Corpus ID: 11710859

A Tutorial on Deep Learning for Music Information Retrieval

  title={A Tutorial on Deep Learning for Music Information Retrieval},
  author={Keunwoo Choi and Gy{\"o}rgy Fazekas and Kyunghyun Cho and M. Sandler},
  • Keunwoo Choi, György Fazekas, +1 author M. Sandler
  • Published 2017
  • Computer Science
  • ArXiv
  • Following their success in Computer Vision and other areas, deep learning techniques have recently become widely adopted in Music Information Retrieval (MIR) research. [...] Key Method We then outline the network structures that have been successful in MIR problems and facilitate the selection of building blocks for the problems at hand. Finally, guidelines for new tasks and some advanced topics in deep learning are discussed to stimulate new research in this fascinating field.Expand Abstract
    35 Citations

    Figures, Tables, and Topics from this paper.

    DLR : Toward a deep learned rhythmic representation for music content analysis
    • 2
    • PDF
    Mixture of CNN Experts from Multiple Acoustic Feature Domain for Music Genre Classification
    • Yang Yi, Kuan-Yu Chen, H. Gu
    • Computer Science
    • 2019 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)
    • 2019
    Playing Technique Classification Based on Deep Collaborative Learning of Variational Auto-Encoder and Gaussian Process
    • 1
    The Effects of Noisy Labels on Deep Convolutional Neural Networks for Music Tagging
    • 16
    Pop Music Highlighter: Marking the Emotion Keypoints
    • 3
    • Highly Influenced
    • PDF


    Transfer Learning by Supervised Pre-training for Audio-based Music Classification
    • 48
    • PDF
    Deep ranking: Triplet MatchNet for music metric learning
    • 21
    • PDF
    Improved music feature learning with deep neural networks
    • Siddharth Sigtia, S. Dixon
    • Computer Science
    • 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
    • 2014
    • 83
    • PDF
    Deep Salience Representations for F0 Estimation in Polyphonic Music
    • 85
    • PDF
    Multiscale Approaches To Music Audio Feature Learning
    • 82
    • PDF
    Automatic Musical Pattern Feature Extraction Using Convolutional Neural Network
    • 80
    • PDF
    Revisiting the problem of audio-based hit song prediction using convolutional neural networks
    • 14
    • PDF
    Exploring Data Augmentation for Improved Singing Voice Detection with Neural Networks
    • 120
    • PDF