Authors: Hanbin Bae, Pavel Andreev, Azat Saginbaev, Nicholas Babaev, Won-Jun Lee, Hosang Sung, Hoon-Young Cho

Published on: September 27, 2024

Impact Score: 7.4

Arxiv code: Arxiv:2409.18705

Summary

• What is new: A speech enhancement solution for true wireless stereo (TWS) earbuds designed for on-device usage with active noise cancellation (ANC).
• Why this is important: Enhancing speech in noisy environments with low latency and low computational complexity for TWS earbuds.
• What the research proposes: Evaluated network architecture, domain loss functions, pruning methods, and hardware optimization for an enhanced on-device speech solution.
• Results: Significant improvements in speech enhancement quality, reduced computational complexity, and minimized latency compared to baseline models.

Technical Details

Technological frameworks used: Network architecture and domain adaptation

Models used: Pruning methods and specific design of loss functions

Data used: Not specified in the abstract

Potential Impact

Audio equipment manufacturers, specifically companies producing TWS earbuds and active noise cancellation technology.

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