craffel/mir_eval

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MIT License
Created over 11 years ago
Updated 3 months ago

craffel/mir_eval

craffel

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Evaluation functions for music/audio information retrieval/signal processing algorithms.

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mir_eval

Python library for computing common heuristic accuracy scores for various music/audio information retrieval/signal processing tasks.

Documentation, including installation and usage information: http://craffel.github.io/mir_eval/

If you're looking for the mir_eval web service, which you can use to run mir_eval without installing anything or writing any code, it can be found here: http://labrosa.ee.columbia.edu/mir_eval/

Dependencies:

Scipy/Numpy

If you use mir_eval in a research project, please cite the following paper:

Colin Raffel, Brian McFee, Eric J. Humphrey, Justin Salamon, Oriol Nieto, Dawen Liang, and Daniel P. W. Ellis, "mir_eval: A Transparent Implementation of Common MIR Metrics", Proceedings of the 15th International Conference on Music Information Retrieval, 2014.

pretty-midi

Utility functions for handling MIDI data in a nice/intuitive way.

Jupyter Notebook

llm-seminar

Seminar on Large Language Models (COMP790-101 at UNC Chapel Hill, Fall 2022)

theano-tutorial

A collection of tutorials on neural networks, using Theano

Jupyter Notebook

midi-dataset

Code for creating a dataset of MIDI ground truth

Jupyter Notebook

mad

Code for "Online and Linear Time Attention by Enforcing Monotonic Alignments"

Jupyter Notebook

Lasagne-tutorial

Adding an ipynb tutorial to Lasagne

mocha

Example implementation of Monotonic Chunkwise Attention.

Jupyter Notebook

ff-attention

Experiments using feedforward networks with attention

jax-tutorial

A tutorial on JAX (https://github.com/google/jax/)

Jupyter Notebook

simple_spearmint

Spearmint, without the gum

lstm_benchmarks

Benchmarking different LSTM libraries

comp790-deep-learning-spring-2021

Course repository for the Spring COMP790 course "Deep Learning" at UNC

remixavier

Given a mixed song, remove components that you have

comp790-deep-learning-spring-2022

Course repository for the Spring 2022 COMP790 course "Deep Learning" at UNC

midi-ground-truth

Code for "Extracting Ground Truth Information from MIDI Files: A MIDIfesto"

Jupyter Notebook

craffel.github.io

Code for generating colinraffel.com and my CV

alignment-search

Parameter search for MIDI alignment

csc2516-deep-learning-fall-2023

Course repository for the fall 2023 session of CSC2516 "Neural Networks and Deep Learning" at U of T

comp664-deep-learning-spring-2023

Course repository for the Spring 2023 COMP664 course "Deep Learning" at UNC

median-filter

A fast 1d median filter, for filtering the rows and columns of a matrix.

comp790-information-theory-fall-2021

Course repository for the Fall 2021 COMP790 course "Information Theory" at UNC

crucialpython

Code from the weekly Crucial Python jaminars. http://labrosa.ee.columbia.edu/crucialpython/

align_midi

Code for MIDI-audio alignment

djitw

Python just-in-time compiled DTW library

thesis

pse

Code for embedding pairs of sequences in a fixed-dimensional space

mir_evaluators

Evaluator scripts for mir_eval.

lstm_problems

Suite of toy problems which can test whether a model can learn long-term dependencies.

spikegram-coding

Code for computing a spikegram of an audio signal using matching pursuit

dhs

Learning to convert sequences of feature vectors to downsampled sequences of hashes

midi-dataset-ismir

Source for the ISMIR 2015 paper "Large-scale content-based matching of MIDI and audio files"

music-evolution

Code for reproducing the results in "Measuring the Evolution of Contemporary Western Popular Music", Serrà et al.

subsampling_in_expectation

Example code for "Training a Subsampling Mechanism in Expectation"

Jupyter Notebook

alignment-search-icassp2016

ICASSP 2016 paper, "Optimizing DTW-Based Audio-to-MIDI Alignment and Matching"

performerSynchronization

Code for measuring the synchronization of musicians, with many onset detection methods implemented.

pruning_icassp2016

LaTeX source for ICASSP 2016 paper, "Pruning Subsequence Search with Attention-Based Embedding"

ismir2016extracting

LaTeX source for ISMIR 2016 paper "Extracting Ground-Truth Information from MIDI Files: A MIDIfesto"

dotfiles

cd && git clone --bare https://github.com/craffel/dotfiles.git .dotfiles && git --git-dir=.dotfiles --work-tree=. checkout

live-sets

Ableton Live set backup

rnntools

RNN layers for use with nntools

feature-inversion

Snowball

"Download for a favor" content distribution web app

lattice-harp

Code for the Lattice Harp hybrid instrument/controller