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Recent advances in singing voice synthesis (SVS) have attracted substantial attention from both academia and industry. With the advent of large language models and novel generative paradigms, producing controllable, high-fidelity singing…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-22 Changhao Pan , Dongyu Yao , Yu Zhang , Wenxiang Guo , Jingyu Lu , Zhiyuan Zhu , Zhou Zhao

End-to-end singing voice synthesis (SVS) is attractive due to the avoidance of pre-aligned data. However, the auto learned alignment of singing voice with lyrics is difficult to match the duration information in musical score, which will…

Sound · Computer Science 2022-02-22 Tao Wang , Ruibo Fu , Jiangyan Yi , Jianhua Tao , Zhengqi Wen

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

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…

Sound · Computer Science 2023-09-01 Shaohuan Zhou , Shun Lei , Weiya You , Deyi Tuo , Yuren You , Zhiyong Wu , Shiyin Kang , Helen Meng

This paper presents ByteSing, a Chinese singing voice synthesis (SVS) system based on duration allocated Tacotron-like acoustic models and WaveRNN neural vocoders. Different from the conventional SVS models, the proposed ByteSing employs…

Audio and Speech Processing · Electrical Eng. & Systems 2021-01-26 Yu Gu , Xiang Yin , Yonghui Rao , Yuan Wan , Benlai Tang , Yang Zhang , Jitong Chen , Yuxuan Wang , Zejun Ma

We propose a sequence-to-sequence singing synthesizer, which avoids the need for training data with pre-aligned phonetic and acoustic features. Rather than the more common approach of a content-based attention mechanism combined with an…

Sound · Computer Science 2020-02-21 Merlijn Blaauw , Jordi Bonada

In this paper, we present Period Singer, a novel end-to-end singing voice synthesis (SVS) model that utilizes variational inference for periodic and aperiodic components, aimed at producing natural-sounding waveforms. Recent end-to-end SVS…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-12 Taewoo Kim , Choongsang Cho , Young Han Lee

Singing voice synthesis (SVS) is the computer production of a human-like singing voice from given musical scores. To accomplish end-to-end SVS effectively and efficiently, this work adopts the acoustic model-neural vocoder architecture…

Audio and Speech Processing · Electrical Eng. & Systems 2022-09-22 Yin-Ping Cho , Yu Tsao , Hsin-Min Wang , Yi-Wen Liu

Singing Voice Conversion (SVC) transfers a source singer's timbre to a target while keeping melody and lyrics. The key challenge in any-to-any SVC is adapting unseen speaker timbres to source audio without quality degradation. Existing…

Sound · Computer Science 2025-08-11 Wei Chen , Binzhu Sha , Dan Luo , Jing Yang , Zhuo Wang , Fan Fan , Zhiyong Wu

Singing voice synthesis (SVS) has seen remarkable advancements in recent years. However, compared to speech and general audio data, publicly available singing datasets remain limited. In practice, this data scarcity often leads to…

Sound · Computer Science 2025-12-17 Yiwen Zhao , Jiatong Shi , Yuxun Tang , William Chen , Shinji Watanabe

This paper presents a high quality singing synthesizer that is able to model a voice with limited available recordings. Based on the sequence-to-sequence singing model, we design a multi-singer framework to leverage all the existing singing…

Audio and Speech Processing · Electrical Eng. & Systems 2020-06-19 Jie Wu , Jian Luan

We propose a unified framework for Singing Voice Synthesis (SVS) and Conversion (SVC), addressing the limitations of existing approaches in cross-domain SVS/SVC, poor output musicality, and scarcity of singing data. Our framework enables…

Sound · Computer Science 2025-01-24 Shuqi Dai , Yunyun Wang , Roger B. Dannenberg , Zeyu Jin

Speech-to-singing voice conversion (STS) task always suffers from data scarcity, because it requires paired speech and singing data. Compounding this issue are the challenges of content-pitch alignment and the suboptimal quality of…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-05 Ruiqi Li , Rongjie Huang , Yongqi Wang , Zhiqing Hong , Zhou Zhao

This paper presents a method of using autoregressive neural networks for the acoustic modeling of singing voice synthesis (SVS). Singing voice differs from speech and it contains more local dynamic movements of acoustic features, e.g.,…

Sound · Computer Science 2019-06-24 Yuan-Hao Yi , Yang Ai , Zhen-Hua Ling , Li-Rong Dai

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…

Audio and Speech Processing · Electrical Eng. & Systems 2020-07-16 Yi Ren , Xu Tan , Tao Qin , Jian Luan , Zhou Zhao , Tie-Yan Liu

This paper presents an advanced end-to-end singing voice synthesis (SVS) system based on the source-filter mechanism that directly translates lyrical and melodic cues into expressive and high-fidelity human-like singing. Similarly to…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-17 Jianwei Cui , Yu Gu , Chao Weng , Jie Zhang , Liping Chen , Lirong Dai

The present paper describes singing voice synthesis based on convolutional neural networks (CNNs). Singing voice synthesis systems based on deep neural networks (DNNs) are currently being proposed and are improving the naturalness of…

Audio and Speech Processing · Electrical Eng. & Systems 2020-04-23 Kazuhiro Nakamura , Shinji Takaki , Kei Hashimoto , Keiichiro Oura , Yoshihiko Nankaku , Keiichi Tokuda

Singing voice detection (SVD), to recognize vocal parts in the song, is an essential task in music information retrieval (MIR). The task remains challenging since singing voice varies and intertwines with the accompaniment music, especially…

Audio and Speech Processing · Electrical Eng. & Systems 2022-05-09 Yifu Sun , Xulong Zhang , Yi Yu , Xi Chen , Wei Li

The present paper describes a singing voice synthesis based on convolutional neural networks (CNNs). Singing voice synthesis systems based on deep neural networks (DNNs) are currently being proposed and are improving the naturalness of…

Audio and Speech Processing · Electrical Eng. & Systems 2019-06-26 Kazuhiro Nakamura , Kei Hashimoto , Keiichiro Oura , Yoshihiko Nankaku , Keiichi Tokuda

Deep learning based singing voice synthesis (SVS) systems have been demonstrated to flexibly generate singing with better qualities, compared to conventional statistical parametric based methods. However, neural systems are generally…

Audio and Speech Processing · Electrical Eng. & Systems 2022-07-07 Shuai Guo , Jiatong Shi , Tao Qian , Shinji Watanabe , Qin Jin