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The front-end module in a typical Mandarin text-to-speech system (TTS) is composed of a long pipeline of text processing components, which requires extensive efforts to build and is prone to large accumulative model size and cascade errors.…

声音 · 计算机科学 2021-01-01 Yang Zhang , Liqun Deng , Yasheng Wang

Recent state-of-the-art neural text-to-speech (TTS) synthesis models have dramatically improved intelligibility and naturalness of generated speech from text. However, building a good bilingual or code-switched TTS for a particular voice is…

声音 · 计算机科学 2020-10-19 Shengkui Zhao , Trung Hieu Nguyen , Hao Wang , Bin Ma

The front-end is a critical component of English text-to-speech (TTS) systems, responsible for extracting linguistic features that are essential for a text-to-speech model to synthesize speech, such as prosodies and phonemes. The English…

计算与语言 · 计算机科学 2024-03-27 Zelin Ying , Chen Li , Yu Dong , Qiuqiang Kong , Qiao Tian , Yuanyuan Huo , Yuxuan Wang

Over the past decade, a series of unflagging efforts have been dedicated to developing highly expressive and controllable text-to-speech (TTS) systems. In general, the holistic TTS comprises two interconnected components: the frontend…

声音 · 计算机科学 2024-04-16 Quanxiu Wang , Hui Huang , Mingjie Wang , Yong Dai , Jinzuomu Zhong , Benlai Tang

Neural sequence-to-sequence text-to-speech synthesis (TTS) can produce high-quality speech directly from text or simple linguistic features such as phonemes. Unlike traditional pipeline TTS, the neural sequence-to-sequence TTS does not…

音频与语音处理 · 电气工程与系统科学 2020-10-08 Yusuke Yasuda , Xin Wang , Junichi Yamagishi

This paper describes progress towards making a Neural Text-to-Speech (TTS) Frontend that works for many languages and can be easily extended to new languages. We take a Machine Translation (MT) inspired approach to constructing the…

计算与语言 · 计算机科学 2020-04-13 Alistair Conkie , Andrew Finch

We investigate a novel cross-lingual multi-speaker text-to-speech synthesis approach for generating high-quality native or accented speech for native/foreign seen/unseen speakers in English and Mandarin. The system consists of three…

音频与语音处理 · 电气工程与系统科学 2019-11-27 Zhaoyu Liu , Brian Mak

Text-to-Speech (TTS) system is a system where speech is synthesized from a given text following any particular approach. Concatenative synthesis, Hidden Markov Model (HMM) based synthesis, Deep Learning (DL) based synthesis with multiple…

声音 · 计算机科学 2021-08-03 Prithwiraj Bhattacharjee , Rajan Saha Raju , Arif Ahmad , M. Shahidur Rahman

Chinese dialects are different variations of Chinese and can be considered as different languages in the same language family with Mandarin. Though they all use Chinese characters, the pronunciations, grammar and idioms can vary…

计算与语言 · 计算机科学 2022-12-13 Junhui Zhang , Wudi Bao , Junjie Pan , Xiang Yin , Zejun Ma

End-to-end text-to-speech synthesis systems achieved immense success in recent times, with improved naturalness and intelligibility. However, the end-to-end models, which primarily depend on the attention-based alignment, do not offer an…

音频与语音处理 · 电气工程与系统科学 2021-10-07 Giridhar Pamisetty , K. Sri Rama Murty

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

A text-to-speech synthesis system typically consists of multiple stages, such as a text analysis frontend, an acoustic model and an audio synthesis module. Building these components often requires extensive domain expertise and may contain…

Modern text-to-speech synthesis pipelines typically involve multiple processing stages, each of which is designed or learnt independently from the rest. In this work, we take on the challenging task of learning to synthesise speech from…

声音 · 计算机科学 2021-03-18 Jeff Donahue , Sander Dieleman , Mikołaj Bińkowski , Erich Elsen , Karen Simonyan

Recent advancements in text-to-speech (TTS) models have aimed to streamline the two-stage process into a single-stage training approach. However, many single-stage models still lag behind in audio quality, particularly when handling Kurdish…

声音 · 计算机科学 2024-08-08 Hawraz A. Ahmad , Tarik A. Rashid

Tibetan is a low-resource language with limited parallel speech corpora spanning its three major dialects (\"U-Tsang, Amdo, and Kham), limiting progress in speech modeling. To address this issue, we propose TMD-TTS, a unified Tibetan…

计算与语言 · 计算机科学 2026-04-21 Yutong Liu , Ziyue Zhang , Ban Ma-bao , Renzeng Duojie , Yuqing Cai , Yongbin Yu , Xiangxiang Wang , Fan Gao , Cheng Huang , Nyima Tashi

Tibetan text-to-speech (TTS) has long been challenged by scarce speech resources, significant dialectal variation, and the complex mapping between written text and spoken pronunciation. To address these issues, this work presents, to the…

声音 · 计算机科学 2026-05-05 Jiaxu He , Chao Wang , Jie Lian , Yuqing Cai , Yongxiang Li , Renzeg Duojie , Jie Li

Modeling unit and model architecture are two key factors of Recurrent Neural Network Transducer (RNN-T) in end-to-end speech recognition. To improve the performance of RNN-T for Mandarin speech recognition task, a novel transformer…

音频与语音处理 · 电气工程与系统科学 2020-04-29 Li Fu , Xiaoxiao Li , Libo Zi

With the similarity between music and speech synthesis from symbolic input and the rapid development of text-to-speech (TTS) techniques, it is worthwhile to explore ways to improve the MIDI-to-audio performance by borrowing from TTS…

声音 · 计算机科学 2023-03-22 Xuan Shi , Erica Cooper , Xin Wang , Junichi Yamagishi , Shrikanth Narayanan

Recently, deep learning-based Text-to-Speech (TTS) systems have achieved high-quality speech synthesis results. Recurrent neural networks have become a standard modeling technique for sequential data in TTS systems and are widely used.…

声音 · 计算机科学 2024-03-19 Ziqi Liang , Haoxiang Shi , Jiawei Wang , Keda Lu

Recurrent Neural Networks (RNNs) have become the standard modeling technique for sequence data, and are used in a number of novel text-to-speech models. However, training a TTS model including RNN components has certain requirements for GPU…

计算与语言 · 计算机科学 2023-04-18 Ziqi Liang
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