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Recent singing-voice-synthesis (SVS) methods have achieved remarkable audio quality and naturalness, yet they lack the capability to control the style attributes of the synthesized singing explicitly. We propose Prompt-Singer, the first SVS…

Sound · Computer Science 2025-01-07 Yongqi Wang , Ruofan Hu , Rongjie Huang , Zhiqing Hong , Ruiqi Li , Wenrui Liu , Fuming You , Tao Jin , Zhou Zhao

This paper proposes an expressive singing voice synthesis system by introducing explicit vibrato modeling and latent energy representation. Vibrato is essential to the naturalness of synthesized sound, due to the inherent characteristics of…

Sound · Computer Science 2022-11-03 Yingjie Song , Wei Song , Wei Zhang , Zhengchen Zhang , Dan Zeng , Zhi Liu , Yang Yu

In this study, we define the identity of the singer with two independent concepts - timbre and singing style - and propose a multi-singer singing synthesis system that can model them separately. To this end, we extend our single-singer…

Sound · Computer Science 2019-10-30 Juheon Lee , Hyeong-Seok Choi , Junghyun Koo , Kyogu Lee

The virtual world is being established in which digital humans are created indistinguishable from real humans. Producing their audio-related capabilities is crucial since voice conveys extensive personal characteristics. We aim to create a…

Sound · Computer Science 2023-05-10 Wei Xue , Yiwen Wang , Qifeng Liu , Yike Guo

Singing voice synthesis has made remarkable progress in generating natural and high-quality voices. However, existing methods rarely provide precise control over vocal techniques such as intensity, mixed voice, falsetto, bubble, and breathy…

Sound · Computer Science 2025-04-22 Wenxiang Guo , Yu Zhang , Changhao Pan , Rongjie Huang , Li Tang , Ruiqi Li , Zhiqing Hong , Yongqi Wang , Zhou Zhao

Text-to-song (TTSong) is a music generation task that synthesizes accompanied singing voices. Current TTSong methods, inherited from singing voice synthesis (SVS), require melody-related information that can sometimes be impractical, such…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-03 Ruiqi Li , Zhiqing Hong , Yongqi Wang , Lichao Zhang , Rongjie Huang , Siqi Zheng , Zhou Zhao

High-fidelity multi-singer singing voice synthesis is challenging for neural vocoder due to the singing voice data shortage, limited singer generalization, and large computational cost. Existing open corpora could not meet requirements for…

Audio and Speech Processing · Electrical Eng. & Systems 2021-12-21 Rongjie Huang , Feiyang Chen , Yi Ren , Jinglin Liu , Chenye Cui , Zhou Zhao

This paper proposes a controllable singing voice synthesis system capable of generating expressive singing voice with two novel methodologies. First, a local style token module, which predicts frame-level style tokens from an input pitch…

Sound · Computer Science 2022-04-08 Juheon Lee , Hyeong-Seok Choi , Kyogu Lee

A song is a combination of singing voice and accompaniment. However, existing works focus on singing voice synthesis and music generation independently. Little attention was paid to explore song synthesis. In this work, we propose a novel…

Audio and Speech Processing · Electrical Eng. & Systems 2024-05-21 Zhiqing Hong , Rongjie Huang , Xize Cheng , Yongqi Wang , Ruiqi Li , Fuming You , Zhou Zhao , Zhimeng Zhang

We propose a semi-supervised singing synthesizer, which is able to learn new voices from audio data only, without any annotations such as phonetic segmentation. Our system is an encoder-decoder model with two encoders, linguistic and…

Sound · Computer Science 2020-11-06 Jordi Bonada , Merlijn Blaauw

Singing voice synthesis (SVS) aims to generate expressive and high-quality vocals from musical scores, requiring precise modeling of pitch, duration, and articulation. While diffusion-based models have achieved remarkable success in image…

Sound · Computer Science 2025-06-27 Kehan Sui , Jinxu Xiang , Fang Jin

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…

Sound · Computer Science 2022-12-07 Yi Lei , Shan Yang , Xinsheng Wang , Qicong Xie , Jixun Yao , Lei Xie , Dan Su

Singing Voice Synthesis (SVS) has witnessed significant advancements with the advent of deep learning techniques. However, a significant challenge in SVS is the scarcity of labeled singing voice data, which limits the effectiveness of…

Sound · Computer Science 2024-12-17 Yifeng Yu , Jiatong Shi , Yuning Wu , Yuxun Tang , Shinji Watanabe

Regenerating singing voices with altered lyrics while preserving melody consistency remains challenging, as existing methods either offer limited controllability or require laborious manual alignment. We propose YingMusic-Singer-Plus, a…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-10 Chunbo Hao , Junjie Zheng , Guobin Ma , Yuepeng Jiang , Huakang Chen , Wenjie Tian , Gongyu Chen , Zihao Chen , Lei Xie

Singing voice synthesis (SVS) is a task that aims to generate audio signals according to musical scores and lyrics. With its multifaceted nature concerning music and language, producing singing voices indistinguishable from that of human…

Audio and Speech Processing · Electrical Eng. & Systems 2021-10-07 Yin-Ping Cho , Fu-Rong Yang , Yung-Chuan Chang , Ching-Ting Cheng , Xiao-Han Wang , Yi-Wen Liu

We propose a singing voice synthesis (SVS) method for a more unified ensemble singing voice by modeling interactions between singers. Most existing SVS methods aim to synthesize a solo voice, and do not consider interactions between…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-17 Hiroaki Hyodo , Shinnosuke Takamichi , Tomohiko Nakamura , Junya Koguchi , Hiroshi Saruwatari

This paper aims to introduce a robust singing voice synthesis (SVS) system to produce very natural and realistic singing voices efficiently by leveraging the adversarial training strategy. On one hand, we designed simple but generic random…

Sound · Computer Science 2023-02-17 Zewang Zhang , Yibin Zheng , Xinhui Li , Li Lu

Controllable human voice generation, particularly for expressive domains like singing, remains a significant challenge. This paper introduces Vevo2, a unified framework for controllable speech and singing voice generation. To tackle issues…

In automatic music generation, a central challenge is to design controls that enable meaningful human-machine interaction. Existing systems often rely on extrinsic inputs such as text prompts or metadata, which do not allow humans to…

Sound · Computer Science 2026-03-03 Xiaoyu Yi , Qi He , Gus Xia , Ziyu Wang

Recent progress in diffusion-based Singing Voice Synthesis (SVS) demonstrates strong expressiveness but remains limited by data scarcity and model scalability. We introduce a two-stage pipeline: a compact seed set of human-sung recordings…

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