基于R-CNN的水下图像传感器通信二维led阵列模式识别

T. Sawa, Y. Kozawa, Shinpei Goto, T. Takeuchi, T. Shibagaki
{"title":"基于R-CNN的水下图像传感器通信二维led阵列模式识别","authors":"T. Sawa, Y. Kozawa, Shinpei Goto, T. Takeuchi, T. Shibagaki","doi":"10.1109/wpmc52694.2021.9700422","DOIUrl":null,"url":null,"abstract":"Image sensor communication using LEDs and cameras is expected as effective and easy wireless communication method in the water. In this research, R-CNN is tried for recognition of 2D LEDs array. The R-CNN could recognize QR code and Bayer pattern in the air correctly, though SURF could not detect Bayer. 3 different arrangement of underwater LED arrays are tried to be recognized by R-CNN. In spite of attenuation of light in the water and color deterioration near camera resolution, green LEDs of Bayer arrangement was recognized at the distance of 16 m.","PeriodicalId":299827,"journal":{"name":"2021 24th International Symposium on Wireless Personal Multimedia Communications (WPMC)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-12-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Recognition of 2D LEDs array pattern for underwater image sensor communication by R-CNN\",\"authors\":\"T. Sawa, Y. Kozawa, Shinpei Goto, T. Takeuchi, T. Shibagaki\",\"doi\":\"10.1109/wpmc52694.2021.9700422\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Image sensor communication using LEDs and cameras is expected as effective and easy wireless communication method in the water. In this research, R-CNN is tried for recognition of 2D LEDs array. The R-CNN could recognize QR code and Bayer pattern in the air correctly, though SURF could not detect Bayer. 3 different arrangement of underwater LED arrays are tried to be recognized by R-CNN. In spite of attenuation of light in the water and color deterioration near camera resolution, green LEDs of Bayer arrangement was recognized at the distance of 16 m.\",\"PeriodicalId\":299827,\"journal\":{\"name\":\"2021 24th International Symposium on Wireless Personal Multimedia Communications (WPMC)\",\"volume\":\"24 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-12-14\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 24th International Symposium on Wireless Personal Multimedia Communications (WPMC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/wpmc52694.2021.9700422\",\"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 24th International Symposium on Wireless Personal Multimedia Communications (WPMC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/wpmc52694.2021.9700422","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

利用led和摄像头的图像传感器通信有望成为水中有效且简单的无线通信方式。本研究尝试用R-CNN对二维led阵列进行识别。R-CNN可以正确识别QR码和空中的拜耳图案,SURF无法检测到拜耳。尝试了3种不同的水下LED阵列排列方式来进行R-CNN的识别。尽管在水中光线衰减,在相机分辨率附近颜色变差,但在16 m处仍能识别出Bayer排列的绿色led。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Recognition of 2D LEDs array pattern for underwater image sensor communication by R-CNN
Image sensor communication using LEDs and cameras is expected as effective and easy wireless communication method in the water. In this research, R-CNN is tried for recognition of 2D LEDs array. The R-CNN could recognize QR code and Bayer pattern in the air correctly, though SURF could not detect Bayer. 3 different arrangement of underwater LED arrays are tried to be recognized by R-CNN. In spite of attenuation of light in the water and color deterioration near camera resolution, green LEDs of Bayer arrangement was recognized at the distance of 16 m.
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