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cs.SD2026
Sound Effects Dataset Unification With the Universal Category System
Jun Woo Beck, Alexander Lerch
Sound effects (SFX) datasets and libraries often employ distinct tagging schemes, taxonomies, and metadata structures. This creates challenges for research on SFX classification an…
cs.SD2025
Uncertainty Estimation in the Real World: A Study on Music Emotion Recognition
Karn N. Watcharasupat, Yiwei Ding, T. Aleksandra Ma +2
Any data annotation for subjective tasks shows potential variations between individuals. This is particularly true for annotations of emotional responses to musical stimuli. While…
cs.SD2024★ 1 cited
A Stem-Agnostic Single-Decoder System for Music Source Separation Beyond Four Stems
Karn N. Watcharasupat, Alexander Lerch
Despite significant recent progress across multiple subtasks of audio source separation, few music source separation systems support separation beyond the four-stem vocals, drums,…