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This paper presents a web application for visualizing the tonality of a piece of music -- the organization of its chords and scales -- at a high level of abstraction and with coordinated playback. The application applies the discrete…

声音 · 计算机科学 2022-03-25 Daniel Harasim , Giovanni Affatato , Fabian C. Moss

Recent progress in natural language processing has been adapted to the symbolic music modality. Language models, such as Transformers, have been used with symbolic music for a variety of tasks among which music generation, modeling or…

机器学习 · 计算机科学 2023-10-27 Nathan Fradet , Jean-Pierre Briot , Fabien Chhel , Amal El Fallah Seghrouchni , Nicolas Gutowski

We present a Python library, called Midi Miner, that can calculate tonal tension and classify different tracks. MIDI (Music Instrument Digital Interface) is a hardware and software standard for communicating musical events between digital…

声音 · 计算机科学 2020-05-27 Rui Guo , Dorien Herremans , Thor Magnusson

In this article, we present musicaiz, an object-oriented library for analyzing, generating and evaluating symbolic music. The submodules of the package allow the user to create symbolic music data from scratch, build algorithms to analyze…

声音 · 计算机科学 2022-09-19 Carlos Hernandez-Olivan , Jose R. Beltran

Multi-modal deep learning techniques for matching free-form text with music have shown promising results in the field of Music Information Retrieval (MIR). Prior work is often based on large proprietary data while publicly available…

计算与语言 · 计算机科学 2024-04-18 Benno Weck , Holger Kirchhoff , Peter Grosche , Xavier Serra

Symbolic music research plays a crucial role in music-related machine learning, but MIDI data can be complex for those without musical expertise. To address this issue, we present MidiTok Visualizer, a web application designed to facilitate…

This paper presents LIBTwinSVM, a free, efficient, and open source library for Twin Support Vector Machines (TSVMs). Our library provides a set of useful functionalities such as fast TSVMs estimators, model selection, visualization, a…

机器学习 · 计算机科学 2020-01-29 Amir M. Mir , Mahdi Rahbar , Jalal A. Nasiri

This paper introduces an extendable modular system that compiles a range of music feature extraction models to aid music information retrieval research. The features include musical elements like key, downbeats, and genre, as well as audio…

声音 · 计算机科学 2025-08-08 Anuradha Chopra , Abhinaba Roy , Dorien Herremans

In this work, we introduce VERSA, a unified and standardized evaluation toolkit designed for various speech, audio, and music signals. The toolkit features a Pythonic interface with flexible configuration and dependency control, making it…

We present the API for MUSICNTWRK, a python library for pitch class set and rhythmic sequences classification and manipulation, the generation of networks in generalized music and sound spaces, deep learning algorithms for timbre…

声音 · 计算机科学 2020-07-22 Marco Buongiorno Nardelli

Music Cover Retrieval, also known as Version Identification, aims to recognize distinct renditions of the same underlying musical work, a task central to catalog management, copyright enforcement, and music retrieval. State-of-the-art…

WaveRoll is an interactive JavaScript library that enables comparative visualization and synchronized playback of multiple MIDI piano rolls on a browser. It addresses a specific evaluation need in Automatic Music Transcription (AMT),…

声音 · 计算机科学 2025-11-14 Hannah Park , Dasaem Jeong

In this paper, we present madmom, an open-source audio processing and music information retrieval (MIR) library written in Python. madmom features a concise, NumPy-compatible, object oriented design with simple calling conventions and…

声音 · 计算机科学 2016-05-25 Sebastian Böck , Filip Korzeniowski , Jan Schlüter , Florian Krebs , Gerhard Widmer

Driven by the need for larger and more diverse datasets to pre-train and fine-tune increasingly complex machine learning models, the number of datasets is rapidly growing. audb is an open-source Python library that supports versioning and…

音频与语音处理 · 电气工程与系统科学 2023-05-11 Hagen Wierstorf , Johannes Wagner , Florian Eyben , Felix Burkhardt , Björn W. Schuller

In this work, we introduce musif, a Python package that facilitates the automatic extraction of features from symbolic music scores. The package includes the implementation of a large number of features, which have been developed by a team…

声音 · 计算机科学 2026-01-21 Ana Llorens , Federico Simonetta , Martín Serrano , Álvaro Torrente

Music is a mysterious language that conveys feeling and thoughts via different tones and timbre. For better understanding of timbre in music, we chose music data of 6 representative instruments, analysed their timbre features and classified…

声音 · 计算机科学 2022-07-15 Zishuo Zhao , Haoyun Wang

We introduce EvoLib, a test-time learning framework that enables large language models to accumulate, reuse, and evolve knowledge across problem instances without parameter updates or external supervision. Instead of adapting model…

机器学习 · 计算机科学 2026-05-15 Weijia Xu , Alessandro Sordoni , Chandan Singh , Zelalem Gero , Michel Galley , Xingdi Yuan , Jianfeng Gao

We present a study of Tip-of-the-tongue (ToT) retrieval for music, where a searcher is trying to find an existing music entity, but is unable to succeed as they cannot accurately recall important identifying information. ToT information…

信息检索 · 计算机科学 2023-05-24 Samarth Bhargav , Anne Schuth , Claudia Hauff

This demo paper introduces partitura, a Python package for handling symbolic musical information. The principal aim of this package is to handle richly structured musical information as conveyed by modern staff music notation. It provides a…

声音 · 计算机科学 2022-02-01 Maarten Grachten , Carlos Cancino-Chacón , Thassilo Gadermaier

Generative models guided by text prompts are increasingly becoming more popular. However, no text-to-MIDI models currently exist due to the lack of a captioned MIDI dataset. This work aims to enable research that combines LLMs with symbolic…

音频与语音处理 · 电气工程与系统科学 2025-08-08 Jan Melechovsky , Abhinaba Roy , Dorien Herremans
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