中文
相关论文

相关论文: YourTTS: Towards Zero-Shot Multi-Speaker TTS and Z…

200 篇论文

People change their tones of voice, often accompanied by nonverbal vocalizations (NVs) such as laughter and cries, to convey rich emotions. However, most text-to-speech (TTS) systems lack the capability to generate speech with rich…

音频与语音处理 · 电气工程与系统科学 2024-09-18 Haibin Wu , Xiaofei Wang , Sefik Emre Eskimez , Manthan Thakker , Daniel Tompkins , Chung-Hsien Tsai , Canrun Li , Zhen Xiao , Sheng Zhao , Jinyu Li , Naoyuki Kanda

The rapid advancement of Zero-Shot Text-to-Speech (ZS-TTS) technology has enabled high-fidelity voice synthesis from minimal audio cues, raising significant privacy and ethical concerns. Despite the threats to voice privacy, research to…

声音 · 计算机科学 2025-07-29 Taesoo Kim , Jinju Kim , Dongchan Kim , Jong Hwan Ko , Gyeong-Moon Park

We investigate the use of zero-shot text-to-speech (ZS-TTS) as a data augmentation source for low-resource personalized speech synthesis. While synthetic augmentation can provide linguistically rich and phonetically diverse speech, naively…

声音 · 计算机科学 2026-03-05 Youngwon Choi , Jinwoo Oh , Hwayeon Kim , Hyeonyu Kim

Speech synthesis models convert written text into natural-sounding audio. While earlier models were limited to a single speaker, recent advancements have led to the development of zero-shot systems that generate realistic speech from a wide…

声音 · 计算机科学 2025-02-12 Łukasz Bondaruk , Jakub Kubiak

A text-to-speech (TTS) model trained to reconstruct speech given text tends towards predictions that are close to the average characteristics of a dataset, failing to model the variations that make human speech sound natural. This problem…

音频与语音处理 · 电气工程与系统科学 2024-08-29 John Janiczek , Dading Chong , Dongyang Dai , Arlo Faria , Chao Wang , Tao Wang , Yuzong Liu

Direct speech-to-speech translation (S2ST) has gradually become popular as it has many advantages compared with cascade S2ST. However, current research mainly focuses on the accuracy of semantic translation and ignores the speech style…

声音 · 计算机科学 2023-07-26 Kun Song , Yi Ren , Yi Lei , Chunfeng Wang , Kun Wei , Lei Xie , Xiang Yin , Zejun Ma

Neural text-to-speech (TTS) can provide quality close to natural speech if an adequate amount of high-quality speech material is available for training. However, acquiring speech data for TTS training is costly and time-consuming,…

音频与语音处理 · 电气工程与系统科学 2023-06-29 Tuomo Raitio , Javier Latorre , Andrea Davis , Tuuli Morrill , Ladan Golipour

Text-to-Speech (TTS) synthesis using deep learning relies on voice quality. Modern TTS models are advanced, but they need large amount of data. Given the growing computational complexity of these models and the scarcity of large,…

声音 · 计算机科学 2023-10-10 Ze Liu

We present a meta-learning approach for adaptive text-to-speech (TTS) with few data. During training, we learn a multi-speaker model using a shared conditional WaveNet core and independent learned embeddings for each speaker. The aim of…

Full-stream text-to-speech (TTS) for interactive systems must start speaking with minimal delay while remaining controllable as text arrives incrementally. We present VoXtream2, a zero-shot full-stream TTS model with dynamic speaking-rate…

音频与语音处理 · 电气工程与系统科学 2026-03-17 Nikita Torgashov , Gustav Eje Henter , Gabriel Skantze

While recent Zero-Shot Text-to-Speech (ZS-TTS) models have achieved high naturalness and speaker similarity, they fall short in accent fidelity and control. To address this issue, we propose zero-shot accent generation that unifies Foreign…

声音 · 计算机科学 2026-02-06 Jinzuomu Zhong , Korin Richmond , Zhiba Su , Siqi Sun

We present a multispeaker, multilingual text-to-speech (TTS) synthesis model based on Tacotron that is able to produce high quality speech in multiple languages. Moreover, the model is able to transfer voices across languages, e.g.…

计算与语言 · 计算机科学 2019-07-25 Yu Zhang , Ron J. Weiss , Heiga Zen , Yonghui Wu , Zhifeng Chen , RJ Skerry-Ryan , Ye Jia , Andrew Rosenberg , Bhuvana Ramabhadran

Zero-shot cross-lingual transfer is promising, however has been shown to be sub-optimal, with inferior transfer performance across low-resource languages. In this work, we envision languages as domains for improving zero-shot transfer by…

计算与语言 · 计算机科学 2023-03-07 Shanu Kumar , Abbaraju Soujanya , Sandipan Dandapat , Sunayana Sitaram , Monojit Choudhury

On account of growing demands for personalization, the need for a so-called few-shot TTS system that clones speakers with only a few data is emerging. To address this issue, we propose Attentron, a few-shot TTS model that clones voices of…

音频与语音处理 · 电气工程与系统科学 2020-08-13 Seungwoo Choi , Seungju Han , Dongyoung Kim , Sungjoo Ha

Given a piece of speech and its transcript text, text-based speech editing aims to generate speech that can be seamlessly inserted into the given speech by editing the transcript. Existing methods adopt a two-stage approach: synthesize the…

声音 · 计算机科学 2021-09-14 Chuanxin Tang , Chong Luo , Zhiyuan Zhao , Dacheng Yin , Yucheng Zhao , Wenjun Zeng

We introduce MiniMax-Speech, an autoregressive Transformer-based Text-to-Speech (TTS) model that generates high-quality speech. A key innovation is our learnable speaker encoder, which extracts timbre features from a reference audio without…

Speech Translation (ST) is the task of translating speech in one language into text in another language. Traditional cascaded approaches for ST, using Automatic Speech Recognition (ASR) and Machine Translation (MT) systems, are prone to…

计算与语言 · 计算机科学 2021-07-14 Tu Anh Dinh

Recently, data-driven task-oriented dialogue systems have achieved promising performance in English. However, developing dialogue systems that support low-resource languages remains a long-standing challenge due to the absence of…

计算与语言 · 计算机科学 2019-11-22 Zihan Liu , Genta Indra Winata , Zhaojiang Lin , Peng Xu , Pascale Fung

This paper introduces VoxHakka, a text-to-speech (TTS) system designed for Taiwanese Hakka, a critically under-resourced language spoken in Taiwan. Leveraging the YourTTS framework, VoxHakka achieves high naturalness and accuracy and low…

声音 · 计算机科学 2024-10-03 Li-Wei Chen , Hung-Shin Lee , Chen-Chi Chang

Para-/non-linguistic information in speech is pivotal in shaping the listeners' impression. Although zero-shot text-to-speech (TTS) has achieved high speaker fidelity, modulating subtle para-/non-linguistic information to control perceived…

声音 · 计算机科学 2026-02-19 Kenichi Fujita , Shota Horiguchi , Yusuke Ijima