Robust Identification System for Spanish Sign Language Based on Three-Dimensional Frame Information.
Spanish sign language
dynamic time warping
gesture recognition
pattern recognition
Journal
Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366
Informations de publication
Date de publication:
02 Jan 2023
02 Jan 2023
Historique:
received:
06
12
2022
revised:
23
12
2022
accepted:
30
12
2022
entrez:
8
1
2023
pubmed:
9
1
2023
medline:
11
1
2023
Statut:
epublish
Résumé
Nowadays, according to the World Health Organization (WHO), of the world's population suffers from a hearing disorder that makes oral communication with other people challenging. At the same time, in an era of technological evolution and digitization, designing tools that could help these people to communicate daily is the base of much scientific research such as that discussed herein. This article describes one of the techniques designed to transcribe Spanish Sign Language (SSL). A Leap Motion volumetric sensor has been used in this research due to its capacity to recognize hand movements in 3 dimensions. In order to carry out this research project, an impaired hearing subject has collaborated in the recording of 176 dynamic words. Finally, for the development of the research, Dynamic Time Warping (DTW) has been used to compare the samples and predict the input with an accuracy of 95.17%.
Identifiants
pubmed: 36617080
pii: s23010481
doi: 10.3390/s23010481
pmc: PMC9824096
pii:
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Références
Sensors (Basel). 2018 Oct 19;18(10):
pubmed: 30347776