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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

While end-to-end lyrics-to-song models offer convenience for casual users, professional songwriters require score-to-song systems that allow them to retain authorship over the core melody. However, existing score-to-song methods are limited…

Song generation focuses on producing controllable high-quality songs based on various prompts. However, existing methods struggle to generate vocals and accompaniments with prompt-based control and proper alignment. Additionally, they fall…

Audio and Speech Processing · Electrical Eng. & Systems 2026-02-17 Yu Zhang , Wenxiang Guo , Changhao Pan , Zhiyuan Zhu , Ruiqi Li , Jingyu Lu , Rongjie Huang , Ruiyuan Zhang , Zhiqing Hong , Ziyue Jiang , Zhou Zhao

We present SingSong, a system that generates instrumental music to accompany input vocals, potentially offering musicians and non-musicians alike an intuitive new way to create music featuring their own voice. To accomplish this, we build…

The Song Generation task aims to synthesize music composed of vocals and accompaniment from given lyrics. While the existing method, Jukebox, has explored this task, its constrained control over the generations often leads to deficiency in…

Sound · Computer Science 2024-09-11 Shuochen Gao , Shun Lei , Fan Zhuo , Hangyu Liu , Feng Liu , Boshi Tang , Qiaochu Huang , Shiyin Kang , Zhiyong Wu

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

Recent advancements in song generation have shown promising results in generating songs from lyrics and/or global text prompts. However, most existing systems lack the ability to model the temporally varying attributes of songs, limiting…

Sound · Computer Science 2026-05-29 Pengfei Cai , Joanna Wang , Haorui Zheng , Xu Li , Zihao Ji , Teng Ma , Zhongliang Liu , Chen Zhang , Pengfei Wan

Automatic song writing is a topic of significant practical interest. However, its research is largely hindered by the lack of training data due to copyright concerns and challenged by its creative nature. Most noticeably, prior works often…

While most research on controllable text generation has focused on steering base Language Models, the emerging instruction-tuning and prompting paradigm offers an alternate approach to controllability. We compile and release ConGenBench, a…

Computation and Language · Computer Science 2024-05-03 Dhananjay Ashok , Barnabas Poczos

The traditional songwriting process is rather complex and this is evident in the time it takes to produce lyrics that fit the genre and form comprehensive verses. Our project aims to simplify this process with deep learning techniques, thus…

Computation and Language · Computer Science 2024-09-24 Tracy Cai , Wilson Liang , Donte Townes

Text-to-music generation models are now capable of generating high-quality music audio in broad styles. However, text control is primarily suitable for the manipulation of global musical attributes like genre, mood, and tempo, and is less…

Sound · Computer Science 2023-11-14 Shih-Lun Wu , Chris Donahue , Shinji Watanabe , Nicholas J. Bryan

Text-to-song generation, the task of creating vocals and accompaniment from textual inputs, poses significant challenges due to domain complexity and data scarcity. Existing approaches often employ multi-stage generation procedures, leading…

Lyrics generation presents unique challenges, particularly in achieving precise syllable control while adhering to song form structures such as verses and choruses. Conventional line-by-line approaches often lead to unnatural phrasing,…

Computation and Language · Computer Science 2025-06-24 Yunkee Chae , Eunsik Shin , Suntae Hwang , Seungryeol Paik , Kyogu Lee

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

Music-driven dance generation is a challenging task as it requires strict adherence to genre-specific choreography while ensuring physically realistic and precisely synchronized dance sequences with the music's beats and rhythm. Although…

Graphics · Computer Science 2026-04-21 Xinran Liu , Xu Dong , Shenbin Qian , Diptesh Kanojia , Wenwu Wang , Zhenhua Feng

We introduce anticipation: a method for constructing a controllable generative model of a temporal point process (the event process) conditioned asynchronously on realizations of a second, correlated process (the control process). We…

Sound · Computer Science 2024-07-29 John Thickstun , David Hall , Chris Donahue , Percy Liang

Although current text-guided music generation technology can cope with simple creative scenarios, achieving fine-grained control over individual text-modality conditions remains challenging as user demands become more intricate.…

Sound · Computer Science 2024-08-12 Jialing Zou , Jiahao Mei , Xudong Nan , Jinghua Li , Daoguo Dong , Liang He

Tracking beats of singing voices without the presence of musical accompaniment can find many applications in music production, automatic song arrangement, and social media interaction. Its main challenge is the lack of strong rhythmic and…

Audio and Speech Processing · Electrical Eng. & Systems 2022-09-01 Mojtaba Heydari , Zhiyao Duan

Music is an integral part of human culture, embodying human intelligence and creativity, of which songs compose an essential part. While various aspects of song generation have been explored by previous works, such as singing voice, vocal…

We present the Melody-Guided Music Generation (MG2) model, a novel approach using melody to guide the text-to-music generation that, despite a simple method and limited resources, achieves excellent performance. Specifically, we first align…

Sound · Computer Science 2024-12-31 Shaopeng Wei , Manzhen Wei , Haoyu Wang , Yu Zhao , Gang Kou
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