Voice Cloning: Comprehensive Survey

Voice Cloning has rapidly advanced in today's digital world, with many researchers and corporations working to improve these algorithms for various applications. This article aims to establish a standardized terminology for voice cloning and explore its different variations. It will cover speaker adaptation as the fundamental concept and then delve deeper into topics such as few-shot, zero-shot, and multilingual TTS within that context. Finally, we will explore the evaluation metrics commonly used in voice cloning research and related datasets. This survey compiles the available voice cloning algorithms to encourage research toward its generation and detection to limit its misuse.

Publication Details

Journal
ArXiv.org
Published
2025-05-01
Primary Topic
Speech Recognition and Synthesis
Type
article
Field-Weighted Citation Impact
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article

Voice Cloning: Comprehensive Survey

ArXiv.org
Speech Recognition and Synthesis
article

Voice Cloning: Comprehensive Survey

article en

Abstract

Voice Cloning has rapidly advanced in today's digital world, with many researchers and corporations working to improve these algorithms for various applications. This article aims to establish a standardized terminology for voice cloning and explore its different variations. It will cover speaker adaptation as the fundamental concept and then delve deeper into topics such as few-shot, zero-shot, and multilingual TTS within that context. Finally, we will explore the evaluation metrics commonly used in voice cloning research and related datasets. This survey compiles the available voice cloning algorithms to encourage research toward its generation and detection to limit its misuse.

ArXiv.org
Quality Education
Openalex Percentile: Top 73%
Speech Recognition and Synthesis
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Voice Cloning: Comprehensive Survey · ArXiv.org (2025) | TGRS Research Map | TGRS