5 papers
Audio scene monitoring using redundant ad-hoc microphone array networks
Peter Gerstoft, Yihan Hu, Michael J. Bianco +4
We present a system for localizing sound sources in a room with several ad-hoc microphone arrays. Each circular array performs direction of arrival (DOA) estimation independently u…
Semi-supervised source localization in reverberant environments with deep generative modeling
Michael J. Bianco, Sharon Gannot, Efren Fernandez-Grande +1
We propose a semi-supervised approach to acoustic source localization in reverberant environments based on deep generative modeling. Localization in reverberant environments remain…
SSLIDE: Sound Source Localization for Indoors based on Deep Learning
Yifan Wu, Roshan Ayyalasomayajula, Michael J. Bianco +2
This paper presents SSLIDE, Sound Source Localization for Indoors using DEep learning, which applies deep neural networks (DNNs) with encoder-decoder structure to localize sound so…
Semi-supervised source localization with deep generative modeling
Michael J. Bianco, Sharon Gannot, Peter Gerstoft
We propose a semi-supervised localization approach based on deep generative modeling with variational autoencoders (VAEs). Localization in reverberant environments remains a challe…
Machine learning in acoustics: theory and applications
Michael J. Bianco, Peter Gerstoft, James Traer +4
Acoustic data provide scientific and engineering insights in fields ranging from biology and communications to ocean and Earth science. We survey the recent advances and transforma…