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Music Information Retrieval

15 papers with code · Music

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Latest papers with code

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

13
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

2
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

1,156
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

26
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

58
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

14
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

20
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

259
17 Feb 2018

One Deep Music Representation to Rule Them All? : A comparative analysis of different representation learning strategies

12 Feb 2018eldrin/MTLMusicRepresentation-PyTorch

In this paper, we present the results of our investigation of what are the most important factors to generate deep representations for the data and learning tasks in the music domain.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL REPRESENTATION LEARNING TRANSFER LEARNING

3
12 Feb 2018