activity
20242026
most citedCAT: Contrastive Adapter Training for Personalized Image Generation

1 citations · 1 across the 11 of their papers we have counts for

collaborators
Showing cs.SDShow all

5 papers · 1 filter

cs.SD2026

Revisiting Input Time-frequency Representations in Multi-pitch Estimation for Vocal Ensembles

Junyoung Koh, Hao-Wen Dong

Multi-pitch estimation in vocal ensembles is challenging because singers occupy overlapping pitch ranges and often sing at closely spaced fundamental frequencies, causing their har…

cs.SD2026

Neural Audio Codec for Robust Audio Deepfake Detection

Jungwoo Kim, Joonyong Park, Junyoung Koh +1

Audio deepfake detectors are typically evaluated on uncompressed audio, although real-world audio often undergoes low-bitrate coding. In this work, we investigate how audio coding…

cs.SD2026

Probing Token Spaces under Generator Shift in AI-Generated Music Detection

Joonyong Park, Jungwoo Kim, Junyoung Koh +1

AI-generated music detectors can appear robust on standard benchmark splits, yet their deployments require transfer to generator sources absent during training. We study this probl…

cs.SD2026

Instrumental Text-to-Music Generation with Auxiliary Conditioning Branches

Junyoung Koh

Text-to-music generation has advanced rapidly, with modern autoregressive and diffusion-based models producing convincing music from natural-language prompts. However, much of this…

cs.SD2025

AIBA: Attention-based Instrument Band Alignment for Text-to-Audio Diffusion

Junyoung Koh, Soo Yong Kim, Gyu Hyeong Choi +1

We present AIBA (Attention-In-Band Alignment), a lightweight, training-free pipeline to quantify where text-to-audio diffusion models attend on the time-frequency (T-F) plane. AIBA…