Jinhua Liang

Learning from Taxonomy: Multi-Label Few-Shot Classification for Everyday Sound Recognition

Humans categorise and structure perceived acoustic signals into hierarchies of auditory objects. The semantics of these objects are thus informative in sound classification, especially in few-shot scenarios. However, existing works have only represented audio semantics as binary labels (e.g., whethe…