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Foundation Model Hidden Representations for Heart Rate Estimation from Auscultation
Jingping Nie, Dung T. Tran, Karan Thakkar +5
Auscultation, particularly heart sound, is a non-invasive technique that provides essential vital sign information. Recently, self-supervised acoustic representation foundation mod…
Voice Quality Dimensions as Interpretable Primitives for Speaking Style for Atypical Speech and Affect
Jaya Narain, Vasudha Kowtha, Colin Lea +8
Perceptual voice quality dimensions describe key characteristics of atypical speech and other speech modulations. Here we develop and evaluate voice quality models for seven voice…
Learning to Detect Novel and Fine-Grained Acoustic Sequences Using Pretrained Audio Representations
Vasudha Kowtha, Miquel Espi Marques, Jonathan Huang +2
This work investigates pretrained audio representations for few shot Sound Event Detection. We specifically address the task of few shot detection of novel acoustic sequences, or s…