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Music Information Retrieval

15 papers with code · Music

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A Unified Neural Architecture for Instrumental Audio Tasks

1 Mar 2019r9y9/wavenet_vocoder

Within Music Information Retrieval (MIR), prominent tasks -- including pitch-tracking, source-separation, super-resolution, and synthesis -- typically call for specialised methods, despite their similarities.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL SUPER RESOLUTION TRANSFER LEARNING

FMA: A Dataset For Music Analysis

ISMIR 2017 mdeff/fma

We introduce the Free Music Archive (FMA), an open and easily accessible dataset suitable for evaluating several tasks in MIR, a field concerned with browsing, searching, and organizing large music collections.

MUSIC AUTO-TAGGING MUSIC CLASSIFICATION MUSIC GENRE RECOGNITION MUSIC INFORMATION RETRIEVAL

CREPE: A Convolutional Representation for Pitch Estimation

17 Feb 2018marl/crepe

To date, the best performing techniques, such as the pYIN algorithm, are based on a combination of DSP pipelines and heuristics.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

A Tutorial on Deep Learning for Music Information Retrieval

13 Sep 2017keunwoochoi/dl4mir

Following their success in Computer Vision and other areas, deep learning techniques have recently become widely adopted in Music Information Retrieval (MIR) research.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

Optical Music Recognition with Convolutional Sequence-to-Sequence Models

16 Jul 2017apacha/OMR-Datasets

This data set is the first publicly available set in OMR research with sufficient size to train and evaluate deep learning models.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

The Music Streaming Sessions Dataset

31 Dec 2018rguo12/awesome-causality-data

These problems can often be reduced to a combination of 1) sequentially recommending items to the user, and 2) exploiting the user's interactions with the items as feedback for the machine learning model.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

Music Artist Classification with Convolutional Recurrent Neural Networks

14 Jan 2019ZainNasrullah/music-artist-classification-crnn

To this end, an established classification architecture, a Convolutional Recurrent Neural Network (CRNN), is applied to the artist20 music artist identification dataset under a comprehensive set of conditions.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

Generative timbre spaces: regularizing variational auto-encoders with perceptual metrics

Conference 2018 acids-ircam/variational-timbre

Based on this, we introduce a method for descriptor-based synthesis and show that we can control the descriptors of an instrument while keeping its timbre structure.

AUDIO CLASSIFICATION AUDIO GENERATION MUSIC INFORMATION RETRIEVAL MUSIC MODELING

Singing Voice Separation Using a Deep Convolutional Neural Network Trained by Ideal Binary Mask and Cross Entropy

4 Dec 2018EdwardLin2014/CNN-with-IBM-for-Singing-Voice-Separation

We present a unique neural network approach inspired by a technique that has revolutionized the field of vision: pixel-wise image classification, which we combine with cross entropy loss and pretraining of the CNN as an autoencoder on singing voice spectrograms.

DATA AUGMENTATION IMAGE CLASSIFICATION INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

Learning Complex Basis Functions for Invariant Representations of Audio

13 Jul 2019SonyCSLParis/cae-invar

Mapping signals onto complex basis functions learned by the CAE results in a transformation-invariant "magnitude space" and a transformation-variant "phase space".

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL