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Music Information Retrieval

17 papers with code ยท Music

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Musical Features for Automatic Music Transcription Evaluation

15 Apr 2020

This technical report gives a detailed, formal description of the features introduced in the paper: Adrien Ycart, Lele Liu, Emmanouil Benetos and Marcus T. Pearce.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

Acoustic Scene Classification Using Bilinear Pooling on Time-liked and Frequency-liked Convolution Neural Network

14 Feb 2020

Although works have been done in using HPSS as input representation for CNN model in ASC task, this paper further investigate the possibility on leveraging the separated harmonic component and percussive component by curating 2 CNNs which tries to understand harmonic audio and percussive audio in their natural form, one specialized in extracting deep features in time biased domain and another specialized in extracting deep features in frequency biased domain, respectively.

ACOUSTIC SCENE CLASSIFICATION INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL SCENE CLASSIFICATION

Multi-Modal Music Information Retrieval: Augmenting Audio-Analysis with Visual Computing for Improved Music Video Analysis

1 Feb 2020

In a further consequence it can be concluded that this visual information is music related and thus should be beneficial for the corresponding MIR tasks such as music genre classification or mood recognition.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

Deep Learning for MIR Tutorial

15 Jan 2020

Deep Learning has become state of the art in visual computing and continuously emerges into the Music Information Retrieval (MIR) and audio retrieval domain.

INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

Augmentation Methods on Monophonic Audio for Instrument Classification in Polyphonic Music

28 Nov 2019

Instrument classification is one of the fields in Music Information Retrieval (MIR) that has attracted a lot of research interest.

DATA AUGMENTATION INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

Music Auto-tagging Using CNNs and Mel-spectrograms With Reduced Frequency and Time Resolution

12 Nov 2019

Automatic tagging of music is an important research topic in Music Information Retrieval achieved improvements with advances in deep learning.

INFORMATION RETRIEVAL MUSIC AUTO-TAGGING MUSIC INFORMATION RETRIEVAL

Learning a Representation for Cover Song Identification Using Convolutional Neural Network

arXiv 2019

We first train the network through classification strategies; the network is then used to extract music representation for cover song identification.

COVER SONG IDENTIFICATION INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

Learning a Representation for Cover Song Identification Using Convolutional Neural Network

arXiv 2019

We first train the network through classification strategies; the network is then used to extract music representation for cover song identification.

COVER SONG IDENTIFICATION INFORMATION RETRIEVAL MUSIC INFORMATION RETRIEVAL

Lukthung Classification Using Neural Networks on Lyrics and Audios

23 Aug 2019

Lukthung, a distinctive and long-established type of Thai music, is one of the most popular music genres in Thailand and has a specific group of listeners.

INFORMATION RETRIEVAL MUSIC CLASSIFICATION MUSIC INFORMATION RETRIEVAL