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Creating speech zones with self-distributing acoustic swarms
Computer ScienceNature Communications

Creating speech zones with self-distributing acoustic swarms

M. Itani, T. Chen, et al.

Discover the groundbreaking self-distributing acoustic swarm developed by Malek Itani, Tuochao Chen, Takuya Yoshioka, and Shyamnath Gollakota, capable of cooperative navigation and sound localization without cameras. This innovative system accurately separates and localizes multiple human speakers, paving the way for exciting applications in interactive environments.... show more
Abstract
Imagine being in a crowded room with a cacophony of speakers and having the ability to focus on or remove speech from a specific 2D region. This would require understanding and manipulating an acoustic scene, isolating each speaker, and associating a 2D spatial context with each constituent speech. However, separating speech from a large number of concurrent speakers in a room into individual streams and identifying their precise 2D locations is challenging, even for the human brain. Here, we present the first acoustic swarm that demonstrates cooperative navigation with centimeter-resolution using sound, eliminating the need for cameras or external infrastructure. Our acoustic swarm forms a self-distributing wireless microphone array, which, along with our attention-based neural network framework, lets us separate and localize concurrent human speakers in the 2D space, enabling speech zones. Our evaluations showed that the acoustic swarm could localize and separate 3–5 concurrent speech sources in real-world unseen reverberant environments with median and 90-percentile 2D errors of 15 cm and 50 cm, respectively. Our system enables applications like mute zones (parts of the room where sounds are muted), active zones (regions where sounds are captured), multi-conversation separation and location-aware interaction.
Publisher
Nature Communications
Published On
Sep 21, 2023
Authors
Malek Itani, Tuochao Chen, Takuya Yoshioka, Shyamnath Gollakota
Tags
acoustic swarmcooperative navigationsound localizationspeech separationaudio technologyneural networksreal-world environments
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