Investigating the dynamics of hand and lips in French Cued Speech using attention mechanisms and CTC-based decoding

06/14/2023
by   Sanjana Sankar, et al.
0

Hard of hearing or profoundly deaf people make use of cued speech (CS) as a communication tool to understand spoken language. By delivering cues that are relevant to the phonetic information, CS offers a way to enhance lipreading. In literature, there have been several studies on the dynamics between the hand and the lips in the context of human production. This article proposes a way to investigate how a neural network learns this relation for a single speaker while performing a recognition task using attention mechanisms. Further, an analysis of the learnt dynamics is utilized to establish the relationship between the two modalities and extract automatic segments. For the purpose of this study, a new dataset has been recorded for French CS. Along with the release of this dataset, a benchmark will be reported for word-level recognition, a novelty in the automatic recognition of French CS.

READ FULL TEXT

page 2

page 4

research
04/11/2022

Multistream neural architectures for cued-speech recognition using a pre-trained visual feature extractor and constrained CTC decoding

This paper proposes a simple and effective approach for automatic recogn...
research
06/25/2021

Cross-Modal Knowledge Distillation Method for Automatic Cued Speech Recognition

Cued Speech (CS) is a visual communication system for the deaf or hearin...
research
01/03/2020

A Pilot Study on Mandarin Chinese Cued Speech

Cued Speech (CS) is a communication system developed for deaf people, wh...
research
01/03/2020

Re-synchronization using the Hand Preceding Model for Multi-modal Fusion in Automatic Continuous Cued Speech Recognition

Cued Speech (CS) is an augmented lip reading complemented by hand coding...
research
01/03/2020

A New Re-synchronization Method based Multi-modal Fusion for Automatic Continuous Cued Speech Recognition

Cued Speech (CS) is an augmented lip reading complemented by hand coding...
research
06/05/2023

A Novel Interpretable and Generalizable Re-synchronization Model for Cued Speech based on a Multi-Cuer Corpus

Cued Speech (CS) is a multi-modal visual coding system combining lip rea...
research
11/16/2022

Cognitive Simplification Operations Improve Text Simplification

Text Simplification (TS) is the task of converting a text into a form th...

Please sign up or login with your details

Forgot password? Click here to reset