PulseAugur
EN
LIVE 10:12:28

New framework adapts audio concealment models using only received packets

By PulseAugur Editorial · [2 sources] ·

Researchers have developed TTT-PLC, a self-supervised framework designed to adapt existing packet loss concealment (PLC) models using only the received audio packets. This method allows PLC models to adjust their parameters in real-time, improving reconstruction of missing audio segments without requiring external data or architectural changes. The framework has been tested in both non-causal and causal settings, demonstrating its effectiveness in enhancing audio quality for models like FRN and PARCnet. AI

IMPACT Enhances real-time audio reconstruction capabilities, potentially improving voice and music communication over lossy networks.

RANK_REASON The cluster contains an academic paper detailing a new method for audio processing. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.CL →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New framework adapts audio concealment models using only received packets

COVERAGE [2]

  1. arXiv cs.CL TIER_1 English(EN) · Yehoshua Dissen, Joseph Keshet ·

    Self-Supervised Test-Time Tuning for Packet Loss Concealment

    arXiv:2607.01823v1 Announce Type: cross Abstract: Packet loss concealment (PLC) reconstructs audio packets that are missing at the receiver, usually with a trained model whose parameters remain fixed at deployment time. This treats the PLC model as static, even though each call o…

  2. arXiv cs.CL TIER_1 English(EN) · Joseph Keshet ·

    Self-Supervised Test-Time Tuning for Packet Loss Concealment

    Packet loss concealment (PLC) reconstructs audio packets that are missing at the receiver, usually with a trained model whose parameters remain fixed at deployment time. This treats the PLC model as static, even though each call or recording exposes signal-specific information th…

RELATED ENTITIES

RELATED TOPICS