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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…

声音 · 计算机科学 2025-06-27 Kehan Sui , Jinxu Xiang , Fang Jin

Singing voice synthesis (SVS) systems are built to synthesize high-quality and expressive singing voice, in which the acoustic model generates the acoustic features (e.g., mel-spectrogram) given a music score. Previous singing acoustic…

音频与语音处理 · 电气工程与系统科学 2022-03-23 Jinglin Liu , Chengxi Li , Yi Ren , Feiyang Chen , Zhou Zhao

We are interested in a challenging task, Realistic-Music-Score based Singing Voice Synthesis (RMS-SVS). RMS-SVS aims to generate high-quality singing voices given realistic music scores with different note types (grace, slur, rest, etc.).…

声音 · 计算机科学 2023-05-19 Jinzheng He , Jinglin Liu , Zhenhui Ye , Rongjie Huang , Chenye Cui , Huadai Liu , Zhou Zhao

Singing voice synthesis (SVS) system is expected to generate high-fidelity singing voice from given music scores (lyrics, duration and pitch). Recently, diffusion models have performed well in this field. However, sacrificing inference…

声音 · 计算机科学 2025-03-10 Yulin Song , Guorui Sang , Jing Yu , Chuangbai Xiao

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…

In this paper, we develop DeepSinger, a multi-lingual multi-singer singing voice synthesis (SVS) system, which is built from scratch using singing training data mined from music websites. The pipeline of DeepSinger consists of several…

音频与语音处理 · 电气工程与系统科学 2020-07-16 Yi Ren , Xu Tan , Tao Qin , Jian Luan , Zhou Zhao , Tie-Yan Liu

In this paper, we propose MakeSinger, a semi-supervised training method for singing voice synthesis (SVS) via classifier-free diffusion guidance. The challenge in SVS lies in the costly process of gathering aligned sets of text, pitch, and…

音频与语音处理 · 电气工程与系统科学 2024-06-11 Semin Kim , Myeonghun Jeong , Hyeonseung Lee , Minchan Kim , Byoung Jin Choi , Nam Soo Kim

Recently, denoising diffusion models have demonstrated remarkable performance among generative models in various domains. However, in the speech domain, the application of diffusion models for synthesizing time-varying audio faces…

音频与语音处理 · 电气工程与系统科学 2023-06-13 Ji-Sang Hwang , Sang-Hoon Lee , Seong-Whan Lee

Style transfer for out-of-domain (OOD) singing voice synthesis (SVS) focuses on generating high-quality singing voices with unseen styles (such as timbre, emotion, pronunciation, and articulation skills) derived from reference singing voice…

音频与语音处理 · 电气工程与系统科学 2025-06-02 Yu Zhang , Rongjie Huang , Ruiqi Li , JinZheng He , Yan Xia , Feiyang Chen , Xinyu Duan , Baoxing Huai , Zhou Zhao

In this paper, we develop a new multi-singer Chinese neural singing voice synthesis (SVS) system named WeSinger. To improve the accuracy and naturalness of synthesized singing voice, we design several specifical modules and techniques: 1) A…

声音 · 计算机科学 2022-06-28 Zewang Zhang , Yibin Zheng , Xinhui Li , Li Lu

Building a high-quality singing corpus for a person who is not good at singing is non-trivial, thus making it challenging to create a singing voice synthesizer for this person. Learn2Sing is dedicated to synthesizing the singing voice of a…

声音 · 计算机科学 2022-05-27 Heyang Xue , Xinsheng Wang , Yongmao Zhang , Lei Xie , Pengcheng Zhu , Mengxiao Bi

Zero-shot singing voice synthesis (SVS) with style transfer and style control aims to generate high-quality singing voices with unseen timbres and styles (including singing method, emotion, rhythm, technique, and pronunciation) from audio…

音频与语音处理 · 电气工程与系统科学 2025-06-02 Yu Zhang , Ziyue Jiang , Ruiqi Li , Changhao Pan , Jinzheng He , Rongjie Huang , Chuxin Wang , Zhou Zhao

This paper presents Sinsy, a deep neural network (DNN)-based singing voice synthesis (SVS) system. In recent years, DNNs have been utilized in statistical parametric SVS systems, and DNN-based SVS systems have demonstrated better…

音频与语音处理 · 电气工程与系统科学 2021-09-28 Yukiya Hono , Kei Hashimoto , Keiichiro Oura , Yoshihiko Nankaku , Keiichi Tokuda

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…

声音 · 计算机科学 2024-12-17 Yifeng Yu , Jiatong Shi , Yuning Wu , Yuxun Tang , Shinji Watanabe

Singing Voice Synthesis (SVS) aims to generate singing voices of high fidelity and expressiveness. Conventional SVS systems usually utilize an acoustic model to transform a music score into acoustic features, followed by a vocoder to…

音频与语音处理 · 电气工程与系统科学 2024-12-16 Jianwei Cui , Yu Gu , Shihao Chen , Jie Zhang , Liping Chen , Lirong Dai

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…

音频与语音处理 · 电气工程与系统科学 2021-10-07 Yin-Ping Cho , Fu-Rong Yang , Yung-Chuan Chang , Ching-Ting Cheng , Xiao-Han Wang , Yi-Wen Liu

Singing Voice Synthesis (SVS) remains constrained in practical deployment due to its strong dependence on accurate phoneme-level alignment and manually annotated melody contours, requirements that are resource-intensive and hinder…

声音 · 计算机科学 2025-12-05 Junjie Zheng , Chunbo Hao , Guobin Ma , Xiaoyu Zhang , Gongyu Chen , Chaofan Ding , Zihao Chen , Lei Xie

Singing voice synthesis (SVS) aims to generate natural and expressive singing waveforms from symbolic musical scores. In cVAE-based SVS, however, a mismatch arises because the decoder is trained with latent representations inferred from…

声音 · 计算机科学 2026-03-16 Minhyeok Yun , Yong-Hoon Choi

This paper presents an end-to-end high-quality singing voice synthesis (SVS) system that uses bidirectional encoder representation from Transformers (BERT) derived semantic embeddings to improve the expressiveness of the synthesized singing…

声音 · 计算机科学 2023-09-01 Shaohuan Zhou , Shun Lei , Weiya You , Deyi Tuo , Yuren You , Zhiyong Wu , Shiyin Kang , Helen Meng

Existing singing voice synthesis (SVS) models largely rely on fine-grained, phoneme-level durations, which limits their practical application. These methods overlook the complementary role of visual information in duration prediction.To…

音频与语音处理 · 电气工程与系统科学 2025-09-30 Ke Gu , Zhicong Wu , Peng Bai , Sitong Qiao , Zhiqi Jiang , Junchen Lu , Xiaodong Shi , Xinyuan Qian
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