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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8747126 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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