mlsanityData to 7 Oct 2026

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

arXiv 2211.04071 ↗First posted 8 Nov 2022cs.SD eess.AScited by 2

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Abstract (arXiv)

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.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). First posted on arXiv 8 Nov 2022.

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Citing papers per year: 2024: 1; 2025: 0; 2026: 1.

2 papers.