activity
20202026
most citedEMOPIA: A Multi-Modal Pop Piano Dataset For Emotion Recognition and Emotion-based Music Generation

30 citations · 49 across the 20 of their papers we have counts for

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14 papers · 1 filter

cs.SD2026

LLM2Fx-Tools: Tool Calling For Music Post-Production

Seungheon Doh, Junghyun Koo, Marco A. Martínez-Ramírez +5

This paper introduces LLM2Fx-Tools, a multimodal tool-calling framework that generates executable sequences of audio effects (Fx-chain) for music post-production. LLM2Fx-Tools uses…

cs.SD2025

PianoBind: A Multimodal Joint Embedding Model for Pop-piano Music

Hayeon Bang, Eunjin Choi, Seungheon Doh +1

Solo piano music, despite being a single-instrument medium, possesses significant expressive capabilities, conveying rich semantic information across genres, moods, and styles. How…

cs.SD2025

Can Large Language Models Predict Audio Effects Parameters from Natural Language?

Seungheon Doh, Junghyun Koo, Marco A. Martínez-Ramírez +3

In music production, manipulating audio effects (Fx) parameters through natural language has the potential to reduce technical barriers for non-experts. We present LLM2Fx, a framew…

cs.SD2025

CLaMP 3: Universal Music Information Retrieval Across Unaligned Modalities and Unseen Languages

Shangda Wu, Zhancheng Guo, Ruibin Yuan +7

CLaMP 3 is a unified framework developed to address challenges of cross-modal and cross-lingual generalization in music information retrieval. Using contrastive learning, it aligns…

cs.SD2024

Music Discovery Dialogue Generation Using Human Intent Analysis and Large Language Models

SeungHeon Doh, Keunwoo Choi, Daeyong Kwon +2

A conversational music retrieval system can help users discover music that matches their preferences through dialogue. To achieve this, a conversational music retrieval system shou…

cs.SD2024

PIAST: A Multimodal Piano Dataset with Audio, Symbolic and Text

Hayeon Bang, Eunjin Choi, Megan Finch +4

While piano music has become a significant area of study in Music Information Retrieval (MIR), there is a notable lack of datasets for piano solo music with text labels. To address…