no code implementations • 23 Jan 2024 • Md Asif Jalal, Pablo Peso Parada, George Pavlidis, Vasileios Moschopoulos, Karthikeyan Saravanan, Chrysovalantis-Giorgos Kontoulis, Jisi Zhang, Anastasios Drosou, Gil Ho Lee, Jungin Lee, Seokyeong Jung
During training, a list of biasing phrases are selected from a large pool of phrases following a sampling strategy.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +1
no code implementations • 22 Jan 2024 • Jisi Zhang, Vandana Rajan, Haaris Mehmood, David Tuckey, Pablo Peso Parada, Md Asif Jalal, Karthikeyan Saravanan, Gil Ho Lee, Jungin Lee, Seokyeong Jung
On-device Automatic Speech Recognition (ASR) models trained on speech data of a large population might underperform for individuals unseen during training.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +1
no code implementations • 25 Jul 2023 • Md Asif Jalal, Pablo Peso Parada, Jisi Zhang, Karthikeyan Saravanan, Mete Ozay, Myoungji Han, Jung In Lee, Seokyeong Jung
Our paper proposes a privacy-enhancing framework that targets speaker identity anonymization while preserving speech recognition accuracy for our downstream task~-~Automatic Speech Recognition (ASR).
Automatic Speech Recognition Automatic Speech Recognition (ASR) +2
no code implementations • 11 Jul 2022 • Pablo Peso Parada, Agnieszka Dobrowolska, Karthikeyan Saravanan, Mete Ozay
For analyses on robust ASR, we employed pMCT on the VOiCES dataset which is a noisy reverberant dataset created using utterances from LibriSpeech.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +2
no code implementations • 6 Jun 2022 • Haaris Mehmood, Agnieszka Dobrowolska, Karthikeyan Saravanan, Mete Ozay
To this end, we propose FedNST, a novel method for training distributed ASR models using private and unlabelled user data.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +3