59 citations · 90 across the 29 of their papers we have counts for
4 papers · 1 filter
Contextual Speech Extraction: Leveraging Textual History as an Implicit Cue for Target Speech Extraction
Minsu Kim, Rodrigo Mira, Honglie Chen +2
In this paper, we investigate a novel approach for Target Speech Extraction (TSE), which relies solely on textual context to extract the target speech. We refer to this task as Con…
Full-Rank No More: Low-Rank Weight Training for Modern Speech Recognition Models
Adriana Fernandez-Lopez, Shiwei Liu, Lu Yin +2
This paper investigates the under-explored area of low-rank weight training for large-scale Conformer-based speech recognition models from scratch. Our study demonstrates the viabi…
RT-LA-VocE: Real-Time Low-SNR Audio-Visual Speech Enhancement
Honglie Chen, Rodrigo Mira, Stavros Petridis +1
In this paper, we aim to generate clean speech frame by frame from a live video stream and a noisy audio stream without relying on future inputs. To this end, we propose RT-LA-VocE…
Domain Adversarial Neural Networks for Dysarthric Speech Recognition
Dominika Woszczyk, Stavros Petridis, David Millard
Speech recognition systems have improved dramatically over the last few years, however, their performance is significantly degraded for the cases of accented or impaired speech. Th…