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The goal of this work is to investigate the performance of popular speaker recognition models on speech segments from movies, where often actors intentionally disguise their voice to play a character. We make the following three…

声音 · 计算机科学 2021-02-12 Andrew Brown , Jaesung Huh , Arsha Nagrani , Joon Son Chung , Andrew Zisserman

Recent works demonstrate that voice assistants do not perform equally well for everyone, but research on demographic robustness of speech technologies is still scarce. This is mainly due to the rarity of large datasets with controlled…

Recent speech enhancement models have shown impressive performance gains by scaling up model complexity and training data. However, the impact of dataset variability (e.g. text, language, speaker, and noise) has been underexplored.…

音频与语音处理 · 电气工程与系统科学 2024-12-20 Leying Zhang , Wangyou Zhang , Chenda Li , Yanmin Qian

Training on multiple modalities of input can augment the capabilities of a language model. Here, we ask whether such a training regime can improve the quality and efficiency of these systems as well. We focus on text--audio and introduce…

计算与语言 · 计算机科学 2023-12-08 Lukas Wolf , Greta Tuckute , Klemen Kotar , Eghbal Hosseini , Tamar Regev , Ethan Wilcox , Alex Warstadt

Existing Voice Cloning (VC) tasks aim to convert a paragraph text to a speech with desired voice specified by a reference audio. This has significantly boosted the development of artificial speech applications. However, there also exist…

计算机视觉与模式识别 · 计算机科学 2021-11-29 Qi Chen , Yuanqing Li , Yuankai Qi , Jiaqiu Zhou , Mingkui Tan , Qi Wu

Although discrete speech tokens have exhibited strong potential for language model-based speech generation, their high bitrates and redundant timbre information restrict the development of such models. In this work, we propose LSCodec, a…

音频与语音处理 · 电气工程与系统科学 2025-05-22 Yiwei Guo , Zhihan Li , Chenpeng Du , Hankun Wang , Xie Chen , Kai Yu

Deep speaker embeddings have become the leading method for encoding speaker identity in speaker recognition tasks. The embedding space should ideally capture the variations between all possible speakers, encoding the multiple acoustic…

声音 · 计算机科学 2021-04-26 Chau Luu , Peter Bell , Steve Renals

Turn-taking management is crucial for any social interaction. Still, it is challenging to model human-machine interaction due to the complexity of the social context and its multimodal nature. Unlike conventional systems based on silence…

计算与语言 · 计算机科学 2025-06-05 Takeshi Saga , Catherine Pelachaud

To train transcriptor models that produce robust results, a large and diverse labeled dataset is required. Finding such data with the necessary characteristics is a challenging task, especially for languages less popular than English.…

声音 · 计算机科学 2026-05-01 Alexandre R. Ferreira , Cláudio E. C. Campelo

Existing Visual Question Answering (VQA) models are often fragile and sensitive to input variations. In this paper, we propose a novel approach to address this issue based on modular networks, which creates two questions related by…

计算机视觉与模式识别 · 计算机科学 2020-12-24 Spencer Whitehead , Hui Wu , Yi Ren Fung , Heng Ji , Rogerio Feris , Kate Saenko

Emotions play a central role in human communication, shaping trust, engagement, and social interaction. As artificial intelligence systems powered by large language models become increasingly integrated into everyday life, enabling them to…

音频与语音处理 · 电气工程与系统科学 2026-03-11 Soumya Dutta

While the effect of various lexical, syntactic, semantic and stylistic features have been addressed in persuasive language from a computational point of view, the persuasive effect of phonetics has received little attention. By modeling a…

计算与语言 · 计算机科学 2015-08-25 Marco Guerini , Gözde Özbal , Carlo Strapparava

We present eCat, a novel end-to-end multispeaker model capable of: a) generating long-context speech with expressive and contextually appropriate prosody, and b) performing fine-grained prosody transfer between any pair of seen speakers.…

Generative models have gained more and more attention in recent years for their remarkable success in tasks that required estimating and sampling data distribution to generate high-fidelity synthetic data. In speech, text-to-speech…

音频与语音处理 · 电气工程与系统科学 2024-03-27 Alexander H. Liu , Matt Le , Apoorv Vyas , Bowen Shi , Andros Tjandra , Wei-Ning Hsu

Speech models have long been known to overfit individual speakers for many classification tasks. This leads to poor generalization in settings where the speakers are out-of-domain or out-of-distribution, as is common in production…

计算与语言 · 计算机科学 2024-11-08 Maximillian Chen , Zhou Yu

Voice anonymisation can be used to help protect speaker privacy when speech data is shared with untrusted others. In most practical applications, while the voice identity should be sanitised, other attributes such as the spoken content…

音频与语音处理 · 电气工程与系统科学 2024-08-09 Michele Panariello , Massimiliano Todisco , Nicholas Evans

As speech generation technology advances, the risk of misuse through deepfake audio has become a pressing concern, which underscores the critical need for robust detection systems. However, many existing speech deepfake datasets are limited…

声音 · 计算机科学 2025-07-30 Wen Huang , Yanmei Gu , Zhiming Wang , Huijia Zhu , Yanmin Qian

Turn-taking is a fundamental aspect of human communication and can be described as the ability to take turns, project upcoming turn shifts, and supply backchannels at appropriate locations throughout a conversation. In this work, we…

音频与语音处理 · 电气工程与系统科学 2022-09-13 Erik Ekstedt , Gabriel Skantze

Building a high-quality singing corpus for a person who is not good at singing is non-trivial, thus making it challenging to create a singing voice synthesizer for this person. Learn2Sing is dedicated to synthesizing the singing voice of a…

声音 · 计算机科学 2022-05-27 Heyang Xue , Xinsheng Wang , Yongmao Zhang , Lei Xie , Pengcheng Zhu , Mengxiao Bi

The amount of articulatory data available for training deep learning models is much less compared to acoustic speech data. In order to improve articulatory-to-acoustic synthesis performance in these low-resource settings, we propose a…

音频与语音处理 · 电气工程与系统科学 2024-12-19 Peter Wu , Bohan Yu , Kevin Scheck , Alan W Black , Aditi S. Krishnapriyan , Irene Y. Chen , Tanja Schultz , Shinji Watanabe , Gopala K. Anumanchipalli
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