Array Camera Image Fusion using Physics-Aware Transformers

Qian Huang, Ming-Jhe Hu, D. Brady
{"title":"Array Camera Image Fusion using Physics-Aware Transformers","authors":"Qian Huang, Ming-Jhe Hu, D. Brady","doi":"10.48550/arXiv.2207.02250","DOIUrl":null,"url":null,"abstract":"We demonstrate a physics-aware transformer for feature-based data fusion from cameras with diverse resolution, color spaces, focal planes, focal lengths, and exposure. We also demonstrate a scalable solution for synthetic training data generation for the transformer using open-source computer graphics software. We demonstrate image synthesis on arrays with diverse spectral responses, instantaneous field of view and frame rate.","PeriodicalId":121190,"journal":{"name":"Imaging Sensors and Systems","volume":"85 ","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Imaging Sensors and Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.48550/arXiv.2207.02250","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

We demonstrate a physics-aware transformer for feature-based data fusion from cameras with diverse resolution, color spaces, focal planes, focal lengths, and exposure. We also demonstrate a scalable solution for synthetic training data generation for the transformer using open-source computer graphics software. We demonstrate image synthesis on arrays with diverse spectral responses, instantaneous field of view and frame rate.
使用物理感知变压器的阵列相机图像融合
我们展示了一个物理感知转换器,用于来自不同分辨率、色彩空间、焦平面、焦距和曝光的相机的基于特征的数据融合。我们还演示了一个可扩展的解决方案,用于使用开源计算机图形软件生成变压器的综合训练数据。我们演示了具有不同光谱响应、瞬时视场和帧速率的阵列上的图像合成。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
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:604180095
Book学术官方微信