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Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet
Two key facial features, age and gender, have been widely explored. Companies and organizations have investigated in related applications in several fields including insurance, retails, marketing, etc. It would bring tremendous benefit, which allow companies to easily identify their customer demogra...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Singapore
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7451232/ https://www.ncbi.nlm.nih.gov/pubmed/33063055 http://dx.doi.org/10.1007/s42979-020-00294-w |
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author | Huynh, Hieu Trung Nguyen, Hoang |
author_facet | Huynh, Hieu Trung Nguyen, Hoang |
author_sort | Huynh, Hieu Trung |
collection | PubMed |
description | Two key facial features, age and gender, have been widely explored. Companies and organizations have investigated in related applications in several fields including insurance, retails, marketing, etc. It would bring tremendous benefit, which allow companies to easily identify their customer demographics. Several approaches have been proposed with remarkable results. However, because of the lack of open and multi-ethnic datasets, most modern age and gender estimating models were trained solely based on white people with Western facial features, and thus fall short with non-Caucasian people. In this paper, we developed an applicable Wide ResNet model to estimate the age and the gender of Asian faces. The model was trained with a newly improved Asian face database. The experiments have shown promising results, as it can match the performance of Microsoft’s how-old API estimator in a specific dataset. |
format | Online Article Text |
id | pubmed-7451232 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer Singapore |
record_format | MEDLINE/PubMed |
spelling | pubmed-74512322020-08-28 Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet Huynh, Hieu Trung Nguyen, Hoang SN Comput Sci Original Research Two key facial features, age and gender, have been widely explored. Companies and organizations have investigated in related applications in several fields including insurance, retails, marketing, etc. It would bring tremendous benefit, which allow companies to easily identify their customer demographics. Several approaches have been proposed with remarkable results. However, because of the lack of open and multi-ethnic datasets, most modern age and gender estimating models were trained solely based on white people with Western facial features, and thus fall short with non-Caucasian people. In this paper, we developed an applicable Wide ResNet model to estimate the age and the gender of Asian faces. The model was trained with a newly improved Asian face database. The experiments have shown promising results, as it can match the performance of Microsoft’s how-old API estimator in a specific dataset. Springer Singapore 2020-08-27 2020 /pmc/articles/PMC7451232/ /pubmed/33063055 http://dx.doi.org/10.1007/s42979-020-00294-w Text en © Springer Nature Singapore Pte Ltd 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Research Huynh, Hieu Trung Nguyen, Hoang Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet |
title | Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet |
title_full | Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet |
title_fullStr | Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet |
title_full_unstemmed | Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet |
title_short | Joint Age Estimation and Gender Classification of Asian Faces Using Wide ResNet |
title_sort | joint age estimation and gender classification of asian faces using wide resnet |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7451232/ https://www.ncbi.nlm.nih.gov/pubmed/33063055 http://dx.doi.org/10.1007/s42979-020-00294-w |
work_keys_str_mv | AT huynhhieutrung jointageestimationandgenderclassificationofasianfacesusingwideresnet AT nguyenhoang jointageestimationandgenderclassificationofasianfacesusingwideresnet |