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Listen, Read, and Identify: Multimodal Singing Language Identification of Music


Mar 19, 2021
Keunwoo Choi, Yuxuan Wang


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Listen, Read, and Identify: Multimodal Singing Language Identification


Mar 17, 2021
Keunwoo Choi, Yuxuan Wang


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Large-Scale MIDI-based Composer Classification


Oct 28, 2020
Qiuqiang Kong, Keunwoo Choi, Yuxuan Wang


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Deep Composer Classification Using Symbolic Representation


Oct 26, 2020
Sunghyeon Kim, Hyeyoon Lee, Sunjong Park, Jinho Lee, Keunwoo Choi


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Dereverberation using joint estimation of dry speech signal and acoustic system


Jul 24, 2020
Sanna Wager, Keunwoo Choi, Simon Durand


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A Comparison of Audio Signal Preprocessing Methods for Deep Neural Networks on Music Tagging


Jun 03, 2018
Keunwoo Choi, György Fazekas, Kyunghyun Cho, Mark Sandler

* 5 pages. EUSIPCO 2018 camera-ready. arXiv:1706.02361 does not have the overlapped part with this submission anymore 

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A Tutorial on Deep Learning for Music Information Retrieval


May 03, 2018
Keunwoo Choi, György Fazekas, Kyunghyun Cho, Mark Sandler


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The Effects of Noisy Labels on Deep Convolutional Neural Networks for Music Tagging


Nov 14, 2017
Keunwoo Choi, George Fazekas, Kyunghyun Cho, Mark Sandler

* The section that overlapped with arXiv:1709.01922 is completely removed since the earlier version. This is the camera-ready version 

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Transfer learning for music classification and regression tasks


Sep 13, 2017
Keunwoo Choi, György Fazekas, Mark Sandler, Kyunghyun Cho

* 18th International Society of Music Information Retrieval (ISMIR) Conference, Suzhou, China, 2017 

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Kapre: On-GPU Audio Preprocessing Layers for a Quick Implementation of Deep Neural Network Models with Keras


Jun 19, 2017
Keunwoo Choi, Deokjin Joo, Juho Kim

* ICML 2017 machine learning for music discovery 

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Towards Music Captioning: Generating Music Playlist Descriptions


Jan 15, 2017
Keunwoo Choi, George Fazekas, Brian McFee, Kyunghyun Cho, Mark Sandler

* 2 pages, ISMIR 2016 Late-breaking/session extended abstract 

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Convolutional Recurrent Neural Networks for Music Classification


Dec 21, 2016
Keunwoo Choi, George Fazekas, Mark Sandler, Kyunghyun Cho

* 5 pages, ICASSP 2017 submitted. Revised to fix previous CNN architectures and update experiment results 

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Explaining Deep Convolutional Neural Networks on Music Classification


Jul 08, 2016
Keunwoo Choi, George Fazekas, Mark Sandler

* 7 pages, 10 figures 

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Towards Playlist Generation Algorithms Using RNNs Trained on Within-Track Transitions


Jun 07, 2016
Keunwoo Choi, George Fazekas, Mark Sandler

* 4 pages, 2 figures, accepted to Workshop on Surprise, Opposition, and Obstruction in Adaptive and Personalized Systems (SOAP) 2016, Halifax, Canada 

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Automatic tagging using deep convolutional neural networks


Jun 01, 2016
Keunwoo Choi, George Fazekas, Mark Sandler

* Accepted to ISMIR (International Society of Music Information Retrieval) Conference 2016 

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Text-based LSTM networks for Automatic Music Composition


Apr 18, 2016
Keunwoo Choi, George Fazekas, Mark Sandler

* Accepted in the 1st Conference on Computer Simulation of Musical Creativity, 2016 

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