2023
INTERSPEECH
INTERSPEECH 2023
Towards Two-point Neuron-inspired Energy-efficient Multimodal Open Master Hearing Aid
Abstract
Here we demonstrate a two-point neuron-inspired audio-visual (AV) open Master Hearing Aid (OpenMHA) framework for on-chip energy-efficient speech enhancement (SE). The developed system is compared against state-of-the-art cepstrum-based audio-only (A-only) SE and conventional point-neuron inspired deep neural net (DNN) driven multimodal (MM) SE. Pilot experiments demonstrate that the proposed system outperforms audio-only SE in terms of speech quality and intelligibility and performs comparably to point neuron-inspired DNN with significantly reduced energy consumption at any time --- both during training and inferencing.
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Interdisciplinary Bridge
— Deep Learning and Speech & Audio
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Cross-Pollinator
— Artificial Intelligence, Computer Science, Computer Vision, Data Science & Analytics, Deep Learning, Healthcare & Medicine, Interdisciplinary, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Natural Language Processing, Reinforcement Learning, Robotics, Security & Privacy, Speech & Audio