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Automatic music generation systems have gained in popularity and sophistication as advances in cloud computing have enabled large-scale complex computations such as deep models and optimization algorithms on personal devices. Yet, they…

Sound · Computer Science 2018-12-13 Dorien Herremans , Elaine Chew

Sustained contact interactions like scraping and rolling produce a wide variety of sounds. Previous studies have explored ways to synthesize these sounds efficiently and intuitively but could not fully mimic the rich structure of real…

Audio and Speech Processing · Electrical Eng. & Systems 2021-12-17 Vinayak Agarwal , Maddie Cusimano , James Traer , Josh McDermott

The abstraction of musical structures (notes, melodies, chords, harmonic or rhythmic progressions, etc.) as mathematical objects in a geometrical space is one of the great accomplishments of contemporary music theory. Building on this…

Sound · Computer Science 2019-05-07 Marco Buongiorno Nardelli

Pattern discovery algorithms in the music domain aim to find meaningful components in musical compositions. Over the years, although many algorithms have been developed for pattern discovery in music data, it remains a challenging task. To…

Sound · Computer Science 2020-10-26 Iris Ren , Anja Volk , Wouter Swierstra , Remco C. Veltkamp

Compositional, structured models are appealing because they explicitly decompose problems and provide interpretable intermediate outputs that give confidence that the model is not simply latching onto data artifacts. Learning these models…

Computation and Language · Computer Science 2021-04-06 Nitish Gupta , Sameer Singh , Matt Gardner , Dan Roth

When musicians perform in an ensemble, synchronizing to a mutual pace is the foundation of their musical interaction. Clock generators, e.g., metronomes, or drum machines, might assist such synchronization, but these means, in general, will…

Neurons and Cognition · Quantitative Biology 2021-12-07 Simon Linke , Rolf Bader , Robert Mores

The ability to automatically generate music that appropriately matches an arbitrary input track is a challenging task. We present a novel controllable system for generating single stems to accompany musical mixes of arbitrary length. At the…

Sound · Computer Science 2024-02-05 Marco Pasini , Maarten Grachten , Stefan Lattner

Informed source separation has recently gained renewed interest with the introduction of neural networks and the availability of large multitrack datasets containing both the mixture and the separated sources. These approaches use prior…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-06 Gabriel Meseguer-Brocal , Geoffroy Peeters

With the rise of AI-generated content (AIGC), generating perceptually natural and feeling-aligned music from multimodal inputs has become a central challenge. Existing approaches often rely on explicit emotion labels that require costly…

Sound · Computer Science 2025-12-02 Jiaying Hong , Ting Zhu , Thanet Markchom , Huizhi Liang

Music generation introduces challenging complexities to large language models. Symbolic structures of music often include vertical harmonization as well as horizontal counterpoint, urging various adaptations and enhancements for large-scale…

Sound · Computer Science 2024-07-30 Seungyeon Rhyu , Kichang Yang , Sungjun Cho , Jaehyeon Kim , Kyogu Lee , Moontae Lee

With the recent growth of remote work, online meetings often encounter challenging audio contexts such as background noise, music, and echo. Accurate real-time detection of music events can help to improve the user experience. In this…

Audio and Speech Processing · Electrical Eng. & Systems 2022-04-18 Chandan K. A. Reddy , Vishak Gopa , Harishchandra Dubey , Sergiy Matusevych , Ross Cutler , Robert Aichner

Dance and music are two highly correlated artistic forms. Synthesizing dance motions has attracted much attention recently. Most previous works conduct music-to-dance synthesis via directly music to human skeleton keypoints mapping.…

Computer Vision and Pattern Recognition · Computer Science 2020-09-17 Zijie Ye , Haozhe Wu , Jia Jia , Yaohua Bu , Wei Chen , Fanbo Meng , Yanfeng Wang

Dance and music typically go hand in hand. The complexities in dance, music, and their synchronisation make them fascinating to study from a computational creativity perspective. While several works have looked at generating dance for a…

Sound · Computer Science 2021-07-21 Gunjan Aggarwal , Devi Parikh

Machine improvisation creates music either by explicit coding of rules or by applying machine learning methods. We deal with the latter case. An improvisation system capable of real-time must execute two process concurrently: one to apply…

Logic in Computer Science · Computer Science 2015-10-13 Mauricio Toro

This paper introduces an unsupervised framework for detecting audio patterns in musical samples (loops) through anomaly detection techniques, addressing challenges in music information retrieval (MIR). Existing methods are often constrained…

Sound · Computer Science 2025-06-02 Shayan Dadman , Bernt Arild Bremdal , Børre Bang , Rune Dalmo

DeepDrummer is a drum loop generation tool that uses active learning to learn the preferences (or current artistic intentions) of a human user from a small number of interactions. The principal goal of this tool is to enable an efficient…

Machine Learning · Computer Science 2020-08-28 Guillaume Alain , Maxime Chevalier-Boisvert , Frederic Osterrath , Remi Piche-Taillefer

The field of AI-assisted music creation has made significant strides, yet existing systems often struggle to meet the demands of iterative and nuanced music production. These challenges include providing sufficient control over the…

Sound · Computer Science 2024-11-22 Yixiao Zhang

Music has always been thought of as a "human" endeavor -- when praising a piece of music, we emphasize the composer's creativity and the emotions the music invokes. Because music also heavily relies on patterns and repetition in the form of…

Sound · Computer Science 2024-01-05 Nicholas Yan

Experiments to understand the sensorimotor neural interactions in the human cortical speech system support the existence of a bidirectional flow of interactions between the auditory and motor regions. Their key function is to enable the…

Audio and Speech Processing · Electrical Eng. & Systems 2023-05-18 Yashish M. Siriwardena , Guilhem Marion , Shihab Shamma

We propose technology to enable a new medium of expression, where video elements can be looped, merged, and triggered, interactively. Like audio, video is easy to sample from the real world but hard to segment into clean reusable elements.…

Human-Computer Interaction · Computer Science 2017-05-23 Corneliu Ilisescu , Halil Aytac Kanaci , Matteo Romagnoli , Neill D. F. Campbell , Gabriel J. Brostow