COVID-19 Detection in Cough, Breath and Speech using Deep Transfer Learning and Bottleneck Features

no code implementations • 2 Apr 2021 • Madhurananda Pahar, Marisa Klopper, Robin Warren, Thomas Niesler

We present an experimental investigation into the effectiveness of transfer learning and bottleneck feature extraction in detecting COVID-19 from audio recordings of cough, breath and speech.

Audio Classification BIG-bench Machine Learning +1

COVID-19 Cough Classification using Machine Learning and Global Smartphone Recordings

no code implementations • 2 Dec 2020 • Madhurananda Pahar, Marisa Klopper, Robin Warren, Thomas Niesler

We present a machine learning based COVID-19 cough classifier which can discriminate COVID-19 positive coughs from both COVID-19 negative and healthy coughs recorded on a smartphone.

Audio Classification BIG-bench Machine Learning +1