Cascaded Speech-to-Speech Translation System Focusing on Low-Resource Indic Languages

This paper work proposes a speech-to-speech translation system to improve translation from Indic languages to English and vice-versa, particularly for those languages with less resources. The major components of the proposed system include Whisper to recognise speech, IndicTrans2 to translate and gTTS to convert the text into speech. The performance of the system was evaluated in terms of BLEU, COMET and WER metrics to analyse the quality and naturalness of the translation output. Finally, the proposed approach efficiently addresses the problems of low-resource languages to translate and provide insights for improving S2S systems in the future

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Publication Details

Published
2024-11-21
DOI
https://doi.org/10.1109/delcon64804.2024.10867248
Citations
1
Primary Topic
Speech Recognition and Synthesis
Type
article
Field-Weighted Citation Impact
0.35
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article

Cascaded Speech-to-Speech Translation System Focusing on Low-Resource Indic Languages

Nagendra Panini Challa, Basaraboyina Yohoshiva, Praveen Sai Krishna Paleti, Bhavesh Saluru et al.
1 citations
Speech Recognition and Synthesis
0.35
article

Cascaded Speech-to-Speech Translation System Focusing on Low-Resource Indic Languages

Nagendra Panini Challa, Basaraboyina Yohoshiva, Praveen Sai Krishna Paleti, Bhavesh Saluru, Sainadh Vatturi
article en
1 citations

Abstract

This paper work proposes a speech-to-speech translation system to improve translation from Indic languages to English and vice-versa, particularly for those languages with less resources. The major components of the proposed system include Whisper to recognise speech, IndicTrans2 to translate and gTTS to convert the text into speech. The performance of the system was evaluated in terms of BLEU, COMET and WER metrics to analyse the quality and naturalness of the translation output. Finally, the proposed approach efficiently addresses the problems of low-resource languages to translate and provide insights for improving S2S systems in the future

Openalex Percentile: Top 29%
Speech Recognition and Synthesis
0.35
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