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相关论文: Style-Label-Free: Cross-Speaker Style Transfer by …

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Cross-speaker style transfer aims to extract the speech style of the given reference speech, which can be reproduced in the timbre of arbitrary target speakers. Existing methods on this topic have explored utilizing utterance-level style…

声音 · 计算机科学 2022-08-22 Xiang Li , Changhe Song , Xianhao Wei , Zhiyong Wu , Jia Jia , Helen Meng

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

Incorporating cross-speaker style transfer in text-to-speech (TTS) models is challenging due to the need to disentangle speaker and style information in audio. In low-resource expressive data scenarios, voice conversion (VC) can generate…

音频与语音处理 · 电气工程与系统科学 2024-09-27 Lucas H. Ueda , Leonardo B. de M. M. Marques , Flávio O. Simões , Mário U. Neto , Fernando Runstein , Bianca Dal Bó , Paula D. P. Costa

In this paper, we introduce the Variational Autoencoder (VAE) to an end-to-end speech synthesis model, to learn the latent representation of speaking styles in an unsupervised manner. The style representation learned through VAE shows good…

计算与语言 · 计算机科学 2019-02-15 Ya-Jie Zhang , Shifeng Pan , Lei He , Zhen-Hua Ling

The expressive quality of synthesized speech for audiobooks is limited by generalized model architecture and unbalanced style distribution in the training data. To address these issues, in this paper, we propose a self-supervised style…

声音 · 计算机科学 2023-12-20 Xueyuan Chen , Xi Wang , Shaofei Zhang , Lei He , Zhiyong Wu , Xixin Wu , Helen Meng

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

Current voice conversion (VC) methods can successfully convert timbre of the audio. As modeling source audio's prosody effectively is a challenging task, there are still limitations of transferring source style to the converted speech. This…

音频与语音处理 · 电气工程与系统科学 2021-06-29 Zhichao Wang , Xinyong Zhou , Fengyu Yang , Tao Li , Hongqiang Du , Lei Xie , Wendong Gan , Haitao Chen , Hai Li

In expressive speech synthesis, there are high requirements for emotion interpretation. However, it is time-consuming to acquire emotional audio corpus for arbitrary speakers due to their deduction ability. In response to this problem, this…

音频与语音处理 · 电气工程与系统科学 2021-10-12 Pengfei Wu , Junjie Pan , Chenchang Xu , Junhui Zhang , Lin Wu , Xiang Yin , Zejun Ma

In recent years, emotional text-to-speech has shown considerable progress. However, it requires a large amount of labeled data, which is not easily accessible. Even if it is possible to acquire an emotional speech dataset, there is still a…

声音 · 计算机科学 2023-03-16 Suhee Jo , Younggun Lee , Yookyung Shin , Yeongtae Hwang , Taesu Kim

Cross-speaker style transfer (CSST) in text-to-speech (TTS) synthesis aims at transferring a speaking style to the synthesised speech in a target speaker's voice. Most previous CSST approaches rely on expensive high-quality data carrying…

音频与语音处理 · 电气工程与系统科学 2021-09-09 Songxiang Liu , Shan Yang , Dan Su , Dong Yu

This paper introduces a multi-scale speech style modeling method for end-to-end expressive speech synthesis. The proposed method employs a multi-scale reference encoder to extract both the global-scale utterance-level and the local-scale…

声音 · 计算机科学 2021-04-09 Xiang Li , Changhe Song , Jingbei Li , Zhiyong Wu , Jia Jia , Helen Meng

Despite the progress made in the style transfer task, most previous work focus on transferring only relatively simple features like color or texture, while missing more abstract concepts such as overall art expression or painter-specific…

计算机视觉与模式识别 · 计算机科学 2023-10-10 Zipeng Xu , Enver Sangineto , Nicu Sebe

We address the problem of cross-speaker style transfer for text-to-speech (TTS) using data augmentation via voice conversion. We assume to have a corpus of neutral non-expressive data from a target speaker and supporting conversational…

音频与语音处理 · 电气工程与系统科学 2022-02-11 Manuel Sam Ribeiro , Julian Roth , Giulia Comini , Goeric Huybrechts , Adam Gabrys , Jaime Lorenzo-Trueba

Expressive voice conversion aims to transfer both speaker identity and expressive attributes from a target speech to a given source speech. In this work, we improve over a self-supervised, non-autoregressive framework with a conditional…

声音 · 计算机科学 2025-06-05 Seymanur Akti , Tuan Nam Nguyen , Alexander Waibel

Text style transfer aims to change the style of sentences while preserving the semantic meanings. Due to the lack of parallel data, the Denoising Auto-Encoder (DAE) is widely used in this task to model distributions of different sentence…

计算与语言 · 计算机科学 2021-04-28 Jicheng Li , Yang Feng , Jiao Ou

The goal of cross-speaker style transfer in TTS is to transfer a speech style from a source speaker with expressive data to a target speaker with only neutral data. In this context, we propose using a pre-trained singing voice conversion…

音频与语音处理 · 电气工程与系统科学 2024-10-10 Leonardo B. de M. M. Marques , Lucas H. Ueda , Mário U. Neto , Flávio O. Simões , Fernando Runstein , Bianca Dal Bó , Paula D. P. Costa

This paper aims to synthesize the target speaker's speech with desired speaking style and emotion by transferring the style and emotion from reference speech recorded by other speakers. We address this challenging problem with a two-stage…

音频与语音处理 · 电气工程与系统科学 2023-03-15 Xinfa Zhu , Yi Lei , Kun Song , Yongmao Zhang , Tao Li , Lei Xie

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

Expressive text-to-speech has shown improved performance in recent years. However, the style control of synthetic speech is often restricted to discrete emotion categories and requires training data recorded by the target speaker in the…

计算与语言 · 计算机科学 2022-07-14 Yookyung Shin , Younggun Lee , Suhee Jo , Yeongtae Hwang , Taesu Kim

Language style transferring rephrases text with specific stylistic attributes while preserving the original attribute-independent content. One main challenge in learning a style transfer system is a lack of parallel data where the source…

计算与语言 · 计算机科学 2018-08-27 Zhirui Zhang , Shuo Ren , Shujie Liu , Jianyong Wang , Peng Chen , Mu Li , Ming Zhou , Enhong Chen
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