OnYuKang / Music-Signal-Processing

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Music-Signal-Processing

Survey paper

  • Deep Learning for Audio-Based Music Classification and Tagging
  • Deep Learning Techniques for Music Generation - a survey [arXiv 2017]

Music Tagging Model

  • Automatic Music Tagging with Harmonic CNN [ISMIR 2019 Late Break Demo]
  • Data-driven Harmonic Filters for Audio Representation Learning [ICASSP 2020]
  • Evaluation of CNN-based Automatic Music Tagging Models [SMC 2020]
  • Visualizing and Understanding Self-attention based Music Tagging [ICML 2019 Workshop]
  • Toward Interpretable Music Tagging with Self-Attention [ArXiv 2019]
  • Audio Auto Tagging
  • Music Auto Tagging keras
  • End-to-end Learning for Music Audio Tagging at Scale [ISMIR 2018]
  • Automatic tagging using deep convolutional neural networks [ISMIR 2016]
  • Convolutional Recurrent Neural Networks for Music Classification [arXiv 2016]
  • Kapre: On-GPU Audio Preprocessing Layers for a Quick Implementation of Deep Neural Network Models with Keras [arXiv 2017]
  • Music Auto-tagging Using CNNs and Mel-spectrograms With Reduced Frequency and Time Resolution [arXiv 2019]
  • Music Style Classification with Compared Methods in XGB and BPNN [arXiv 2019]
  • Music Mood Detection Based On Audio And Lyrics With Deep Neural Net [arXiv 2018]
  • Music Tagging and Similarity Analysis for Recommendation System [Springer]

Music Information Retrieval (MIR)

  • Transfer Learning In MIR: Sharing Learned Latent Representations For Music Audio Classification And Similarity [Google Research 2013]

Music Generation Model

  • Music Transformer [PDF]
  • Encoding Musical Style with Transformer Autoencoders [PDF]

Melody/Rhythm/Chord Modeling

  • Deep Learning for Music [arXiv 2016]
  • Deep Learning Models for Melody Perception: An Investigation on Symbolic Music Data [APSIPA ASC 2018]
  • Residual DNN-CRF Model for Audio Chord Recognition [2017]

Music Plagiarism Detection

  • Fuzzy vectorial-based similarity detection of music plagiarism [FUZZ-IEEE 2017]

Open-Source Library

Conference & Challenge

  • International Society for Music Information Retrieval (ISMIR) [URL]
  • Machine Learning for Music Discovery (ICML'19 Workshop) [URL]
  • Machine Learning for Media Discovery (ICML'20 Workshop) [URL]
  • MIREX [URL]

Dataset

Other material

  • Neural Architectures for Music Representation Learning [URL]
  • Audio Tagging (papers-with-code) [URL]
  • Clova Music: 똑똑한 DJ같은 AI 비서 [URL]

Keyword

  • Music information retrieval
  • Automatic Music Tagging
  • Music Finger-printing
  • Audio Normalization