2021

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Learning a cross-domain embedding space of vocal and mixed audio with a structure-preserving triplet loss
Keunhyoung Luke Kim | Jongpil Lee | Sangeun Kum | Juhan Nam
Proceedings of the 22nd International Society for Music Information Retrieval Conference, ISMIR 2021, Online, November 7-12, 2021

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EMOPIA: A Multi-Modal Pop Piano Dataset For Emotion Recognition and Emotion-based Music Generation
Hsiao-Tzu Hung | Joann Ching | Seungheon Doh | Nabin Kim | Juhan Nam | Yi-Hsuan Yang
Proceedings of the 22nd International Society for Music Information Retrieval Conference, ISMIR 2021, Online, November 7-12, 2021

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Proceedings of the 22nd International Society for Music Information Retrieval Conference, ISMIR 2021, Online, November 7-12, 2021

Proceedings of the 22nd International Society for Music Information Retrieval Conference, ISMIR 2021, Online, November 7-12, 2021

2020

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A Computational Analysis of Real-World DJ Mixes using Mix-To-Track Subsequence Alignment
Taejun Kim | Minsuk Choi | Evan Sacks | Yi-Hsuan Yang | Juhan Nam
Proceedings of the 21th International Society for Music Information Retrieval Conference, ISMIR 2020, Montreal, Canada, October 11-16, 2020

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Polyphonic Piano Transcription Using Autoregressive Multi-State Note Model
Taegyun Kwon | Dasaem Jeong | Juhan Nam
Proceedings of the 21th International Society for Music Information Retrieval Conference, ISMIR 2020, Montreal, Canada, October 11-16, 2020

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Metric learning vs classification for disentangled music representation learning
Jongpil Lee | Nicholas J. Bryan | Justin Salamon | Zeyu Jin | Juhan Nam
Proceedings of the 21th International Society for Music Information Retrieval Conference, ISMIR 2020, Montreal, Canada, October 11-16, 2020

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Semi-supervised learning using teacher-student models for vocal melody extraction
Sangeun Kum | Jing-Hua Lin | Li Su | Juhan Nam
Proceedings of the 21th International Society for Music Information Retrieval Conference, ISMIR 2020, Montreal, Canada, October 11-16, 2020

2019

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VirtuosoNet: A Hierarchical RNN-based System for Modeling Expressive Piano Performance
Dasaem Jeong | Taegyun Kwon | Yoojin Kim | Kyogu Lee | Juhan Nam
Proceedings of the 20th International Society for Music Information Retrieval Conference, ISMIR 2019, Delft, The Netherlands, November 4-8, 2019

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A Cross-Scape Plot Representation for Visualizing Symbolic Melodic Similarity
Saebyul Park | Taegyun Kwon | Jongpil Lee | Jeounghoon Kim | Juhan Nam
Proceedings of the 20th International Society for Music Information Retrieval Conference, ISMIR 2019, Delft, The Netherlands, November 4-8, 2019

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Learning a Joint Embedding Space of Monophonic and Mixed Music Signals for Singing Voice
Kyungyun Lee | Juhan Nam
Proceedings of the 20th International Society for Music Information Retrieval Conference, ISMIR 2019, Delft, The Netherlands, November 4-8, 2019

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Zero-shot Learning for Audio-based Music Classification and Tagging
Jeong Choi | Jongpil Lee | Jiyoung Park | Juhan Nam
Proceedings of the 20th International Society for Music Information Retrieval Conference, ISMIR 2019, Delft, The Netherlands, November 4-8, 2019

2018

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Representation Learning of Music Using Artist Labels
Jiyoung Park | Jongpil Lee | Jangyeon Park | Jung-Woo Ha | Juhan Nam
Proceedings of the 19th International Society for Music Information Retrieval Conference, ISMIR 2018, Paris, France, September 23-27, 2018

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Revisiting Singing Voice Detection: A quantitative review and the future outlook
Kyungyun Lee | Keunwoo Choi | Juhan Nam
Proceedings of the 19th International Society for Music Information Retrieval Conference, ISMIR 2018, Paris, France, September 23-27, 2018

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A Timbre-based Approach to Estimate Key Velocity from Polyphonic Piano Recordings
Dasaem Jeong | Taegyun Kwon | Juhan Nam
Proceedings of the 19th International Society for Music Information Retrieval Conference, ISMIR 2018, Paris, France, September 23-27, 2018

2016

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Melody Extraction on Vocal Segments Using Multi-Column Deep Neural Networks
Sangeun Kum | Changheun Oh | Juhan Nam
Proceedings of the 17th International Society for Music Information Retrieval Conference, ISMIR 2016, New York City, United States, August 7-11, 2016

2012

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Learning Sparse Feature Representations for Music Annotation and Retrieval
Juhan Nam | Jorge Herrera | Malcolm Slaney | Julius O. Smith III
Proceedings of the 13th International Society for Music Information Retrieval Conference, ISMIR 2012, Mosteiro S.Bento Da Vitória, Porto, Portugal, October 8-12, 2012

2011

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A Classification-Based Polyphonic Piano Transcription Approach Using Learned Feature Representations
Juhan Nam | Jiquan Ngiam | Honglak Lee | Malcolm Slaney
Proceedings of the 12th International Society for Music Information Retrieval Conference, ISMIR 2011, Miami, Florida, USA, October 24-28, 2011