OPT OpenIR  > 光谱成像技术研究室
A Data Mining Algorithm for Hyperspectral Target Detection Based on UAV
Zhou, Jian1; Qiu, Shi2; Wang, Zhuping3; Nie, Cong1
2022
会议名称International Conference on Autonomous Unmanned Systems, ICAUS 2021
会议录名称Proceedings of 2021 International Conference on Autonomous Unmanned Systems, ICAUS 2021
卷号861 LNEE
页码63-73
会议日期2021-09-24
会议地点Changsha, China
出版者Springer Science and Business Media Deutschland GmbH
产权排序2
摘要

The hyperspectral image has spatial resolution and inter-spectral resolution, which can visually display the information of the ground object. It is of great significance to the typical targets of hyperspectral data mining. With the development of drone technology, it is possible to detect targets with airborne hyper spectrometers, thereby greatly improving the perception ability of unmanned aerial vehicles. For this reason, we have carried out research on target data mining based on the advantages of hyperspectral detection of ground object attributes and the strong flexibility of UAVs. First, on the basis of acquiring hyper spectral images, normalize the images, construct an edge extraction model, and introduce the idea of clustering to find spatially similar regions. Then a Dynamic Time Warping model is constructed to extract the features between the spectra, and finally, the DEC algorithm is improved, and a deep network is used to achieve typical target clustering. © 2022, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

作者部门光谱成像技术研究室
收录类别EI
ISBN号9789811694912
语种英语
ISSN号18761100;18761119
EI入藏号20222212177677
文献类型会议论文
条目标识符http://ir.opt.ac.cn/handle/181661/95982
专题光谱成像技术研究室
通讯作者Qiu, Shi
作者单位1.Xi’an Modern Control Technology Research Institute, Xi’an, China
2.Key Laboratory of Spectral Imaging Technology CAS, Xi’an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an; 710119, China
3.Xi’an Institute of Electromechanical Information Technology, Xi’an, China
推荐引用方式
GB/T 7714
Zhou, Jian,Qiu, Shi,Wang, Zhuping,et al. A Data Mining Algorithm for Hyperspectral Target Detection Based on UAV[C]:Springer Science and Business Media Deutschland GmbH,2022:63-73.
条目包含的文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
A Data Mining Algori(3415KB)会议论文 限制开放CC BY-NC-SA请求全文
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Zhou, Jian]的文章
[Qiu, Shi]的文章
[Wang, Zhuping]的文章
百度学术
百度学术中相似的文章
[Zhou, Jian]的文章
[Qiu, Shi]的文章
[Wang, Zhuping]的文章
必应学术
必应学术中相似的文章
[Zhou, Jian]的文章
[Qiu, Shi]的文章
[Wang, Zhuping]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。