Daisuke Niizumi

Noise-aware UASD could revolutionize machine monitoring by effectively distinguishing between machine sounds and environmental noise, even in challenging acoustic conditions.

Audio SSL models contain class-specific neurons that generalize surprisingly well across diverse tasks and respond to shared semantic and acoustic features, offering a glimpse into their robust generalization abilities.