Real-Time Accent Translation

This literature review provides a comprehensive analysis of existing research in the field of accent conversion and its application to real-time speech translation. The focus is on non-autoregressive models, which offer low-latency accent conversion, a critical requirement for real-time applications. The review covers key advancements in phonetic-based accent conversion, zero-shot learning methods, and neural network architectures that enable efficient accent translation. Finally, the review highlights the limitations of traditional methods and emphasizes the role of Nechaev and Kosyakov’s non-autoregressive real-time accent conversion model as a foundation for future developments in this area.

Publication Details

Journal
PhilPapers (PhilPapers Foundation)
Published
2025-01-01
Primary Topic
Speech Recognition and Synthesis
Type
article
Field-Weighted Citation Impact
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article

Real-Time Accent Translation

PhilPapers (PhilPapers Foundation)
Speech Recognition and Synthesis
article

Real-Time Accent Translation

article en

Abstract

This literature review provides a comprehensive analysis of existing research in the field of accent conversion and its application to real-time speech translation. The focus is on non-autoregressive models, which offer low-latency accent conversion, a critical requirement for real-time applications. The review covers key advancements in phonetic-based accent conversion, zero-shot learning methods, and neural network architectures that enable efficient accent translation. Finally, the review highlights the limitations of traditional methods and emphasizes the role of Nechaev and Kosyakov’s non-autoregressive real-time accent conversion model as a foundation for future developments in this area.

PhilPapers (PhilPapers Foundation)
Quality Education
Openalex Percentile: Top 72%
Speech Recognition and Synthesis
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Real-Time Accent Translation · PhilPapers (PhilPapers Foundation) (2025) | TGRS Research Map | TGRS