Keunwoo Choi

Publications35
h-index12
Citations724
Highly Influential Citations63
Claim Author Page
Author pages are created from data sourced from our academic publisher partnerships and public sources.

Recommended Authors

  • J. Bello
  • 178 Publications, 5,257 Citations
  • M. Sandler
  • 454 Publications, 7,372 Citations
  • B. McFee
  • 74 Publications, 3,019 Citations
  • G. Widmer
  • 385 Publications, 10,972 Citations
  • Publications
  • Influence
Automatic Tagging Using Deep Convolutional Neural Networks
TLDR
We present a content-based automatic music tagging algorithm using Fully Convolutional neural networks (FCNs). Expand
  • 179
  • 29
  • PDF
Convolutional recurrent neural networks for music classification
TLDR
We introduce a convolutional recurrent neural network (CRNN) for music tagging while controlling the number of parameters with respect to their performance and training time. Expand
  • 176
  • 9
  • PDF
Transfer Learning for Music Classification and Regression Tasks
TLDR
We propose to use a pre-trained convnet feature, a concatenated feature vector using the activations of feature maps of multiple layers in a trained convolutional network for music classification and regression tasks. Expand
  • 68
  • 9
  • PDF
Text-based LSTM networks for Automatic Music Composition
TLDR
In this paper, we introduce new methods and discuss results of text-based LSTM (Long Short-Term Memory) networks for automatic music composition. Expand
  • 41
  • 3
  • PDF
A Tutorial on Deep Learning for Music Information Retrieval
TLDR
We present a tutorial on deep learning for Music Information Retrieval (MIR) research. Expand
  • 35
  • 3
  • PDF
librosa/librosa: 0.6.0
  • 28
  • 2
Kapre: On-GPU Audio Preprocessing Layers for a Quick Implementation of Deep Neural Network Models with Keras
TLDR
We introduce Kapre, Keras layers for audio and music signal preprocessing. Expand
  • 35
  • 1
  • PDF
Deep Learning for Audio-Based Music Classification and Tagging: Teaching Computers to Distinguish Rock from Bach
Over the last decade, music-streaming services have grown dramatically. Pandora, one company in the field, has pioneered and popularized streaming music by successfully deploying the Music Genome… Expand
  • 23
  • 1
Explaining Deep Convolutional Neural Networks on Music Classification
TLDR
In this paper, we introduce auralisation of a CNN to understand its underlying mechanism, which is based on a deconvolution procedure introduced in [2]. Expand
  • 23
  • 1
  • PDF
The Effects of Noisy Labels on Deep Convolutional Neural Networks for Music Tagging
TLDR
We analyze and (re-)validate a large music tagging dataset to investigate the reliability of training and evaluation of DNNs. Expand
  • 16
  • 1