audio-11
Directional Hearing
3260 papers • 126 benchmarks • 313 datasets
Extremely low-latency audio source separation from a known direction of arrival.
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Hybrid Neural Networks for On-device Directional Hearing
Shyamnath Gollakota, Hao Zhang, Anran Wang, Maruchi Kim•Fri Dec 10 2021
DeepBeam is presented, a hybrid model that combines traditional beamformers with a custom lightweight neural net that reduces the computational burden of the latter and also improves its generalizability, while the latter is designed to further reduce the memory and computational overhead to enable real-time and low-latency operations.
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