Minz Won

Minz Won

Universidad Pompeu Fabra

H-index: 12

Europe-Spain

About Minz Won

Minz Won, With an exceptional h-index of 12 and a recent h-index of 12 (since 2020), a distinguished researcher at Universidad Pompeu Fabra, specializes in the field of Music Information Retrieval, Multimodal Representation Learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

A foundation model for music informatics

The Song Describer Dataset: A corpus of audio captions for music-and-language evaluation

Mel-Band RoFormer for Music Source Separation

Scaling Up Music Information Retrieval Training with Semi-Supervised Learning

Textless Speech-to-Music Retrieval Using Emotion Similarity

Toward universal text-to-music retrieval

Jointist: Simultaneous improvement of multi-instrument transcription and music source separation via joint training

Song describer: a platform for collecting textual descriptions of music recordings

Minz Won Information

University

Position

PhD student Music Technology Group (UPF) Barcelona

Citations(all)

653

Citations(since 2020)

646

Cited By

94

hIndex(all)

12

hIndex(since 2020)

12

i10Index(all)

17

i10Index(since 2020)

17

Email

University Profile Page

Universidad Pompeu Fabra

Google Scholar

View Google Scholar Profile

Minz Won Skills & Research Interests

Music Information Retrieval

Multimodal Representation Learning

Top articles of Minz Won

Title

Journal

Author(s)

Publication Date

A foundation model for music informatics

Minz Won

Yun-Ning Hung

Duc Le

2024/4/14

The Song Describer Dataset: A corpus of audio captions for music-and-language evaluation

arXiv preprint arXiv:2311.10057

Ilaria Manco

Benno Weck

Seungheon Doh

Minz Won

Yixiao Zhang

...

2023/11/16

Mel-Band RoFormer for Music Source Separation

arXiv preprint arXiv:2310.01809

Ju-Chiang Wang

Wei-Tsung Lu

Minz Won

2023/10/3

Scaling Up Music Information Retrieval Training with Semi-Supervised Learning

arXiv preprint arXiv:2310.01353

Yun-Ning Hung

Ju-Chiang Wang

Minz Won

Duc Le

2023/10/2

Textless Speech-to-Music Retrieval Using Emotion Similarity

SeungHeon Doh

Minz Won

Keunwoo Choi

Juhan Nam

2023/6/4

Toward universal text-to-music retrieval

SeungHeon Doh

Minz Won

Keunwoo Choi

Juhan Nam

2023/6/4

Jointist: Simultaneous improvement of multi-instrument transcription and music source separation via joint training

arXiv preprint arXiv:2302.00286

Kin Wai Cheuk

Keunwoo Choi

Qiuqiang Kong

Bochen Li

Minz Won

...

2023/2/1

Song describer: a platform for collecting textual descriptions of music recordings

Proceedings of the 23nd International Society for Music Information Retrieval Conference

Ilaria Manco

Benno Weck

Philip Tovstogan

Minz Won

Dmitry Bogdanov

2022/12/4

Representation learning for music classification and retrieval: bridging the gap between natural language and music semantics

Minz Won

2022/7/1

Jointist: Joint learning for multi-instrument transcription and its applications

arXiv preprint arXiv:2206.10805

Kin Wai Cheuk

Keunwoo Choi

Qiuqiang Kong

Bochen Li

Minz Won

...

2022/6/22

Modeling beats and downbeats with a time-frequency transformer

Yun-Ning Hung

Ju-Chiang Wang

Xuchen Song

Wei-Tsung Lu

Minz Won

2022/5/23

SpecTNT: a time-frequency transformer for music audio

International Society for Music Information Retrieval (ISMIR)

Wei-Tsung Lu

Ju-Chiang Wang

Minz Won

Keunwoo Choi

Xuchen Song

2021/10/18

Semi-supervised Music Tagging Transformer

International Society for Music Information Retrieval (ISMIR)

Minz Won

Keunwoo Choi

Xavier Serra

2021

Emotion Embedding Spaces for Matching Music to Stories

International Society for Music Information Retrieval (ISMIR)

Minz Won

Justin Salamon

Nicholas J Bryan

Gautham J Mysore

Xavier Serra

2021

Music Classification: Beyond Supervised Learning, Towards Real-world Applications

ISMIR 2021 tutorial

Minz Won

Janne Spijkervet

Keunwoo Choi

2021/11/23

Mood Classification Using Listening Data

Filip Korzeniowski

Oriol Nieto

M McCallum

Minz Won

Sergio Oramas

...

2020

Data-driven Harmonic Filters for Audio Representation Learning

Minz Won

Sanghyuk Chun

Oriol Nieto

Xavier Serra

2020

Multimodal Metric Learning for Tag-based Music Retrieval

ICASSP 2021

Minz Won

Sergio Oramas

Oriol Nieto

Fabien Gouyon

Xavier Serra

2020/10/30

Evaluation of CNN-based Automatic Music Tagging Models

arXiv preprint arXiv:2006.00751

Minz Won

Andres Ferraro

Dmitry Bogdanov

Xavier Serra

2020/6/1

See List of Professors in Minz Won University(Universidad Pompeu Fabra)

Co-Authors

H-index: 60
Xavier Serra

Xavier Serra

Universidad Pompeu Fabra

H-index: 36
Kyogu Lee

Kyogu Lee

Seoul National University

H-index: 21
Dmitry Bogdanov

Dmitry Bogdanov

Universidad Pompeu Fabra

H-index: 12
Alastair Porter

Alastair Porter

Universidad Pompeu Fabra

H-index: 10
Jaehun Kim

Jaehun Kim

Technische Universiteit Delft

H-index: 5
Philip Tovstogan

Philip Tovstogan

Universidad Pompeu Fabra

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