23 citations · 37 across the 40 of their papers we have counts for
5 papers · 1 filter
Understanding Probe Behaviors through Variational Bounds of Mutual Information
Kwanghee Choi, Jee-weon Jung, Shinji Watanabe
With the success of self-supervised representations, researchers seek a better understanding of the information encapsulated within a representation. Among various interpretability…
Exploring Speech Recognition, Translation, and Understanding with Discrete Speech Units: A Comparative Study
Xuankai Chang, Brian Yan, Kwanghee Choi +14
Speech signals, typically sampled at rates in the tens of thousands per second, contain redundancies, evoking inefficiencies in sequence modeling. High-dimensional speech features…
Speech Intelligibility Assessment of Dysarthric Speech by using Goodness of Pronunciation with Uncertainty Quantification
Eun Jung Yeo, Kwanghee Choi, Sunhee Kim +1
This paper proposes an improved Goodness of Pronunciation (GoP) that utilizes Uncertainty Quantification (UQ) for automatic speech intelligibility assessment for dysarthric speech.…
Unsupervised Speech Representation Pooling Using Vector Quantization
Jeongkyun Park, Kwanghee Choi, Hyunjun Heo +1
With the advent of general-purpose speech representations from large-scale self-supervised models, applying a single model to multiple downstream tasks is becoming a de-facto appro…
OLKAVS: An Open Large-Scale Korean Audio-Visual Speech Dataset
Jeongkyun Park, Jung-Wook Hwang, Kwanghee Choi +4
Inspired by humans comprehending speech in a multi-modal manner, various audio-visual datasets have been constructed. However, most existing datasets focus on English, induce depen…