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A Tutorial on Deep Learning for Music Information Retrieval

13 September 2017

Papers citing "A Tutorial on Deep Learning for Music Information Retrieval"

49 / 49 papers shown

Title
Deep generative models for musical audio synthesis M. Huzaifah L. Wyse 187 20 0 10 Jun 2020
A Comparison of Audio Signal Preprocessing Methods for Deep Neural Networks on Music Tagging Keunwoo Choi Gyorgy Fazekas Kyunghyun Cho Mark Sandler 51 63 0 06 Sep 2017
Kapre: On-GPU Audio Preprocessing Layers for a Quick Implementation of Deep Neural Network Models with Keras Keunwoo Choi Deokjin Joo Juho Kim VLM 53 72 0 19 Jun 2017
The Effects of Noisy Labels on Deep Convolutional Neural Networks for Music Tagging Keunwoo Choi Gyorgy Fazekas Kyunghyun Cho Mark Sandler NoLa 48 8 0 07 Jun 2017
Stacked Convolutional and Recurrent Neural Networks for Music Emotion Recognition Miroslav Malik Sharath Adavanne Konstantinos Drossos Tuomas Virtanen D. Ticha R. Jarina 44 62 0 07 Jun 2017
Deep Cross-Modal Audio-Visual Generation Lele Chen Sudhanshu Srivastava Z. Duan Chenliang Xu 100 221 0 26 Apr 2017
A Neural Parametric Singing Synthesizer Merlijn Blaauw J. Bonada 57 98 0 12 Apr 2017
Revisiting the problem of audio-based hit song prediction using convolutional neural networks Li-Chia Yang Szu-Yu Chou Jen-Yu Liu Yi-Hsuan Yang Yian Chen 50 41 0 05 Apr 2017
Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders Jesse Engel Cinjon Resnick Adam Roberts Sander Dieleman Douglas Eck Karen Simonyan Mohammad Norouzi 125 630 0 05 Apr 2017
MidiNet: A Convolutional Generative Adversarial Network for Symbolic-domain Music Generation Li-Chia Yang Szu-Yu Chou Yi-Hsuan Yang GAN MGen 170 465 0 31 Mar 2017
BEGAN: Boundary Equilibrium Generative Adversarial Networks David Berthelot Tom Schumm Luke Metz GAN 106 1,156 0 31 Mar 2017
SEGAN: Speech Enhancement Generative Adversarial Network Santiago Pascual Antonio Bonafonte Joan Serrà GAN 94 1,148 0 28 Mar 2017
Transfer learning for music classification and regression tasks Keunwoo Choi Gyorgy Fazekas Mark Sandler Kyunghyun Cho 183 229 0 27 Mar 2017
Timbre Analysis of Music Audio Signals with Convolutional Neural Networks Jordi Pons Olga Slizovskaia Rong Gong E. Gómez Xavier Serra 50 113 0 20 Mar 2017
Multi-Level and Multi-Scale Feature Aggregation Using Pre-trained Convolutional Neural Networks for Music Auto-tagging Jongpil Lee Juhan Nam 57 137 0 06 Mar 2017
Sample-level Deep Convolutional Neural Networks for Music Auto-tagging Using Raw Waveforms Jongpil Lee Jiyoung Park Keunhyoung Luke Kim Juhan Nam 72 190 0 06 Mar 2017
Wasserstein GAN Martín Arjovsky Soumith Chintala Léon Bottou GAN 179 4,829 0 26 Jan 2017
SampleRNN: An Unconditional End-to-End Neural Audio Generation Model Soroush Mehri Kundan Kumar Ishaan Gulrajani Rithesh Kumar Shubham Jain Jose M. R. Sotelo Aaron Courville Yoshua Bengio 111 599 0 22 Dec 2016
On the Potential of Simple Framewise Approaches to Piano Transcription Rainer Kelz Matthias Dorfer Filip Korzeniowski Sebastian Böck A. Arzt Gerhard Widmer 160 124 0 15 Dec 2016
A Fully Convolutional Deep Auditory Model for Musical Chord Recognition Filip Korzeniowski Gerhard Widmer 68 81 0 15 Dec 2016
Feature Learning for Chord Recognition: The Deep Chroma Extractor Filip Korzeniowski Gerhard Widmer 63 82 0 15 Dec 2016
SoundNet: Learning Sound Representations from Unlabeled Video Y. Aytar Carl Vondrick Antonio Torralba SSL 135 1,044 0 27 Oct 2016
An overview of gradient descent optimization algorithms Sebastian Ruder ODL 211 6,206 0 15 Sep 2016
Convolutional Recurrent Neural Networks for Music Classification Keunwoo Choi Gyorgy Fazekas Mark Sandler Kyunghyun Cho 422 475 0 14 Sep 2016
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 406 7,421 0 12 Sep 2016
Explaining Deep Convolutional Neural Networks on Music Classification Keunwoo Choi Gyorgy Fazekas Mark Sandler MGen 140 46 0 08 Jul 2016
Automatic tagging using deep convolutional neural networks Keunwoo Choi Gyorgy Fazekas Mark Sandler 160 329 0 01 Jun 2016
Deep convolutional neural networks for predominant instrument recognition in polyphonic music Yoonchang Han Jae‐Hun Kim Kyogu Lee 58 205 0 31 May 2016
Deep convolutional networks on the pitch spiral for musical instrument recognition Vincent Lostanlen Carmine-Emanuele Cella 81 74 0 21 May 2016
Audio Word2Vec: Unsupervised Learning of Audio Segment Representations using Sequence-to-sequence Autoencoder Yu-An Chung Chao-Chung Wu Chia-Hao Shen Hung-yi Lee Lin-Shan Lee AI4TS 93 182 0 03 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,510 0 10 Dec 2015
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 285 14,027 0 19 Nov 2015
A Primer on Neural Network Models for Natural Language Processing Yoav Goldberg AI4CE 105 1,132 0 02 Oct 2015
An End-to-End Neural Network for Polyphonic Piano Music Transcription Siddharth Sigtia Emmanouil Benetos S. Dixon 38 26 0 07 Aug 2015
Blocks and Fuel: Frameworks for deep learning B. V. Merrienboer Dzmitry Bahdanau Vincent Dumoulin Dmitriy Serdyuk David Warde-Farley J. Chorowski Yoshua Bengio MoE 71 187 0 01 Jun 2015
Highway Networks R. Srivastava Klaus Greff Jürgen Schmidhuber 185 1,773 0 03 May 2015
Deep Karaoke: Extracting Vocals from Musical Mixtures Using a Convolutional Deep Neural Network Andrew J. R. Simpson Gerard Roma Mark D. Plumbley 75 102 0 17 Apr 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 467 43,347 0 11 Feb 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 355 18,654 0 06 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014
Conditional Generative Adversarial Nets M. Berk Mirza Simon Osindero GAN SyDa AI4CE 264 10,438 0 06 Nov 2014
A Hybrid Recurrent Neural Network For Music Transcription Siddharth Sigtia Emmanouil Benetos Nicolas Boulanger-Lewandowski Tillman Weyde Artur Garcez S. Dixon 50 42 0 06 Nov 2014
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 496 43,717 0 17 Sep 2014
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 450 20,606 0 10 Sep 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 580 27,338 0 01 Sep 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.1K 23,396 0 03 Jun 2014
Deep Learning in Neural Networks: An Overview Jürgen Schmidhuber HAI 250 16,405 0 30 Apr 2014
Network In Network Min Lin Qiang Chen Shuicheng Yan 299 6,285 0 16 Dec 2013
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 603 15,907 0 12 Nov 2013