Abstract
Sign language has become a form of communication for people who have some type of hearing impairment, in order to relate to the world around him and perform daily activities including education, work performance and personal development. In the knowledge society, the development of new Technologies for Information and Communication (TIC), they constitute a teaching tool that changes the conditions for learning and communication as the world is digitized. Therefore, the development of an Ecuadorian sign language learning system based on the use of a gesture sensor and an artificial neural network multilayer feed-forward, implementing the Backpropagation algorithm, which takes advantage of the parallel property of decreasing the time required by a processor to distinguish the existing relationship between given patterns, represents a solution for improving the teaching-learning process. The system consists of three main layers: The first is responsible for the acquisition of data through a gestural device; the second uses the library of the gesture sensor to perform the acquisition and storage of information of the hand and the position of the fingers. Finally, the output layer, once the training of the neuron is analyzed, generates the real-time recognition of sign language.
Original language | English |
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Title of host publication | Augmented Reality, Virtual Reality, and Computer Graphics - 6th International Conference, AVR 2019, Proceedings |
Editors | Lucio Tommaso De Paolis, Patrick Bourdot |
Publisher | Springer Verlag |
Pages | 310-318 |
Number of pages | 9 |
ISBN (Print) | 9783030259983 |
DOIs | |
State | Published - 2019 |
Event | 6th International Conference on Augmented Reality, Virtual Reality and Computer Graphics, SALENTO AVR 2019 - Santa Maria al Bagno, Italy Duration: 24 Jun 2019 → 27 Jun 2019 |
Publication series
Name | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
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Volume | 11614 LNCS |
ISSN (Print) | 0302-9743 |
ISSN (Electronic) | 1611-3349 |
Conference
Conference | 6th International Conference on Augmented Reality, Virtual Reality and Computer Graphics, SALENTO AVR 2019 |
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Country/Territory | Italy |
City | Santa Maria al Bagno |
Period | 24/06/19 → 27/06/19 |
Bibliographical note
Publisher Copyright:© 2019, Springer Nature Switzerland AG.
Keywords
- Artificial neural networks
- CSCL
- Leap Motion
- Pattern recognition