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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

Speech synthesis for poetry is challenging due to specific intonation patterns inherent to poetic speech. In this work, we propose an approach to synthesise poems with almost human like naturalness in order to enable literary scholars to…

音频与语音处理 · 电气工程与系统科学 2022-10-20 Julia Koch , Florian Lux , Nadja Schauffler , Toni Bernhart , Felix Dieterle , Jonas Kuhn , Sandra Richter , Gabriel Viehhauser , Ngoc Thang Vu

Text to Speech (TTS) models can generate natural and high-quality speech, but it is not expressive enough when synthesizing speech with dramatic expressiveness, such as stand-up comedies. Considering comedians have diverse personal speech…

声音 · 计算机科学 2023-05-23 Yuyue Wang , Huan Xiao , Yihan Wu , Ruihua Song

Text-to-speech (TTS) and singing voice synthesis (SVS) aim at generating high-quality speaking and singing voice according to textual input and music scores, respectively. Unifying TTS and SVS into a single system is crucial to the…

声音 · 计算机科学 2022-12-07 Yi Lei , Shan Yang , Xinsheng Wang , Qicong Xie , Jixun Yao , Lei Xie , Dan Su

The potential of synthetic data in text-to-speech (TTS) model training has gained increasing attention, yet its rationality and effectiveness require systematic validation. In this study, we systematically investigate the feasibility of…

声音 · 计算机科学 2025-12-22 Tingxiao Zhou , Leying Zhang , Zhengyang Chen , Yanmin Qian

Machine-generated speech is characterized by its limited or unnatural emotional variation. Current text to speech systems generates speech with either a flat emotion, emotion selected from a predefined set, average variation learned from…

音频与语音处理 · 电气工程与系统科学 2021-11-10 Sarath Sivaprasad , Saiteja Kosgi , Vineet Gandhi

There has been a growing interest in using end-to-end acoustic models for singing voice synthesis (SVS). Typically, these models require an additional vocoder to transform the generated acoustic features into the final waveform. However,…

声音 · 计算机科学 2023-08-08 Yuning Wu , Yifeng Yu , Jiatong Shi , Tao Qian , Qin Jin

With the rapid development of neural network architectures and speech processing models, singing voice synthesis with neural networks is becoming the cutting-edge technique of digital music production. In this work, in order to explore how…

声音 · 计算机科学 2021-08-29 Dengfeng Ke , Yuxing Lu , Xudong Liu , Yanyan Xu , Jing Sun , Cheng-Hao Cai

Cross-speaker style transfer is crucial to the applications of multi-style and expressive speech synthesis at scale. It does not require the target speakers to be experts in expressing all styles and to collect corresponding recordings for…

声音 · 计算机科学 2021-07-28 Shifeng Pan , Lei He

Text-to-speech systems recently achieved almost indistinguishable quality from human speech. However, the prosody of those systems is generally flatter than natural speech, producing samples with low expressiveness. Disentanglement of…

Prosodic modeling is a core problem in speech synthesis. The key challenge is producing desirable prosody from textual input containing only phonetic information. In this preliminary study, we introduce the concept of "style tokens" in…

计算与语言 · 计算机科学 2017-11-03 Yuxuan Wang , RJ Skerry-Ryan , Ying Xiao , Daisy Stanton , Joel Shor , Eric Battenberg , Rob Clark , Rif A. Saurous

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…

Speech synthesis and music audio generation from symbolic input differ in many aspects but share some similarities. In this study, we investigate how text-to-speech synthesis techniques can be used for piano MIDI-to-audio synthesis tasks.…

声音 · 计算机科学 2022-02-25 Erica Cooper , Xin Wang , Junichi Yamagishi

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

Controllable speech synthesis aims to control the style of generated speech using reference input, which can be of various modalities. Existing face-based methods struggle with robustness and generalization due to data quality constraints,…

声音 · 计算机科学 2025-06-27 Rui Niu , Weihao Wu , Jie Chen , Long Ma , Zhiyong Wu

We propose a novel training strategy for Tacotron-based text-to-speech (TTS) system to improve the expressiveness of speech. One of the key challenges in prosody modeling is the lack of reference that makes explicit modeling difficult. The…

声音 · 计算机科学 2021-04-13 Rui Liu , Berrak Sisman , Guanglai Gao , Haizhou Li

Recent advances in text-to-speech (TTS) synthesis, such as Tacotron and WaveRNN, have made it possible to construct a fully neural network based TTS system, by coupling the two components together. Such a system is conceptually simple as it…

We propose prosody embeddings for emotional and expressive speech synthesis networks. The proposed methods introduce temporal structures in the embedding networks, thus enabling fine-grained control of the speaking style of the synthesized…

计算与语言 · 计算机科学 2019-02-19 Younggun Lee , Taesu Kim

Intonations play an important role in delivering the intention of a speaker. However, current end-to-end TTS systems often fail to model proper intonations. To alleviate this problem, we propose a novel, intuitive method to synthesize…

音频与语音处理 · 电气工程与系统科学 2022-11-08 Jihwan Lee , Joun Yeop Lee , Heejin Choi , Seongkyu Mun , Sangjun Park , Jae-Sung Bae , Chanwoo Kim

Speech synthesis has recently seen significant improvements in fidelity, driven by the advent of neural vocoders and neural prosody generators. However, these systems lack intuitive user controls over prosody, making them unable to rectify…

音频与语音处理 · 电气工程与系统科学 2020-08-13 Max Morrison , Zeyu Jin , Justin Salamon , Nicholas J. Bryan , Gautham J. Mysore