara Ikemiya , Katsutoshi Itoyama , Kazuyoshi Yoshii

Speaker identity plays a significant role in human communication and is being increasingly used in societal applications, many through advances in machine learning. Speaker identity perception is an essential cognitive phenomenon that can…

音频与语音处理 · 电气工程与系统科学 2024-06-18 Gasser Elbanna

Various parametric representations have been proposed to model the speech signal. While the performance of such vocoders is well-known in the context of speech processing, their extrapolation to singing voice synthesis might not be…

音频与语音处理 · 电气工程与系统科学 2020-06-09 Onur Babacan , Thomas Drugman , Tuomo Raitio , Daniel Erro , Thierry Dutoit

This paper provides a computational analysis of poetry reading audio signals at a large scale to unveil the musicality within professionally-read poems. Although the acoustic characteristics of other types of spoken language have been…

声音 · 计算机科学 2024-04-02 Kahyun Choi , Minje Kim

The single-speaker singing voice synthesis (SVS) usually underperforms at pitch values that are out of the singer's vocal range or associated with limited training samples. Based on our previous work, this work proposes a…

声音 · 计算机科学 2023-09-04 Shaohuan Zhou , Xu Li , Zhiyong Wu , Ying Shan , Helen Meng