2026
AlignSep: Temporally-Aligned Video-Queried Sound Separation with Flow Matching
ICLR 2026poster
Video Query Sound Separation (VQSS) aims to isolate target sounds conditioned on visual queries while suppressing off-screen interference—a task central to audiovisual understanding. However, existing methods often fail under conditions of homogeneous interference and overlapping soundtracks, due to…