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Music is characterized by aspects related to different modalities, such as the audio signal, the lyrics, or the music video clips. This has motivated the development of multimodal datasets and methods for Music Information Retrieval (MIR)…

多媒体 · 计算机科学 2025-09-19 Jonas Geiger , Marta Moscati , Shah Nawaz , Markus Schedl

Despite the recent increase in research on artificial intelligence for music, prominent correlations between key components of lyrics and rhythm such as keywords, stressed syllables, and strong beats are not frequently studied. This is…

声音 · 计算机科学 2025-07-10 Callie C. Liao , Duoduo Liao , Jesse Guessford

Recent advancements in music large language models (LLMs) have significantly improved music understanding tasks, which involve the model's ability to analyze and interpret various musical elements. These improvements primarily focused on…

声音 · 计算机科学 2025-09-24 Zhuoyuan Mao , Mengjie Zhao , Qiyu Wu , Hiromi Wakaki , Yuki Mitsufuji

Version identification (VI) has seen substantial progress over the past few years. On the one hand, the introduction of the metric learning paradigm has favored the emergence of scalable yet accurate VI systems. On the other hand, using…

声音 · 计算机科学 2022-10-05 Mathilde Abrassart , Guillaume Doras

Lyric-to-melody generation, which generates melody according to given lyrics, is one of the most important automatic music composition tasks. With the rapid development of deep learning, previous works address this task with end-to-end…

声音 · 计算机科学 2022-07-13 Chen Zhang , Luchin Chang , Songruoyao Wu , Xu Tan , Tao Qin , Tie-Yan Liu , Kejun Zhang

Many practices have been presented in music generation recently. While stylistic music generation using deep learning techniques has became the main stream, these models still struggle to generate music with high musicality, different…

声音 · 计算机科学 2021-05-12 Shuqi Dai , Xichu Ma , Ye Wang , Roger B. Dannenberg

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

Recent advances in deep neural networks have enabled algorithms to compose music that is comparable to music composed by humans. However, few algorithms allow the user to generate music with tunable parameters. The ability to tune…

声音 · 计算机科学 2018-02-06 Huanru Henry Mao , Taylor Shin , Garrison W. Cottrell

Creating lyrics and melodies for the vocal track in a symbolic format, known as song composition, demands expert musical knowledge of melody, an advanced understanding of lyrics, and precise alignment between them. Despite achievements in…

声音 · 计算机科学 2025-06-03 Shuangrui Ding , Zihan Liu , Xiaoyi Dong , Pan Zhang , Rui Qian , Junhao Huang , Conghui He , Dahua Lin , Jiaqi Wang

Recent advancements in Text-to-Song generation have enabled realistic musical content production, yet existing evaluation benchmarks lack the professional granularity to capture multi-dimensional aesthetic nuances. In this paper, we propose…

音频与语音处理 · 电气工程与系统科学 2026-04-30 Dapeng Wu , Shun Lei , Wei Tan , Guangzheng Li , Yunzhe Wang , Huaicheng Zhang , Lishi Zuo , Zhiyong Wu

High-quality datasets for learning-based modelling of polyphonic symbolic music remain less readily-accessible at scale than in other domains, such as language modelling or image classification. Deep learning algorithms show great potential…

声音 · 计算机科学 2022-04-04 Omar Peracha

Choreographic programming is an emerging programming paradigm for concurrent and distributed systems, whereby developers write the communications that should be enacted and then a distributed implementation is automatically obtained by…

编程语言 · 计算机科学 2022-08-18 Luís Cruz-Filipe , Eva Graversen , Lovro Lugović , Fabrizio Montesi , Marco Peressotti

In the Western music tradition, chords are the main constituent components of harmony, a fundamental dimension of music. Despite its relevance for several Music Information Retrieval (MIR) tasks, chord-annotated audio datasets are limited…

声音 · 计算机科学 2024-08-02 Andrea Poltronieri , Valentina Presutti , Martín Rocamora

Whereas chord transcription has received considerable attention during the past couple of decades, far less work has been devoted to transcribing and encoding the rhythmic patterns that occur in a song. The topic is especially relevant for…

声音 · 计算机科学 2025-10-08 Aleksandr Lukoianov , Anssi Klapuri

Chord diagrams are used by guitar players to show where and how to play a chord on the fretboard. They are useful to beginners learning chords or for sharing the hand positions required to play a song.However, the diagrams presented on…

声音 · 计算机科学 2024-07-22 Alexandre d'Hooge , Louis Bigo , Ken Déguernel , Nicolas Martin

Jamming requires coordination, anticipation, and collaborative creativity between musicians. Current generative models of music produce expressive output but are not able to generate in an \emph{online} manner, meaning simultaneously with…

Music Generation (MG) is an interesting research topic that links the art of music and Artificial Intelligence (AI). The goal is to train an artificial composer to generate infinite, fresh, and pleasurable musical pieces. Music has…

声音 · 计算机科学 2020-04-10 Majid Farzaneh , Rahil Mahdian Toroghi

This paper introduces four different artificial intelligence algorithms for music generation and aims to compare these methods not only based on the aesthetic quality of the generated music but also on their suitability for specific…

声音 · 计算机科学 2025-04-04 Razvan Paroiu , Stefan Trausan-Matu

We present a hybrid neural network and rule-based system that generates pop music. Music produced by pure rule-based systems often sounds mechanical. Music produced by machine learning sounds better, but still lacks hierarchical temporal…

声音 · 计算机科学 2017-10-09 Yifei Teng , An Zhao , Camille Goudeseune

In this work, we provide a comprehensive survey of AI music generation tools, including both research projects and commercialized applications. To conduct our analysis, we classified music generation approaches into three categories:…

声音 · 计算机科学 2023-08-28 Yueyue Zhu , Jared Baca , Banafsheh Rekabdar , Reza Rawassizadeh