128 citations · 128 across the 5 of their papers we have counts for
7 papers
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…
Dynamic Data Pruning for Automatic Speech Recognition
Qiao Xiao, Pingchuan Ma, Adriana Fernandez-Lopez +7
The recent success of Automatic Speech Recognition (ASR) is largely attributed to the ever-growing amount of training data. However, this trend has made model training prohibitivel…
MSRS: Training Multimodal Speech Recognition Models from Scratch with Sparse Mask Optimization
Adriana Fernandez-Lopez, Honglie Chen, Pingchuan Ma +5
Pre-trained models have been a foundational approach in speech recognition, albeit with associated additional costs. In this study, we propose a regularization technique that facil…
SparseVSR: Lightweight and Noise Robust Visual Speech Recognition
Adriana Fernandez-Lopez, Honglie Chen, Pingchuan Ma +3
Recent advances in deep neural networks have achieved unprecedented success in visual speech recognition. However, there remains substantial disparity between current methods and t…
Auto-AVSR: Audio-Visual Speech Recognition with Automatic Labels
Pingchuan Ma, Alexandros Haliassos, Adriana Fernandez-Lopez +3
Audio-visual speech recognition has received a lot of attention due to its robustness against acoustic noise. Recently, the performance of automatic, visual, and audio-visual speec…
Automatic Viseme Vocabulary Construction to Enhance Continuous Lip-reading
Adriana Fernandez-Lopez, Federico M. Sukno
Speech is the most common communication method between humans and involves the perception of both auditory and visual channels. Automatic speech recognition focuses on interpreting…
Towards Estimating the Upper Bound of Visual-Speech Recognition: The Visual Lip-Reading Feasibility Database
Adriana Fernandez-Lopez, Oriol Martinez, Federico M. Sukno
Speech is the most used communication method between humans and it involves the perception of auditory and visual channels. Automatic speech recognition focuses on interpreting the…