A Mobile Educational Application Based on Transfer Learning and Computer Vision for Teaching Semantics Fields in Children with Intellectual Disabilities

Rodrigo Nacipucha Zhañay; Sofía Bravo Buri; Vladimir Robles-Bykbaev

doi:10.1007/978-3-031-44131-8_2

A Mobile Educational Application Based on Transfer Learning and Computer Vision for Teaching Semantics Fields in Children with Intellectual Disabilities

Rodrigo Nacipucha Zhañay, Sofía Bravo Buri, Vladimir Robles-Bykbaev

Grupo de Investigación de Inteligencia Artificial y Tecnologías de Asistencia (GI-IATa)

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución de conferencia › revisión exhaustiva

Resumen

Nowadays, informfation and communication technologies (ICT) are having major changes in almost all areas of society, there has been mainly a growing interest in educational technology. For this reason, in the following research, within the framework of a mobile application, an artificial vision module based on deep learning has been developed, which consists of the recognition and classification of images of 3 semantic fields (fruits, vegetables, and meats) and the recognition of their subclasses respectively by object detection. There is also the development of a serious game that consists of healthy eating which is intended to improve the development of the teaching-learning process in children and teenagers so that this game can be inclusive and equitable.

Idioma original	Inglés
Título de la publicación alojada	Management, Tourism and Smart Technologies - ICMTT 2023 Volume 1
Editores	Carlos Montenegro, Álvaro Rocha, Juan Manuel Cueva Lovelle
Editorial	Springer Science and Business Media Deutschland GmbH
Páginas	13-22
Número de páginas	10
ISBN (versión impresa)	9783031441301
DOI	https://doi.org/10.1007/978-3-031-44131-8_2
Estado	Publicada - 2024
Evento	International Conference on Management, Tourism and Technologies, ICMTT 2023 - Bogotá, Colombia Duración: 4 may. 2023 → 6 may. 2023

Serie de la publicación

Nombre	Lecture Notes in Networks and Systems
Volumen	773
ISSN (versión impresa)	2367-3370
ISSN (versión digital)	2367-3389

Conferencia

Conferencia	International Conference on Management, Tourism and Technologies, ICMTT 2023
País/Territorio	Colombia
Ciudad	Bogotá
Período	4/05/23 → 6/05/23

Nota bibliográfica

Publisher Copyright:
© The Author(s), under exclusive license to Springer Nature Switzerland AG 2024.

Acceder al documento

10.1007/978-3-031-44131-8_2

Otros archivos y enlaces

Enlace a la publicación en Scopus

Citar esto

Nacipucha Zhañay, R., Bravo Buri, S., & Robles-Bykbaev, V. (2024). A Mobile Educational Application Based on Transfer Learning and Computer Vision for Teaching Semantics Fields in Children with Intellectual Disabilities. En C. Montenegro, Á. Rocha, & J. M. Cueva Lovelle (Eds.), Management, Tourism and Smart Technologies - ICMTT 2023 Volume 1 (pp. 13-22). (Lecture Notes in Networks and Systems; Vol. 773). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-44131-8_2

Nacipucha Zhañay, Rodrigo ; Bravo Buri, Sofía ; Robles-Bykbaev, Vladimir. / A Mobile Educational Application Based on Transfer Learning and Computer Vision for Teaching Semantics Fields in Children with Intellectual Disabilities. Management, Tourism and Smart Technologies - ICMTT 2023 Volume 1. editor / Carlos Montenegro ; Álvaro Rocha ; Juan Manuel Cueva Lovelle. Springer Science and Business Media Deutschland GmbH, 2024. pp. 13-22 (Lecture Notes in Networks and Systems).

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abstract = "Nowadays, informfation and communication technologies (ICT) are having major changes in almost all areas of society, there has been mainly a growing interest in educational technology. For this reason, in the following research, within the framework of a mobile application, an artificial vision module based on deep learning has been developed, which consists of the recognition and classification of images of 3 semantic fields (fruits, vegetables, and meats) and the recognition of their subclasses respectively by object detection. There is also the development of a serious game that consists of healthy eating which is intended to improve the development of the teaching-learning process in children and teenagers so that this game can be inclusive and equitable.",

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Nacipucha Zhañay, R, Bravo Buri, S & Robles-Bykbaev, V 2024, A Mobile Educational Application Based on Transfer Learning and Computer Vision for Teaching Semantics Fields in Children with Intellectual Disabilities. En C Montenegro, Á Rocha & JM Cueva Lovelle (eds.), Management, Tourism and Smart Technologies - ICMTT 2023 Volume 1. Lecture Notes in Networks and Systems, vol. 773, Springer Science and Business Media Deutschland GmbH, pp. 13-22, International Conference on Management, Tourism and Technologies, ICMTT 2023, Bogotá, Colombia, 4/05/23. https://doi.org/10.1007/978-3-031-44131-8_2

A Mobile Educational Application Based on Transfer Learning and Computer Vision for Teaching Semantics Fields in Children with Intellectual Disabilities. / Nacipucha Zhañay, Rodrigo; Bravo Buri, Sofía; Robles-Bykbaev, Vladimir.
Management, Tourism and Smart Technologies - ICMTT 2023 Volume 1. ed. / Carlos Montenegro; Álvaro Rocha; Juan Manuel Cueva Lovelle. Springer Science and Business Media Deutschland GmbH, 2024. p. 13-22 (Lecture Notes in Networks and Systems; Vol. 773).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución de conferencia › revisión exhaustiva

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AB - Nowadays, informfation and communication technologies (ICT) are having major changes in almost all areas of society, there has been mainly a growing interest in educational technology. For this reason, in the following research, within the framework of a mobile application, an artificial vision module based on deep learning has been developed, which consists of the recognition and classification of images of 3 semantic fields (fruits, vegetables, and meats) and the recognition of their subclasses respectively by object detection. There is also the development of a serious game that consists of healthy eating which is intended to improve the development of the teaching-learning process in children and teenagers so that this game can be inclusive and equitable.

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Nacipucha Zhañay R, Bravo Buri S, Robles-Bykbaev V. A Mobile Educational Application Based on Transfer Learning and Computer Vision for Teaching Semantics Fields in Children with Intellectual Disabilities. En Montenegro C, Rocha Á, Cueva Lovelle JM, editores, Management, Tourism and Smart Technologies - ICMTT 2023 Volume 1. Springer Science and Business Media Deutschland GmbH. 2024. p. 13-22. (Lecture Notes in Networks and Systems). doi: 10.1007/978-3-031-44131-8_2