activity
20202025
most citedPre-trained Model Representations and their Robustness against Noise for Speech Emotion Analysis

1 citations · 1 across the 6 of their papers we have counts for

collaborators

6 papers

cs.SD2025

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…

cs.SD2025

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…

cs.SD2023

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…

eess.AS2023★ 1 cited

Pre-trained Model Representations and their Robustness against Noise for Speech Emotion Analysis

Vikramjit Mitra, Vasudha Kowtha, Hsiang-Yun Sherry Chien +2

Pre-trained model representations have demonstrated state-of-the-art performance in speech recognition, natural language processing, and other applications. Speech models, such as…

eess.AS2022

Speech Emotion: Investigating Model Representations, Multi-Task Learning and Knowledge Distillation

Vikramjit Mitra, Hsiang-Yun Sherry Chien, Vasudha Kowtha +2

Estimating dimensional emotions, such as activation, valence and dominance, from acoustic speech signals has been widely explored over the past few years. While accurate estimation…

eess.AS2020

Detecting Emotion Primitives from Speech and their use in discerning Categorical Emotions

Vasudha Kowtha, Vikramjit Mitra, Chris Bartels +5

Emotion plays an essential role in human-to-human communication, enabling us to convey feelings such as happiness, frustration, and sincerity. While modern speech technologies rely…