Online Active Learning For Sound Event Detection

no code implementations • 25 Sep 2023 • Mark Lindsey, Ankit Shah, Francis Kubala, Richard M. Stern

Online Active Learning (OAL) is a paradigm that addresses this issue by simultaneously minimizing the amount of annotation required to train a classifier and adapting to changes in the data over the duration of the data collection process.

Active Learning Event Detection +1

Self-supervision and Learnable STRFs for Age, Emotion, and Country Prediction

no code implementations • 25 Jun 2022 • Roshan Sharma, Tyler Vuong, Mark Lindsey, Hira Dhamyal, Rita Singh, Bhiksha Raj

This work presents a multitask approach to the simultaneous estimation of age, country of origin, and emotion given vocal burst audio for the 2022 ICML Expressive Vocalizations Challenge ExVo-MultiTask track.