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Deep-Learning-Based Adaptive Advertising with Augmented Reality

In this work we describe a system composed of deep neural networks that analyzes characteristics of customers based on their face (age, gender, and personality), as well as the ambient temperature, with the purpose of generating a personalized signal to potential buyers who pass in front of a bevera...

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Detalles Bibliográficos
Autores principales: Moreno-Armendáriz, Marco A., Calvo, Hiram, Duchanoy, Carlos A., Lara-Cázares, Arturo, Ramos-Diaz, Enrique, Morales-Flores, Víctor L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8747126/
https://www.ncbi.nlm.nih.gov/pubmed/35009606
http://dx.doi.org/10.3390/s22010063
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author Moreno-Armendáriz, Marco A.
Calvo, Hiram
Duchanoy, Carlos A.
Lara-Cázares, Arturo
Ramos-Diaz, Enrique
Morales-Flores, Víctor L.
author_facet Moreno-Armendáriz, Marco A.
Calvo, Hiram
Duchanoy, Carlos A.
Lara-Cázares, Arturo
Ramos-Diaz, Enrique
Morales-Flores, Víctor L.
author_sort Moreno-Armendáriz, Marco A.
collection PubMed
description In this work we describe a system composed of deep neural networks that analyzes characteristics of customers based on their face (age, gender, and personality), as well as the ambient temperature, with the purpose of generating a personalized signal to potential buyers who pass in front of a beverage establishment; faces are automatically detected, displaying a recommendation using deep learning methods. In order to present suitable digital posters for each person, several technologies were used: Augmented reality, estimation of age, gender, and estimation of personality through the Big Five test applied to an image. The accuracy of each one of these deep neural networks is measured separately to ensure an appropriate precision over 80%. The system has been implemented into a portable solution, and is able to generate a recommendation to one or more people at the same time.
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spelling pubmed-87471262022-01-11 Deep-Learning-Based Adaptive Advertising with Augmented Reality Moreno-Armendáriz, Marco A. Calvo, Hiram Duchanoy, Carlos A. Lara-Cázares, Arturo Ramos-Diaz, Enrique Morales-Flores, Víctor L. Sensors (Basel) Article In this work we describe a system composed of deep neural networks that analyzes characteristics of customers based on their face (age, gender, and personality), as well as the ambient temperature, with the purpose of generating a personalized signal to potential buyers who pass in front of a beverage establishment; faces are automatically detected, displaying a recommendation using deep learning methods. In order to present suitable digital posters for each person, several technologies were used: Augmented reality, estimation of age, gender, and estimation of personality through the Big Five test applied to an image. The accuracy of each one of these deep neural networks is measured separately to ensure an appropriate precision over 80%. The system has been implemented into a portable solution, and is able to generate a recommendation to one or more people at the same time. MDPI 2021-12-23 /pmc/articles/PMC8747126/ /pubmed/35009606 http://dx.doi.org/10.3390/s22010063 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Moreno-Armendáriz, Marco A.
Calvo, Hiram
Duchanoy, Carlos A.
Lara-Cázares, Arturo
Ramos-Diaz, Enrique
Morales-Flores, Víctor L.
Deep-Learning-Based Adaptive Advertising with Augmented Reality
title Deep-Learning-Based Adaptive Advertising with Augmented Reality
title_full Deep-Learning-Based Adaptive Advertising with Augmented Reality
title_fullStr Deep-Learning-Based Adaptive Advertising with Augmented Reality
title_full_unstemmed Deep-Learning-Based Adaptive Advertising with Augmented Reality
title_short Deep-Learning-Based Adaptive Advertising with Augmented Reality
title_sort deep-learning-based adaptive advertising with augmented reality
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8747126/
https://www.ncbi.nlm.nih.gov/pubmed/35009606
http://dx.doi.org/10.3390/s22010063
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