Training Strategies for Improved Lip-reading. (arXiv:2209.01383v3 [cs.CV] UPDATED)

Several training strategies and temporal models have been recently proposed
for isolated word lip-reading in a series of independent works. However, the
potential of combining the best strategies and investigating the impact of each
of them has not been explored. In this paper, we systematically investigate the
performance of state-of-the-art data augmentation approaches, temporal models
and other training strategies, like self-distillation and using word boundary
indicators. Our results show that Time Masking (TM) is the most important
augmentation followed by …

arxiv reading strategies training