3 papers
cs.SD2024
Configurable Multilingual ASR with Speech Summary Representations
Harrison Zhu, Ivan Fung, Yingke Zhu +1
Approximately half of the world's population is multilingual, making multilingual ASR (MASR) essential. Deploying multiple monolingual models is challenging when the ground-truth l…
cs.SD2023
Robust End-to-End Diarization with Domain Adaptive Training and Multi-Task Learning
Ivan Fung, Lahiru Samarakoon, Samuel J. Broughton
Due to the scarcity of publicly available diarization data, the model performance can be improved by training a single model with data from different domains. In this work, we prop…
cs.SD2023
Transformer Attractors for Robust and Efficient End-to-End Neural Diarization
Lahiru Samarakoon, Samuel J. Broughton, Marc Härkönen +1
End-to-end neural diarization with encoder-decoder based attractors (EEND-EDA) is a method to perform diarization in a single neural network. EDA handles the diarization of a flexi…