Recurrent Neural Networks for Decoding Lip Read Speech

Conference paper

Fenghour, S, Chen, D and Xiao, P (2019). Recurrent Neural Networks for Decoding Lip Read Speech. 2019 8th International Conference on Software and Information Engineering (ICSIE 2019). Cairo 09 - 12 Apr 2019
AuthorsFenghour, S, Chen, D and Xiao, P
TypeConference paper
Abstract

The success of automated lip reading has been constrained by the inability to distinguish between homopheme words, which are words have different characters and produce the same lip movements (e.g. ”time” and ”some”), despite being intrinsically different. One word can often have different phonemes (units of sound) producing exactly the viseme or visual equivalent of phoneme for a unit of sound. Through the use of a Long-Short Term Memory Network with word embeddings, we can distinguish between homopheme words or words that produce identical lip movements. The neural network architecture achieved a character accuracy rate of 77.1% and a word accuracy rate of 72.2%.

Year2019
Accepted author manuscript
License
CC BY 4.0
Publication dates
Print09 Apr 2019
Publication process dates
Deposited20 Mar 2019
Accepted18 Mar 2019
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https://openresearch.lsbu.ac.uk/item/866z8

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