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StreamVC: Real-Time Low-Latency Voice Conversion

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arxiv 2401.03078 v1 pith:OYPDO7RF submitted 2024-01-05 eess.AS cs.LGcs.SD

classification eess.AScs.LGcs.SD
keywords speechvoicestreamvcconversioninformationreal-timescenariossource
verification ladder T0 review T1 audit T2 compute T3 formal
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We present StreamVC, a streaming voice conversion solution that preserves the content and prosody of any source speech while matching the voice timbre from any target speech. Unlike previous approaches, StreamVC produces the resulting waveform at low latency from the input signal even on a mobile platform, making it applicable to real-time communication scenarios like calls and video conferencing, and addressing use cases such as voice anonymization in these scenarios. Our design leverages the architecture and training strategy of the SoundStream neural audio codec for lightweight high-quality speech synthesis. We demonstrate the feasibility of learning soft speech units causally, as well as the effectiveness of supplying whitened fundamental frequency information to improve pitch stability without leaking the source timbre information.

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Cited by 1 Pith paper

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  1. RT-VC: Real-Time Zero-Shot Voice Conversion with Speech Articulatory Coding

    eess.AS 2025-06 conditional novelty 5.0 of 10

    RT-VC converts a speaker's voice to a new target voice in real time on a CPU with 61.4ms latency, matching the quality of the current SOTA StreamVC.

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