Automatic Recognition of Pictograms with Convolutional Neural Network Approach for Literacy

Ayleen Reyes, Diego Vallejo-Huanga

Resultado de la investigación: Capítulo del libro/informe/acta de congresoContribución de conferenciarevisión exhaustiva

Resumen

Literacy is a fundamental and intrinsic right for every person; therefore, government agencies, NGOs, and private donors seek to implement sustainable and long-term plans that allow citizens to access quality, inclusive, and equitable education. But despite their efforts, illiteracy has not yet been fully eradicated, so educational programs and tools have been created to work to solve this problem. In this research, a web application is developed that takes the resources of the Google QuickDraw API to generate an interactive image interpretation tool, which aims to support the learning of reading and writing in people with illiteracy. The tool allows an illiterate person to draw pictograms that are interpreted by the software and through convolutional neural networks with deep learning, a prediction of the image is generated. The result is presented in a graphical user interface, which displays a real image corresponding to the prediction together with text and audio assistance, essential for user learning. The results show a performance of 75% accuracy in the training and 56% in the test. The performance tests yielded indicate that the tool meets the minimum software requirements for its future implementation in institutions that work in the education of people with illiteracy.

Idioma originalInglés
Título de la publicación alojadaSmart Technologies, Systems and Applications - 2nd International Conference, SmartTech-IC 2021, Revised Selected Papers
EditoresFabián R. Narváez, Julio Proaño, Paulina Morillo, Diego Vallejo, Daniel González Montoya, Gloria M. Díaz
EditorialSpringer Science and Business Media Deutschland GmbH
Páginas219-231
Número de páginas13
ISBN (versión impresa)9783030991692
DOI
EstadoPublicada - 2022
Evento2nd International Conference on Smart Technologies, Systems and Applications, SmartTech-IC 2021 - Quito, Ecuador
Duración: 1 dic. 20213 dic. 2021

Serie de la publicación

NombreCommunications in Computer and Information Science
Volumen1532 CCIS
ISSN (versión impresa)1865-0929
ISSN (versión digital)1865-0937

Conferencia

Conferencia2nd International Conference on Smart Technologies, Systems and Applications, SmartTech-IC 2021
País/TerritorioEcuador
CiudadQuito
Período1/12/213/12/21

Nota bibliográfica

Publisher Copyright:
© 2022, Springer Nature Switzerland AG.

Huella

Profundice en los temas de investigación de 'Automatic Recognition of Pictograms with Convolutional Neural Network Approach for Literacy'. En conjunto forman una huella única.

Citar esto