Cover First, Disagree Softly: Rethinking Mismatch-First Active Learning for Frame-Level Audio Classification.

arXiv:2607.13571v2 Announce Type: replace-cross Abstract: Sound event detection relies on frame-level strong labels whose annotation is expensive. Active learning addresses this problem by selecting the audio segments whose labels help the classifier most. One