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In addition to traditional tasks such as prediction, classification and translation, deep learning is receiving growing attention as an approach for music generation, as witnessed by recent research groups such as Magenta at Google and CTRL…

声音 · 计算机科学 2018-11-13 Jean-Pierre Briot , François Pachet

Songs, as a central form of musical art, exemplify the richness of human intelligence and creativity. While recent advances in generative modeling have enabled notable progress in long-form song generation, current systems for full-length…

音频与语音处理 · 电气工程与系统科学 2025-07-25 Huakang Chen , Yuepeng Jiang , Guobin Ma , Chunbo Hao , Shuai Wang , Jixun Yao , Ziqian Ning , Meng Meng , Jian Luan , Lei Xie

We consider a novel task of automatically generating text descriptions of music. Compared with other well-established text generation tasks such as image caption, the scarcity of well-paired music and text datasets makes it a much more…

声音 · 计算机科学 2022-09-07 Peining Zhang , Junliang Guo , Linli Xu , Mu You , Junming Yin

Automatic Singing Assessment and Singing Information Processing have evolved over the past three decades to support singing pedagogy, performance analysis, and vocal training. While the first approach objectively evaluates a singer's…

音频与语音处理 · 电气工程与系统科学 2026-01-21 Arthur N. dos Santos , Bruno S. Masiero

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

Rap, a prominent genre of vocal performance, remains underexplored in vocal generation. General vocal synthesis depends on precise note and duration inputs, requiring users to have related musical knowledge, which limits flexibility. In…

音频与语音处理 · 电气工程与系统科学 2024-08-29 Ziqian Ning , Shuai Wang , Yuepeng Jiang , Jixun Yao , Lei He , Shifeng Pan , Jie Ding , Lei Xie

Singing-driven 3D head animation is a challenging yet promising task with applications in virtual avatars, entertainment, and education. Unlike speech, singing involves richer emotional nuance, dynamic prosody, and lyric-based semantics,…

图形学 · 计算机科学 2025-09-03 Zikai Huang , Yihan Zhou , Xuemiao Xu , Cheng Xu , Xiaofen Xing , Jing Qin , Shengfeng He

Automatic melody generation for pop music has been a long-time aspiration for both AI researchers and musicians. However, learning to generate euphonious melody has turned out to be highly challenging due to a number of factors.…

In this paper, we present a machine-learning approach to pitch correction for voice in a karaoke setting, where the vocals and accompaniment are on separate tracks and time-aligned. The network takes as input the time-frequency…

声音 · 计算机科学 2018-05-08 Sanna Wager , Lijiang Guo , Aswin Sivaraman , Minje Kim

Singing voice beat tracking is a challenging task, due to the lack of musical accompaniment that often contains robust rhythmic and harmonic patterns, something most existing beat tracking systems utilize and can be essential for estimating…

声音 · 计算机科学 2025-03-14 Jiajun Deng , Yaolong Ju , Jing Yang , Simon Lui , Xunying Liu

Existing music-driven dance generation approaches have achieved strong realism and effective audio-motion alignment. However, they generally lack semantic controllability, making it difficult to guide specific movements through natural…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Xinran Liu , Diptesh Kanojia , Wenwu Wang , Zhenhua Feng

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…

音频与语音处理 · 电气工程与系统科学 2026-04-10 Chunbo Hao , Junjie Zheng , Guobin Ma , Yuepeng Jiang , Huakang Chen , Wenjie Tian , Gongyu Chen , Zihao Chen , Lei Xie

Large pre-trained language models have repeatedly shown their ability to produce fluent text. Yet even when starting from a prompt, generation can continue in many plausible directions. Current decoding methods with the goal of controlling…

计算与语言 · 计算机科学 2021-09-21 Damian Pascual , Beni Egressy , Clara Meister , Ryan Cotterell , Roger Wattenhofer

Lyric-to-melody generation aims to automatically create melodies based on given lyrics, requiring the capture of complex and subtle correlations between them. However, previous works usually suffer from two main challenges: 1) lyric-melody…

音频与语音处理 · 电气工程与系统科学 2024-12-25 Jiaxing Yu , Xinda Wu , Yunfei Xu , Tieyao Zhang , Songruoyao Wu , Le Ma , Kejun Zhang

We present and release MIDI-GPT, a generative system based on the Transformer architecture that is designed for computer-assisted music composition workflows. MIDI-GPT supports the infilling of musical material at the track and bar level,…

Generative models for singing voice have been mostly concerned with the task of ``singing voice synthesis,'' i.e., to produce singing voice waveforms given musical scores and text lyrics. In this work, we explore a novel yet challenging…

声音 · 计算机科学 2020-07-22 Jen-Yu Liu , Yu-Hua Chen , Yin-Cheng Yeh , Yi-Hsuan Yang

Controllable text generation systems often leverage control codes to direct various properties of the output like style and length. Inspired by recent work on causal inference for NLP, this paper reveals a previously overlooked flaw in…

计算与语言 · 计算机科学 2022-10-10 Junyi Chai , Reid Pryzant , Victor Ye Dong , Konstantin Golobokov , Chenguang Zhu , Yi Liu

Despite the impressive progress of multimodal generative models, video-to-audio generation still suffers from limited performance and limits the flexibility to prioritize sound synthesis for specific objects within the scene. Conversely,…

计算机视觉与模式识别 · 计算机科学 2024-12-30 Yujin Jeong , Yunji Kim , Sanghyuk Chun , Jiyoung Lee

Music generation models can produce high-fidelity coherent accompaniment given complete audio input, but are limited to editing and loop-based workflows. We study real-time audio-to-audio accompaniment: as a model hears an input audio…

Recently, a variety of neural models have been proposed for lyrics generation. However, most previous work completes the generation process in a single pass with little human intervention. We believe that lyrics creation is a creative…

计算与语言 · 计算机科学 2022-01-19 Rongsheng Zhang , Xiaoxi Mao , Le Li , Lin Jiang , Lin Chen , Zhiwei Hu , Yadong Xi , Changjie Fan , Minlie Huang