DeepAI AI Chat
Log In Sign Up

jazznet: A Dataset of Fundamental Piano Patterns for Music Audio Machine Learning Research

02/17/2023
by   Tosiron Adegbija, et al.
0

This paper introduces the jazznet Dataset, a dataset of fundamental jazz piano music patterns for developing machine learning (ML) algorithms in music information retrieval (MIR). The dataset contains 162520 labeled piano patterns, including chords, arpeggios, scales, and chord progressions with their inversions, resulting in more than 26k hours of audio and a total size of 95GB. The paper explains the dataset's composition, creation, and generation, and presents an open-source Pattern Generator using a method called Distance-Based Pattern Structures (DBPS), which allows researchers to easily generate new piano patterns simply by defining the distances between pitches within the musical patterns. We demonstrate that the dataset can help researchers benchmark new models for challenging MIR tasks, using a convolutional recurrent neural network (CRNN) and a deep convolutional neural network. The dataset and code are available via: https://github.com/tosiron/jazznet.

READ FULL TEXT

page 1

page 2

page 3

page 4

05/28/2019

Demonstration of PerformanceNet: A Convolutional Neural Network Model for Score-to-Audio Music Generation

We present in this paper PerformacnceNet, a neural network model we prop...
12/01/2020

MusicTM-Dataset for Joint Representation Learning among Sheet Music, Lyrics, and Musical Audio

This work present a music dataset named MusicTM-Dataset, which is utiliz...
11/11/2018

PerformanceNet: Score-to-Audio Music Generation with Multi-Band Convolutional Residual Network

Music creation is typically composed of two parts: composing the musical...
02/11/2019

A Minimal Template for Interactive Web-based Demonstrations of Musical Machine Learning

New machine learning algorithms are being developed to solve problems in...
11/12/2022

Dark patterns in e-commerce: a dataset and its baseline evaluations

Dark patterns, which are user interface designs in online services, indu...
10/06/2022

AnimeTAB: A new guitar tablature dataset of anime and game music

While guitar tablature has become a popular topic in MIR research, there...

Code Repositories

jazznet

jazznet dataset of piano patterns for music audio machine learning research


view repo