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Conventional voice conversion modifies voice characteristics from a source speaker to a target speaker, relying on audio input from both sides. However, this process becomes infeasible when clean audio is unavailable, such as in silent…

声音 · 计算机科学 2025-08-05 Yifan Liu , Yu Fang , Zhouhan Lin

This paper proposes a novel MoE-based speaker adaptation framework for foundation models based dysarthric speech recognition. This approach enables zero-shot adaptation and real-time processing while incorporating domain knowledge. Speech…

Building cross-lingual voice conversion (VC) systems for multiple speakers and multiple languages has been a challenging task for a long time. This paper describes a parallel non-autoregressive network to achieve bilingual and code-switched…

音频与语音处理 · 电气工程与系统科学 2021-04-23 Yaogen Yang , Haozhe Zhang , Xiaoyi Qin , Shanshan Liang , Huahua Cui , Mingyang Xu , Ming Li

We present an approach for unsupervised learning of speech representation disentangling contents and styles. Our model consists of: (1) a local encoder that captures per-frame information; (2) a global encoder that captures per-utterance…

计算与语言 · 计算机科学 2021-06-22 Andros Tjandra , Ruoming Pang , Yu Zhang , Shigeki Karita

In this work, we propose a novel method for modeling numerous speakers, which enables expressing the overall characteristics of speakers in detail like a trained multi-speaker model without additional training on the target speaker's…

声音 · 计算机科学 2024-06-03 Jungil Kong , Junmo Lee , Jeongmin Kim , Beomjeong Kim , Jihoon Park , Dohee Kong , Changheon Lee , Sangjin Kim

In this paper, we introduce a zero-shot Voice Transfer (VT) module that can be seamlessly integrated into a multi-lingual Text-to-speech (TTS) system to transfer an individual's voice across languages. Our proposed VT module comprises a…

音频与语音处理 · 电气工程与系统科学 2024-09-24 Fadi Biadsy , Youzheng Chen , Isaac Elias , Kyle Kastner , Gary Wang , Andrew Rosenberg , Bhuvana Ramabhadran

This paper focuses on using voice conversion (VC) to improve the speech intelligibility of surgical patients who have had parts of their articulators removed. Due to the difficulty of data collection, VC without parallel data is highly…

音频与语音处理 · 电气工程与系统科学 2019-08-26 Li-Wei Chen , Hung-Yi Lee , Yu Tsao

Many speech processing tasks involve measuring the acoustic similarity between speech segments. Acoustic word embeddings (AWE) allow for efficient comparisons by mapping speech segments of arbitrary duration to fixed-dimensional vectors.…

计算与语言 · 计算机科学 2020-12-15 Lisa van Staden , Herman Kamper

In recent years, several text-to-speech systems have been proposed to synthesize natural speech in zero-shot, few-shot, and low-resource scenarios. However, these methods typically require training with data from many different speakers.…

音频与语音处理 · 电气工程与系统科学 2025-06-03 Kishor Kayyar Lakshminarayana , Frank Zalkow , Christian Dittmar , Nicola Pia , Emanuel A. P. Habets

Creating realistic and natural-sounding synthetic speech remains a big challenge for voice identities unseen during training. As there is growing interest in synthesizing voices of new speakers, here we investigate the ability of…

Despite previous success in generating audio-driven talking heads, most of the previous studies focus on the correlation between speech content and the mouth shape. Facial emotion, which is one of the most important features on natural…

计算机视觉与模式识别 · 计算机科学 2021-05-21 Xinya Ji , Hang Zhou , Kaisiyuan Wang , Wayne Wu , Chen Change Loy , Xun Cao , Feng Xu

Voice conversion has made great progress in the past few years under the studio-quality test scenario in terms of speech quality and speaker similarity. However, in real applications, test speech from source speaker or target speaker can be…

声音 · 计算机科学 2022-01-27 Hongqiang Du , Lei Xie , Haizhou Li

Recently end-to-end neural audio/speech coding has shown its great potential to outperform traditional signal analysis based audio codecs. This is mostly achieved by following the VQ-VAE paradigm where blind features are learned,…

声音 · 计算机科学 2023-02-28 Xue Jiang , Xiulian Peng , Yuan Zhang , Yan Lu

Zero-shot voice conversion (VC) synthesizes speech in a target speaker's voice while preserving linguistic and paralinguistic content. However, timbre leakage-where source speaker traits persist-remains a challenge, especially in neural…

音频与语音处理 · 电气工程与系统科学 2025-07-15 Shivam Mehta , Yingru Liu , Zhenyu Tang , Kainan Peng , Vimal Manohar , Shun Zhang , Mike Seltzer , Qing He , Mingbo Ma

Text-based voice editing (TBVE) uses synthetic output from text-to-speech (TTS) systems to replace words in an original recording. Recent work has used neural models to produce edited speech that is similar to the original speech in terms…

声音 · 计算机科学 2022-10-31 Jason Fong , Yun Wang , Prabhav Agrawal , Vimal Manohar , Jilong Wu , Thilo Köhler , Qing He

We propose a Text-to-Speech method to create an unseen expressive style using one utterance of expressive speech of around one second. Specifically, we enhance the disentanglement capabilities of a state-of-the-art sequence-to-sequence…

机器学习 · 计算机科学 2020-02-18 Vatsal Aggarwal , Marius Cotescu , Nishant Prateek , Jaime Lorenzo-Trueba , Roberto Barra-Chicote

Research on audio clue-based target speaker extraction (TSE) has focused on modeling mixtures and reference speech, achieving strong results in English due to abundant datasets. However, cross-lingual properties remain underexplored, as…

音频与语音处理 · 电气工程与系统科学 2025-06-10 The Hieu Pham , Phuong Thanh Tran Nguyen , Xuan Tho Nguyen , Tan Dat Nguyen , Duc Dung Nguyen

The zero-shot scenario for speech generation aims at synthesizing a novel unseen voice with only one utterance of the target speaker. Although the challenges of adapting new voices in zero-shot scenario exist in both stages -- acoustic…

声音 · 计算机科学 2022-07-06 Yi Lei , Shan Yang , Jian Cong , Lei Xie , Dan Su

Self-supervised learning (SSL) has reduced the reliance on expensive labeling in speech technologies by learning meaningful representations from unannotated data. Since most SSL-based downstream tasks prioritize content information in…

声音 · 计算机科学 2025-05-27 Giuseppe Ruggiero , Matteo Testa , Jurgen Van de Walle , Luigi Di Caro

Voice conversion (VC) and text-to-speech (TTS) are two tasks that share a similar objective, generating speech with a target voice. However, they are usually developed independently under vastly different frameworks. In this paper, we…

音频与语音处理 · 电气工程与系统科学 2019-09-17 Hieu-Thi Luong , Junichi Yamagishi