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In this paper, we present SANE-TTS, a stable and natural end-to-end multilingual TTS model. By the difficulty of obtaining multilingual corpus for given speaker, training multilingual TTS model with monolingual corpora is unavoidable. We…

音频与语音处理 · 电气工程与系统科学 2022-09-28 Hyunjae Cho , Wonbin Jung , Junhyeok Lee , Sang Hoon Woo

Speech synthesis is one of the challenging tasks to automate by deep learning, also being a low-resource language there are very few attempts at Bangla speech synthesis. Most of the existing works can't work with anything other than simple…

声音 · 计算机科学 2021-06-09 Zabir Al Nazi , Sayed Mohammed Tasmimul Huda

This paper introduces HiFiTTS-2, a large-scale speech dataset designed for high-bandwidth speech synthesis. The dataset is derived from LibriVox audiobooks, and contains approximately 36.7k hours of English speech for 22.05 kHz training,…

音频与语音处理 · 电气工程与系统科学 2025-09-23 Ryan Langman , Xuesong Yang , Paarth Neekhara , Shehzeen Hussain , Edresson Casanova , Evelina Bakhturina , Jason Li

State-of-the-art text-to-speech (TTS) systems require several hours of recorded speech data to generate high-quality synthetic speech. When using reduced amounts of training data, standard TTS models suffer from speech quality and…

This paper proposes Virtuoso, a massively multilingual speech-text joint semi-supervised learning framework for text-to-speech synthesis (TTS) models. Existing multilingual TTS typically supports tens of languages, which are a small…

Recent advances in generative language modeling applied to discrete speech tokens presented a new avenue for text-to-speech (TTS) synthesis. These speech language models (SLMs), similarly to their textual counterparts, are scalable,…

音频与语音处理 · 电气工程与系统科学 2024-05-17 Siyang Wang , Éva Székely

Short-utterance speaker verification presents significant challenges due to the limited information in brief speech segments, which can undermine accuracy and reliability. Recently, zero-shot text-to-speech (ZS-TTS) systems have made…

声音 · 计算机科学 2025-06-18 Yiyang Zhao , Shuai Wang , Guangzhi Sun , Zehua Chen , Chao Zhang , Mingxing Xu , Thomas Fang Zheng

While acoustic expressiveness has long been studied in expressive text-to-speech (ETTS), the inherent expressiveness in text lacks sufficient attention, especially for ETTS of artistic works. In this paper, we introduce StoryTTS, a highly…

声音 · 计算机科学 2024-04-24 Sen Liu , Yiwei Guo , Xie Chen , Kai Yu

When deploying a Chinese neural text-to-speech (TTS) synthesis system, one of the challenges is to synthesize Chinese utterances with English phrases or words embedded. This paper looks into the problem in the encoder-decoder framework when…

计算与语言 · 计算机科学 2019-08-23 Liumeng Xue , Wei Song , Guanghui Xu , Lei Xie , Zhizheng Wu

Modeling voices for multiple speakers and multiple languages in one text-to-speech system has been a challenge for a long time. This paper presents an extension on Tacotron2 to achieve bilingual multispeaker speech synthesis when there are…

音频与语音处理 · 电气工程与系统科学 2020-05-22 Zexin Cai , Yaogen Yang , Ming Li

The rapid development of neural text-to-speech (TTS) systems enabled its usage in other areas of natural language processing such as automatic speech recognition (ASR) or spoken language translation (SLT). Due to the large number of…

计算与语言 · 计算机科学 2024-08-01 Nick Rossenbach , Ralf Schlüter , Sakriani Sakti

We introduce Fish Audio S2, an open-sourced text-to-speech system featuring multi-speaker, multi-turn generation, and, most importantly, instruction-following control via natural-language descriptions. To scale training, we develop a…

This paper explores multi-modal controllable Text-to-Speech Synthesis (TTS) where the voice can be generated from face image, and the characteristics of output speech (e.g., pace, noise level, distance, tone, place) can be controllable with…

音频与语音处理 · 电气工程与系统科学 2025-05-27 Minsu Kim , Pingchuan Ma , Honglie Chen , Stavros Petridis , Maja Pantic

In recent years, neural network based methods for multi-speaker text-to-speech synthesis (TTS) have made significant progress. However, the current speaker encoder models used in these methods still cannot capture enough speaker…

声音 · 计算机科学 2022-03-29 Jinlong Xue , Yayue Deng , Yichen Han , Ya Li , Jianqing Sun , Jiaen Liang

Token-based text-to-speech (TTS) models have emerged as a promising avenue for generating natural and realistic speech, yet they grapple with low pronunciation accuracy, speaking style and timbre inconsistency, and a substantial need for…

声音 · 计算机科学 2024-03-12 Chunhui Wang , Chang Zeng , Bowen Zhang , Ziyang Ma , Yefan Zhu , Zifeng Cai , Jian Zhao , Zhonglin Jiang , Yong Chen

We present OmniVoice, a massively multilingual zero-shot text-to-speech (TTS) model that scales to over 600 languages. At its core is a novel diffusion language model-style discrete non-autoregressive (NAR) architecture. Unlike conventional…

计算与语言 · 计算机科学 2026-04-22 Han Zhu , Lingxuan Ye , Wei Kang , Zengwei Yao , Liyong Guo , Fangjun Kuang , Zhifeng Han , Weiji Zhuang , Long Lin , Daniel Povey

Several high-resource Text to Speech (TTS) systems currently produce natural, well-established human-like speech. In contrast, low-resource languages, including Arabic, have very limited TTS systems due to the lack of resources. We propose…

计算与语言 · 计算机科学 2023-01-27 Massa Baali , Tomoki Hayashi , Hamdy Mubarak , Soumi Maiti , Shinji Watanabe , Wassim El-Hajj , Ahmed Ali

Persian remains substantially underrepresented in open speech-text resources, limiting progress in multi-speaker text-to-speech (TTS), speech-language modelling, and low-resource speech processing. We introduce ParsVoice, the largest…

声音 · 计算机科学 2026-05-27 Mohammad Javad Ranjbar Kalahroodi , Heshaam Faili , Azadeh Shakery

Recently, synthesizing personalized speech by text-to-speech (TTS) application is highly demanded. But the previous TTS models require a mass of target speaker speeches for training. It is a high-cost task, and hard to record lots of…

声音 · 计算机科学 2022-05-25 Xulong Zhang , Jianzong Wang , Ning Cheng , Jing Xiao

We introduce RASMALAI, a large-scale speech dataset with rich text descriptions, designed to advance controllable and expressive text-to-speech (TTS) synthesis for 23 Indian languages and English. It comprises 13,000 hours of speech and 24…

计算与语言 · 计算机科学 2025-05-28 Ashwin Sankar , Yoach Lacombe , Sherry Thomas , Praveen Srinivasa Varadhan , Sanchit Gandhi , Mitesh M Khapra