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Cross-speaker style transfer in speech synthesis aims at transferring a style from source speaker to synthesised speech of a target speaker's timbre. Most previous approaches rely on data with style labels, but manually-annotated labels are…

声音 · 计算机科学 2022-12-14 Chunyu Qiang , Peng Yang , Hao Che , Xiaorui Wang , Zhongyuan Wang

End-to-end neural TTS training has shown improved performance in speech style transfer. However, the improvement is still limited by the training data in both target styles and speakers. Inadequate style transfer performance occurs when the…

声音 · 计算机科学 2021-06-21 Xiaochun An , Frank K. Soong , Lei Xie

Recent advances in synthetic speech quality have enabled us to train text-to-speech (TTS) systems by using synthetic corpora. However, merely increasing the amount of synthetic data is not always advantageous for improving training…

音频与语音处理 · 电气工程与系统科学 2022-07-01 Eunwoo Song , Ryuichi Yamamoto , Ohsung Kwon , Chan-Ho Song , Min-Jae Hwang , Suhyeon Oh , Hyun-Wook Yoon , Jin-Seob Kim , Jae-Min Kim

Training neural text-to-speech (TTS) models for a new speaker typically requires several hours of high quality speech data. Prior works on voice cloning attempt to address this challenge by adapting pre-trained multi-speaker TTS models for…

声音 · 计算机科学 2022-04-07 Paarth Neekhara , Jason Li , Boris Ginsburg

We work to create a multilingual speech synthesis system which can generate speech with the proper accent while retaining the characteristics of an individual voice. This is challenging to do because it is expensive to obtain bilingual…

Different languages have distinct phonetic systems and vary in their prosodic features making it challenging to develop a Text-to-Speech (TTS) model that can effectively synthesise speech in multilingual settings. Furthermore, TTS…

计算与语言 · 计算机科学 2024-06-26 Yingting Li , Ambuj Mehrish , Bryan Chew , Bo Cheng , Soujanya Poria

Producing synthetic voice, similar to human-like sound, is an emerging novelty of modern interactive media systems. Text-To-Speech (TTS) systems try to generate synthetic and authentic voices via text input. Besides, well known and familiar…

音频与语音处理 · 电气工程与系统科学 2023-10-24 Mohammad Reza Hasanabadi

One-shot voice cloning aims to transform speaker voice and speaking style in speech synthesized from a text-to-speech (TTS) system, where only a shot recording from the target reference speech can be used. Out-of-domain transfer is still a…

声音 · 计算机科学 2022-02-25 Rui Li , Dong Pu , Minnie Huang , Bill Huang

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

Augmenting the training data of automatic speech recognition (ASR) systems with synthetic data generated by text-to-speech (TTS) or voice conversion (VC) has gained popularity in recent years. Several works have demonstrated improvements in…

音频与语音处理 · 电气工程与系统科学 2025-03-13 Sewade Ogun , Vincent Colotte , Emmanuel Vincent

Voice conversion (VC) techniques aim to modify speaker identity of an utterance while preserving the underlying linguistic information. Most VC approaches ignore modeling of the speaking style (e.g. emotion and emphasis), which may contain…

音频与语音处理 · 电气工程与系统科学 2020-05-20 Songxiang Liu , Yuewen Cao , Shiyin Kang , Na Hu , Xunying Liu , Dan Su , Dong Yu , Helen Meng

Recent advancements in text-to-speech (TTS) technology have increased demand for personalized audio synthesis. Zero-shot voice cloning, a specialized TTS task, aims to synthesize a target speaker's voice using only a single audio sample and…

声音 · 计算机科学 2025-06-03 Ming Meng , Ziyi Yang , Jian Yang , Zhenjie Su , Yonggui Zhu , Zhaoxin Fan

Zero-shot text-to-speech (TTS) synthesis aims to clone any unseen speaker's voice without adaptation parameters. By quantizing speech waveform into discrete acoustic tokens and modeling these tokens with the language model, recent language…

Current emotional Text-To-Speech (TTS) and style transfer methods rely on reference encoders to control global style or emotion vectors, but do not capture nuanced acoustic details of the reference speech. To this end, we propose a novel…

声音 · 计算机科学 2025-10-03 Jianing Yang , Sheng Li , Takahiro Shinozaki , Yuki Saito , Hiroshi Saruwatari

Voice Conversion (VC) aims to modify a speaker's timbre while preserving linguistic content. While recent VC models achieve strong performance, most struggle in real-time streaming scenarios due to high latency, dependence on ASR modules,…

声音 · 计算机科学 2025-10-13 Zhao Guo , Ziqian Ning , Guobin Ma , Lei Xie

In this work, we explore multiple architectures and training procedures for developing a multi-speaker and multi-lingual neural TTS system with the goals of a) improving the quality when the available data in the target language is limited…

计算与语言 · 计算机科学 2021-08-18 Javier Latorre , Charlotte Bailleul , Tuuli Morrill , Alistair Conkie , Yannis Stylianou

As recent text-to-speech (TTS) systems have been rapidly improved in speech quality and generation speed, many researchers now focus on a more challenging issue: expressive TTS. To control speaking styles, existing expressive TTS models use…

音频与语音处理 · 电气工程与系统科学 2022-10-07 Minchan Kim , Sung Jun Cheon , Byoung Jin Choi , Jong Jin Kim , Nam Soo Kim

Personalizing a speech synthesis system is a highly desired application, where the system can generate speech with the user's voice with rare enrolled recordings. There are two main approaches to build such a system in recent works: speaker…

声音 · 计算机科学 2022-08-01 Sung-Feng Huang , Chyi-Jiunn Lin , Da-Rong Liu , Yi-Chen Chen , Hung-yi Lee

Cross-speaker style transfer in speech synthesis aims at transferring a style from source speaker to synthesized speech of a target speaker's timbre. In most previous methods, the synthesized fine-grained prosody features often represent…

声音 · 计算机科学 2023-03-15 Chunyu Qiang , Peng Yang , Hao Che , Ying Zhang , Xiaorui Wang , Zhongyuan Wang

This paper presents SelfTTS, a text-to-speech (TTS) model designed for cross-speaker style transfer that eliminates the need for external pre-trained speaker or emotion encoders. The architecture achieves emotional expressivity in neutral…

音频与语音处理 · 电气工程与系统科学 2026-03-24 Lucas H. Ueda , João G. T. Lima , Pedro R. Corrêa , Flávio O. Simões , Mário U. Neto , Paula D. P. Costa