Jie Niu

Reliability-aware transfer learning with BEATs for variable-length respiratory sound classification: a patient-disjoint evaluation in two public databases

Random or central placement of respiratory sounds within padded windows can cause length-based masks to exclude recorded audio. We developed an exact support-propagation interface for the pretrained bidirectional encoder representation from audio transformers (BEATs), mapping sample support through filterbank frames an...