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Task splitting for DNN-based acoustic echo and noise removal

2022-05-13 23:56:47
Sebastian Braun, Maria Luis Valero

Abstract

Neural networks have led to tremendous performance gains for single-task speech enhancement, such as noise suppression and acoustic echo cancellation (AEC). In this work, we evaluate whether it is more useful to use a single joint or separate modules to tackle these problems. We describe different possible implementations and give insights into their performance and efficiency. We show that using a separate echo cancellation module and a module for noise and residual echo removal results in less near-end speech distortion and better echo suppression, especially for double-talk.

Abstract (translated)

URL

https://arxiv.org/abs/2205.06931

PDF

https://arxiv.org/pdf/2205.06931.pdf


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