5 papers
Leveraging Large Language Models in Visual Speech Recognition: Model Scaling, Context-Aware Decoding, and Iterative Polishing
Zehua Liu, Xiaolou Li, Li Guo +2
Visual Speech Recognition (VSR) transcribes speech by analyzing lip movements. Recently, Large Language Models (LLMs) have been integrated into VSR systems, leading to notable perf…
CNVSRC 2024: The Second Chinese Continuous Visual Speech Recognition Challenge
Zehua Liu, Xiaolou Li, Chen Chen +2
This paper presents the second Chinese Continuous Visual Speech Recognition Challenge (CNVSRC 2024), which builds on CNVSRC 2023 to advance research in Chinese Large Vocabulary Con…
An Investigation on Speaker Augmentation for End-to-End Speaker Extraction
Zhenghai You, Zhenyu Zhou, Lantian Li +1
Target confusion, defined as occasional switching to non-target speakers, poses a key challenge for end-to-end speaker extraction (E2E-SE) systems. We argue that this problem is la…
Quantitative Analysis of Audio-Visual Tasks: An Information-Theoretic Perspective
Chen Chen, Xiaolou Li, Zehua Liu +2
In the field of spoken language processing, audio-visual speech processing is receiving increasing research attention. Key components of this research include tasks such as lip rea…
Pay Attention to Hard Trials
Lantian Li, Di Wang, Dong Wang
Performance of speaker recognition systems is evaluated on test trials. Although as crucial as rulers for tailors, trials have not been carefully treated so far, and most existing…