Effective Zero-Shot Multi-Speaker Text-to-Speech Technique Using Information Perturbation and a Speaker Encoder

Chae-Woon Bang, Chanjun Chun, Christoph M Friedrich · 2023

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Description

Chae-Woon Bang and co-authors improve a speech system so it can copy a new voice it has never been trained on. Their base model builds speech from text with a diffusion method and handles many voices, but it could not handle an unseen voice at all.

The new method takes speaker facts from a sample clip, using a model first trained to tell speakers apart. A trick that scrambles some speaker facts helps the system learn a wider range of voices. In tests it matched or beat rival systems for known voices and did about as well for new ones, based on scores for likeness and quality.

Catalog record

CREATORChae-Woon Bang, Chanjun Chun, Christoph M Friedrich
YEAR2023
COLLECTIONPAPERS
FORMATTXT
FILE SIZE36 KB
VERSION1.0
LICENSECC BY 4.0
RIGHTSCC BY
SOURCEEurope PMC

Source: https://europepmc.org/articles/PMC10708733

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