Search Results for author: Vrunda N. Sukhadia

Found 3 papers, 0 papers with code

The Tag-Team Approach: Leveraging CLS and Language Tagging for Enhancing Multilingual ASR

no code implementations31 May 2023 Kaousheik Jayakumar, Vrunda N. Sukhadia, A Arunkumar, S. Umesh

Building a multilingual Automated Speech Recognition (ASR) system in a linguistically diverse country like India can be a challenging task due to the differences in scripts and the limited availability of speech data.

speech-recognition Speech Recognition +1

Channel-Aware Pretraining of Joint Encoder-Decoder Self-Supervised Model for Telephonic-Speech ASR

no code implementations3 Nov 2022 Vrunda N. Sukhadia, A. Arunkumar, S. Umesh

Our method gives a relative improvement of ~4% over the joint encoder-decoder self-supervised model built with simple pooling of data, which serves as our baseline.

Clustering Decoder

Domain Adaptation of low-resource Target-Domain models using well-trained ASR Conformer Models

no code implementations18 Feb 2022 Vrunda N. Sukhadia, S. Umesh

We, therefore, propose to use the embeddings tapped from these encoder layers as features for a downstream Conformer target-domain model and show that they provide significant improvements.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +4

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