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Indic Languages Automatic Speech Recognition using Meta-Learning Approach

2021-11-01 · ICNLSP 2021 11 · Anugunj Naman, Kumari Deepshikha

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Automatic Speech RecognitionAutomatic Speech Recognition (ASR)Meta-Learning speech-recognition Speech Recognition

Meta Learning for End-to-End Low-Resource Speech Recognition

2019-10-26 · Jui-Yang Hsu, Yuan-Jui Chen, Hung-Yi Lee

In this paper, we proposed to apply meta learning approach for low-resource automatic speech recognition (ASR). We formulated ASR for different languages as different tasks, and meta-learned the initialization parameters…

Automatic Speech Recognition Automatic Speech Recognition (ASR)Meta-Learning speech-recognition+1

SMILE: Speech Meta In-Context Learning for Low-Resource Language Automatic Speech Recognition

2024-09-16 · Ming-Hao Hsu, Hung-Yi Lee

Automatic Speech Recognition (ASR) models demonstrate outstanding performance on high-resource languages but face significant challenges when applied to low-resource languages due to limited training data and insufficien…

Automatic Speech Recognition Automatic Speech Recognition (ASR)Data Augmentation In-Context Learning+4

Vakyansh: ASR Toolkit for Low Resource Indic languages

2022-03-30 · Harveen Singh Chadha, Anirudh Gupta, Priyanshi Shah, Neeraj Chhimwal 외

We present Vakyansh, an end to end toolkit for Speech Recognition in Indic languages. India is home to almost 121 languages and around 125 crore speakers. Yet most of the languages are low resource in terms of data and p…

Punctuation Restoration speech-recognition Speech Recognition

Code Switched and Code Mixed Speech Recognition for Indic languages

2022-03-30 · Harveen Singh Chadha, Priyanshi Shah, Ankur Dhuriya, Neeraj Chhimwal 외

Training multilingual automatic speech recognition (ASR) systems is challenging because acoustic and lexical information is typically language specific. Training multilingual system for Indic languages is even more tough…

Automatic Speech Recognition Automatic Speech Recognition (ASR)Language Identification speech-recognition+1

Improving Speech Recognition for Indic Languages using Language Model

2022-03-30 · Ankur Dhuriya, Harveen Singh Chadha, Anirudh Gupta, Priyanshi Shah 외

We study the effect of applying a language model (LM) on the output of Automatic Speech Recognition (ASR) systems for Indic languages. We fine-tune wav2vec $2.0$ models for $18$ Indic languages and adjust the results wit…

Automatic Speech Recognition Automatic Speech Recognition (ASR)Language Modeling Language Modelling+2