实现深度学习以检测不合适的掩码用户

Ryan Gusti Nugraha, Mochamad Yoga Wibowo, Prasetyo Ajie, H. H. Handayani, Ahmad Fauzi, Anis Fitri Nur Masruriyah
{"title":"实现深度学习以检测不合适的掩码用户","authors":"Ryan Gusti Nugraha, Mochamad Yoga Wibowo, Prasetyo Ajie, H. H. Handayani, Ahmad Fauzi, Anis Fitri Nur Masruriyah","doi":"10.1109/ICIC54025.2021.9632994","DOIUrl":null,"url":null,"abstract":"The number of COVID-19 patients that continues to increase, has made several countries continue to seek treatment so that they can help COVID-19 patients recover. The increasing number of patients is indicated, because many residents still do not comply with health protocols. WHO explains that one of the important protocols is to use masks correctly. Some residents are reluctant to use masks because it makes communication less clear and breathless. Due to these omissions, this study aims to identify the use of masks. This study is able to identify the proper use of masks, the use of inappropriate masks and the face without a mask. The process of this research begins with creating a training model from several images. The model that has been made is used as a reference for identification using CNN. The results of the accuracy of this study reached \"99.35%\".","PeriodicalId":189541,"journal":{"name":"2021 Sixth International Conference on Informatics and Computing (ICIC)","volume":"35 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Implementation of Deep Learning in Order to Detect Inapposite Mask User\",\"authors\":\"Ryan Gusti Nugraha, Mochamad Yoga Wibowo, Prasetyo Ajie, H. H. Handayani, Ahmad Fauzi, Anis Fitri Nur Masruriyah\",\"doi\":\"10.1109/ICIC54025.2021.9632994\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The number of COVID-19 patients that continues to increase, has made several countries continue to seek treatment so that they can help COVID-19 patients recover. The increasing number of patients is indicated, because many residents still do not comply with health protocols. WHO explains that one of the important protocols is to use masks correctly. Some residents are reluctant to use masks because it makes communication less clear and breathless. Due to these omissions, this study aims to identify the use of masks. This study is able to identify the proper use of masks, the use of inappropriate masks and the face without a mask. The process of this research begins with creating a training model from several images. The model that has been made is used as a reference for identification using CNN. The results of the accuracy of this study reached \\\"99.35%\\\".\",\"PeriodicalId\":189541,\"journal\":{\"name\":\"2021 Sixth International Conference on Informatics and Computing (ICIC)\",\"volume\":\"35 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-11-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 Sixth International Conference on Informatics and Computing (ICIC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICIC54025.2021.9632994\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 Sixth International Conference on Informatics and Computing (ICIC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICIC54025.2021.9632994","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

COVID-19患者人数持续增加,使一些国家继续寻求治疗,以帮助COVID-19患者康复。由于许多居民仍然不遵守健康协议,因此表明患者数量不断增加。世卫组织解释说,其中一项重要的协议是正确使用口罩。一些居民不愿意使用口罩,因为它使沟通不清晰,令人窒息。由于这些遗漏,本研究旨在确定口罩的使用。本研究能够识别正确使用口罩、不适当使用口罩和不戴口罩的面部。这项研究的过程始于从几张图像中创建一个训练模型。将已经制作好的模型作为参考,使用CNN进行识别。本研究的结果准确率达到“99.35%”。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Implementation of Deep Learning in Order to Detect Inapposite Mask User
The number of COVID-19 patients that continues to increase, has made several countries continue to seek treatment so that they can help COVID-19 patients recover. The increasing number of patients is indicated, because many residents still do not comply with health protocols. WHO explains that one of the important protocols is to use masks correctly. Some residents are reluctant to use masks because it makes communication less clear and breathless. Due to these omissions, this study aims to identify the use of masks. This study is able to identify the proper use of masks, the use of inappropriate masks and the face without a mask. The process of this research begins with creating a training model from several images. The model that has been made is used as a reference for identification using CNN. The results of the accuracy of this study reached "99.35%".
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信