164 citations · 760 across the 31 of their papers we have counts for
4 papers · 1 filter
Towards Unsupervised Speech-to-Text Translation
Yu-An Chung, Wei-Hung Weng, Schrasing Tong +1
We present a framework for building speech-to-text translation (ST) systems using only monolingual speech and text corpora, in other words, speech utterances from a source language…
Semi-Supervised Training for Improving Data Efficiency in End-to-End Speech Synthesis
Yu-An Chung, Yuxuan Wang, Wei-Ning Hsu +2
Although end-to-end text-to-speech (TTS) models such as Tacotron have shown excellent results, they typically require a sizable set of high-quality <text, audio> pairs for training…
Unsupervised Cross-Modal Alignment of Speech and Text Embedding Spaces
Yu-An Chung, Wei-Hung Weng, Schrasing Tong +1
Recent research has shown that word embedding spaces learned from text corpora of different languages can be aligned without any parallel data supervision. Inspired by the success…
Speech2Vec: A Sequence-to-Sequence Framework for Learning Word Embeddings from Speech
Yu-An Chung, James Glass
In this paper, we propose a novel deep neural network architecture, Speech2Vec, for learning fixed-length vector representations of audio segments excised from a speech corpus, whe…