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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…

Sound · Computer Science 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…

Machine Learning · Computer Science 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…

Sound · Computer Science 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…

Sound · Computer Science 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…

Computation and Language · Computer Science 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…

Machine Learning · Computer Science 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…

Sound · Computer Science 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…

Sound · Computer Science 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),…

Sound · Computer Science 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…

Sound · Computer Science 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…

Audio and Speech Processing · Electrical Eng. & Systems 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…

Sound · Computer Science 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…

Sound · Computer Science 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…

Machine Learning · Computer Science 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…

Information Retrieval · Computer Science 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…

Sound · Computer Science 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…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-08 Jan Melechovsky , Abhinaba Roy , Dorien Herremans
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