138 citations · 313 across the 11 of their papers we have counts for
5 papers · 1 filter
Symbolic Music Structure Analysis with Graph Representations and Changepoint Detection Methods
Carlos Hernandez-Olivan, Sonia Rubio Llamas, Jose R. Beltran
Music Structure Analysis is an open research task in Music Information Retrieval (MIR). In the past, there have been several works that attempt to segment music into the audio and…
musicaiz: A Python Library for Symbolic Music Generation, Analysis and Visualization
Carlos Hernandez-Olivan, Jose R. Beltran
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 sym…
Subjective Evaluation of Deep Learning Models for Symbolic Music Composition
Carlos Hernandez-Olivan, Jorge Abadias Puyuelo, Jose R. Beltran
Deep learning models are typically evaluated to measure and compare their performance on a given task. The metrics that are commonly used to evaluate these models are standard metr…
Music Composition with Deep Learning: A Review
Carlos Hernandez-Olivan, Jose R. Beltran
Generating a complex work of art such as a musical composition requires exhibiting true creativity that depends on a variety of factors that are related to the hierarchy of musical…
Timbre Classification of Musical Instruments with a Deep Learning Multi-Head Attention-Based Model
Carlos Hernandez-Olivan, Jose R. Beltran
The aim of this work is to define a model based on deep learning that is able to identify different instrument timbres with as few parameters as possible. For this purpose, we have…