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Accompaniment arrangement is a difficult music generation task involving intertwined constraints of melody, harmony, texture, and music structure. Existing models are not yet able to capture all these constraints effectively, especially for…

Sound · Computer Science 2021-08-26 Jingwei Zhao , Gus Xia

We contribute a pop-song automation framework for lead melody generation and accompaniment arrangement. The framework reflects the major procedures of human music composition, generating both lead melody and piano accompaniment by a unified…

Sound · Computer Science 2018-12-31 Ziyu Wang , Gus Xia

Melody harmonization, which involves generating a chord progression that complements a user-provided melody, continues to pose a significant challenge. A chord progression must not only be in harmony with the melody, but also interdependent…

Sound · Computer Science 2023-12-05 Shangda Wu , Yue Yang , Zhaowen Wang , Xiaobing Li , Maosong Sun

In the realm of music AI, arranging rich and structured multi-track accompaniments from a simple lead sheet presents significant challenges. Such challenges include maintaining track cohesion, ensuring long-term coherence, and optimizing…

Sound · Computer Science 2024-11-26 Jingwei Zhao , Gus Xia , Ziyu Wang , Ye Wang

Emotion alignment between music and palettes is crucial for effective multimedia content, yet misalignment creates confusion that weakens the intended message. However, existing methods often generate only a single dominant color, missing…

Multimedia · Computer Science 2025-09-18 Jiayun Hu , Yueyi He , Tianyi Liang , Changbo Wang , Chenhui Li

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…

Sound · Computer Science 2024-08-02 Andrea Poltronieri , Valentina Presutti , Martín Rocamora

Large Language Models (LLMs) show promise in lyric-to-melody generation, but models trained with Supervised Fine-Tuning (SFT) often produce musically implausible melodies with issues like poor rhythm and unsuitable vocal ranges, a…

Sound · Computer Science 2026-04-21 Hao Meng , Siyuan Zheng , Shuran Zhou , Qiangqiang Wang , Yang Song

Music genre classification has been widely studied in past few years for its various applications in music information retrieval. Previous works tend to perform unsatisfactorily, since those methods only use audio content or jointly use…

Sound · Computer Science 2023-06-13 Ganghui Ru , Xulong Zhang , Jianzong Wang , Ning Cheng , Jing Xiao

Algorithmic harmonization - the automated harmonization of a musical piece given its melodic line - is a challenging problem that has garnered much interest from both music theorists and computer scientists. One genre of particular interest…

Sound · Computer Science 2022-02-24 Yunyao Zhu , Stephen Hahn , Simon Mak , Yue Jiang , Cynthia Rudin

Music arrangement generation is a subtask of automatic music generation, which involves reconstructing and re-conceptualizing a piece with new compositional techniques. Such a generation process inevitably requires reference from the…

Sound · Computer Science 2020-08-18 Ziyu Wang , Ke Chen , Junyan Jiang , Yiyi Zhang , Maoran Xu , Shuqi Dai , Xianbin Gu , Gus Xia

We introduce a structure-aware approach for symbolic piano accompaniment that decouples high-level planning from note-level realization. A lightweight transformer predicts an interpretable, per-measure style plan conditioned on…

Sound · Computer Science 2026-02-18 Wanyu Zang , Yang Yu , Meng Yu

Systems such as Microsoft Songsmith automatically assign chords and harmony to a melody by minimizing the dissonance across all chord changes. Although this produces harmonious music, it is not what practicing musicians do. In this paper, I…

Sound · Computer Science 2025-01-07 Frederick Fernandes

In pop music, accompaniments are usually played by multiple instruments (tracks) such as drum, bass, string and guitar, and can make a song more expressive and contagious by arranging together with its melody. Previous works usually…

Sound · Computer Science 2020-08-19 Yi Ren , Jinzheng He , Xu Tan , Tao Qin , Zhou Zhao , Tie-Yan Liu

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

We consider a specific scenario of text aggregation, in the realm of musical harmonization. Musical harmonization shares similarities with text aggregation, however the language of harmony is more structured than general text. Concretely,…

Sound · Computer Science 2025-09-03 Eyal Briman , Eyal Leizerovich , Nimrod Talmon

Computational harmony analysis is important for MIR tasks such as automatic segmentation, corpus analysis and automatic chord label estimation. However, recent research into the ambiguous nature of musical harmony, causing limited…

Sound · Computer Science 2023-10-18 Hendrik Vincent Koops , Gianluca Micchi , Ilaria Manco , Elio Quinton

A song's backbone is its chord progressions, a series of chords that improve the harmony and add to the overall composition. For individuals ranging from beginners to creative artists, comprehending and implementing music theory grammar for…

Sound · Computer Science 2024-09-11 Aditya Lakshminarasimhan

Popular music is often composed of an accompaniment and a lead component, the latter typically consisting of vocals. Filtering such mixtures to extract one or both components has many applications, such as automatic karaoke and remixing.…

Piano cover generation aims to create a piano cover from a pop song. Existing approaches mainly employ supervised learning and the training demands strongly-aligned and paired song-to-piano data, which is built by remapping piano notes to…

Sound · Computer Science 2024-08-06 Chih-Pin Tan , Hsin Ai , Yi-Hsin Chang , Shuen-Huei Guan , Yi-Hsuan Yang

Challenges in managing linguistic diversity and integrating various musical modalities are faced by current music information retrieval systems. These limitations reduce their effectiveness in a global, multimodal music environment. To…

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