Improving performance of real-time full-band blind packet-loss concealment with predictive network

Packet loss concealment (PLC) is a tool for enhancing speech degradation caused by poor network conditions or underflow/overflow in audio processing pipelines. We propose a real-time recurrent method that leverages previous outputs to mitigate artefact of lost packets without the prior knowledge of...

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Veröffentlicht in:arXiv.org 2023-05
Hauptverfasser: Nguyen, Viet-Anh, Nguyen, Anh H T, Khong, Andy W H
Format: Artikel
Sprache:eng
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Zusammenfassung:Packet loss concealment (PLC) is a tool for enhancing speech degradation caused by poor network conditions or underflow/overflow in audio processing pipelines. We propose a real-time recurrent method that leverages previous outputs to mitigate artefact of lost packets without the prior knowledge of loss mask. The proposed full-band recurrent network (FRN) model operates at 48 kHz, which is suitable for high-quality telecommunication applications. Experiment results highlight the superiority of FRN over an offline non-causal baseline and a top performer in a recent PLC challenge.
ISSN:2331-8422
DOI:10.48550/arxiv.2211.04071