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Score following is the process of tracking a musical performance (audio) with respect to a known symbolic representation (a score). We start this paper by formulating score following as a multimodal Markov Decision Process, the mathematical…

人工智能 · 计算机科学 2018-07-18 Matthias Dorfer , Florian Henkel , Gerhard Widmer

This paper presents the first comprehensive systematic review of literature on style-based composer identification and authorship attribution in symbolic music scores. Addressing the critical need for improved reliability and…

声音 · 计算机科学 2026-01-21 Federico Simonetta

A typical process of learning to play a piece on a piano consists of a progression through a series of practice units that focus on individual dimensions of the skill, the so-called practice modes. Practice modes in learning to play music…

机器学习 · 计算机科学 2024-06-10 Alexandra Moringen , Elad Vromen , Helge Ritter , Jason Friedman

The present work is part of a research line seeking to uncover the mysteries of what lies behind people's musical preferences in order to provide better music recommendations. More specifically, it takes the angle of personal values.…

多媒体 · 计算机科学 2023-02-21 Sandy Manolios , Catholijn M. Jonker , Cynthia C. S. Liem

This paper introduces the ACCompanion, an expressive accompaniment system. Similarly to a musician who accompanies a soloist playing a given musical piece, our system can produce a human-like rendition of the accompaniment part that follows…

The increasing accuracy of automatic chord estimation systems, the availability of vast amounts of heterogeneous reference annotations, and insights from annotator subjectivity research make chord label personalization increasingly…

声音 · 计算机科学 2017-06-30 H. V. Koops , W. B. de Haas , J. Bransen , A. Volk

We propose a data-driven approach to music instrument practice that allows studying patterns and long-term trends through visualization. Inspired by life logging and fitness tracking, we imagine musicians to record their practice sessions…

人机交互 · 计算机科学 2022-03-28 Frank Heyen , Quynh Quang Ngo , Kuno Kurzhals , Michael Sedlmair

Topological data analysis has been recently applied to investigate stylistic signatures and trends in musical compositions. A useful tool in this area is Persistent Homology. In this paper, we develop a novel method to represent a weighted…

声音 · 计算机科学 2022-04-26 Martín Mijangos , Alessandro Bravetti , Pablo Padilla

Creating a complex work of art like music necessitates profound creativity. With recent advancements in deep learning and powerful models such as transformers, there has been huge progress in automatic music generation. In an accompaniment…

声音 · 计算机科学 2022-09-02 Rishabh Dahale , Vaibhav Talwadker , Preeti Rao , Prateek Verma

Music is a form of expression that often requires interaction between players. If one wishes to interact in such a musical way with a computer, it is necessary for the machine to be able to interpret the input given by the human to find its…

声音 · 计算机科学 2022-09-01 Filippo Carnovalini , Antonio Rodà

We propose an informed baseline to help disentangle the various contextual factors of influence in this type of case studies. For this purpose, we analysed the correlation between the given metadata and the self-assigned personality trait…

计算机视觉与模式识别 · 计算机科学 2022-07-25 Francisca Pessanha , Gizem Sogancioglu

This work was developed aiming to employ Statistical techniques to the field of Music Emotion Recognition, a well-recognized area within the Signal Processing world, but hardly explored from the statistical point of view. Here, we opened…

机器学习 · 统计学 2021-07-13 Nathalie Deziderio , Hugo Tremonte de Carvalho

Music is a universal feature of human culture, linked to embodied cognitive functions that drive learning, action, and the emergence of creativity and individuality. Evidence highlights the critical role of statistical learning an implicit…

神经元与认知 · 定量生物学 2025-11-21 Tatsuya Daikoku

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…

声音 · 计算机科学 2024-02-05 Marco Pasini , Maarten Grachten , Stefan Lattner

Many people enjoy classical symphonic music. Its diverse instrumentation makes for a rich listening experience. This diversity adds to the conductor's expressive freedom to shape the sound according to their imagination. As a result, the…

Despite recent advances in audio content-based music emotion recognition, a question that remains to be explored is whether an algorithm can reliably discern emotional or expressive qualities between different performances of the same…

声音 · 计算机科学 2021-07-29 Shreyan Chowdhury , Gerhard Widmer

Automatic piano transcription models are typically evaluated using simple frame- or note-wise information retrieval (IR) metrics. Such benchmark metrics do not provide insights into the transcription quality of specific musical aspects such…

声音 · 计算机科学 2024-10-10 Patricia Hu , Lukáš Samuel Marták , Carlos Cancino-Chacón , Gerhard Widmer

Spurred by the potential of deep learning, computational music generation has gained renewed academic interest. A crucial issue in music generation is that of user control, especially in scenarios where the music generation process is…

声音 · 计算机科学 2019-08-05 Stefan Lattner , Maarten Grachten

We study the problem of symbolic music generation (e.g., generating piano rolls), with a technical focus on non-differentiable rule guidance. Musical rules are often expressed in symbolic form on note characteristics, such as note density…

Since the 60s, musicology has been increasingly impacted by computational tools in various ways, from systematic analysis approaches to modeling of creativity. This article presents a comprehensive assessment of the current state of…

数字图书馆 · 计算机科学 2025-07-22 Jorge Junior Morgado Vega , Sachin Sharma , Federico Simonetta