Browse > Music > Music Information Retrieval

Music Information Retrieval

16 papers with code · Music

Leaderboards

No evaluation results yet. Help compare methods by submit evaluation metrics.

Latest papers with code

Machine learning for music genre: multifaceted review and experimentation with audioset

28 Nov 2019jramcast/music-genre-classification-audioset

Music genre classification is one of the sub-disciplines of music information retrieval (MIR) with growing popularity among researchers, mainly due to the already open challenges.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

2
28 Nov 2019

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

23
13 Jul 2019

Recognizing Musical Entities in User-generated Content

1 Apr 2019LPorcaro/musicner

Recognizing Musical Entities is important for Music Information Retrieval (MIR) since it can improve the performance of several tasks such as music recommendation, genre classification or artist similarity.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

4
01 Apr 2019

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

1,475
01 Mar 2019

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

38
14 Jan 2019

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

114
31 Dec 2018

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

16
04 Dec 2018

Lyrics Segmentation: Textual Macrostructure Detection using Convolutions

COLING 2018 TuringTrain/lyrics_segmentation

Lyrics contain repeated patterns that are correlated with the repetitions found in the music they accompany.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

2
01 Aug 2018

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

25
22 May 2018

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

345
17 Feb 2018