Optimal neighboring reconstruction for hyperspectral band selection | |
Zhang, Fahong1; Wang, Qi1,2; Li, Xuelong3,4 | |
2018-10-31 | |
会议名称 | 38th Annual IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 |
会议录名称 | 2018 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 - Proceedings |
卷号 | 2018-July |
页码 | 4709-4712 |
会议日期 | 2018-07-22 |
会议地点 | Valencia, Spain |
出版者 | Institute of Electrical and Electronics Engineers Inc. |
产权排序 | 3 |
摘要 | Band selection, as an effective and popular dimensional reduction methods for hyperspectral image (HSI), has raised wide attention in recent years. In this paper, we propose a novel band selection method called optimal neighboring reconstruction (ONR). Compared to conventional methods, ONR mainly has following advantages. 1) It is globally optimal, which means the best combination of bands towards the designed objective function can be achieved. 2) It sufficiently exploits the neighboring structure among bands, so can effectively reduce the redundancy while maintaining the discrimination among bands. Experiments on three real data sets show that the proposed method has excellent performance. © 2018 IEEE |
作者部门 | 光谱成像技术研究室 |
DOI | 10.1109/IGARSS.2018.8517884 |
收录类别 | EI |
ISBN号 | 9781538671504 |
语种 | 英语 |
EI入藏号 | 20191206669487 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/31390 |
专题 | 光谱成像技术研究室 |
作者单位 | 1.School of Computer Science, Center for OPTical IMagery Analysis and Learning, Northwestern Polytechnical University, Xi'an, Shaanxi; 710072, China; 2.Unmanned System Research Institute, Northwestern Polytechnical University, Xi'an, Shaanxi; 710072, China; 3.Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an, Shaanxi; 710119, China; 4.University of Chinese, Academy of Sciences, Beijing; 100049, China |
推荐引用方式 GB/T 7714 | Zhang, Fahong,Wang, Qi,Li, Xuelong. Optimal neighboring reconstruction for hyperspectral band selection[C]:Institute of Electrical and Electronics Engineers Inc.,2018:4709-4712. |
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 | ||
Optimal neighboring (293KB) | 会议论文 | 限制开放 | CC BY-NC-SA | 请求全文 |
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