Knowledge Commons of Institute of Automation,CAS
SAR Target Configuration Recognition Using Tensor Global and Local Discriminant Embedding | |
Huang, Xiayuan1![]() ![]() | |
发表期刊 | IEEE GEOSCIENCE AND REMOTE SENSING LETTERS
![]() |
2016-02-01 | |
卷号 | 13期号:2页码:222-226 |
文章类型 | Article |
摘要 | This letter proposes a method that can preserve the global and local discriminative information based on the tensor representation to achieve feature extraction for synthetic aperture radar (SAR) target configuration recognition. We model SAR images of targets with different configurations as different manifolds, and each manifold is represented as a collection of maximal linear patches (MLPs), each depicted by a subspace. The manifold-to-manifold distance and subspace-to-subspace distance are used to maintain the global discriminative structure of data. Meanwhile, point-to-point distance (PPD) in an MLP is exploited to keep the local discriminative information of data. These two terms are then integrated to maintain the structure of data. Experimental results on the moving and stationary target automatic recognition (MSTAR) database demonstrate the effectiveness of the proposed method. |
关键词 | Global Discriminant Local Discriminant Manifold-to-manifold Distance (Mmd) Multiple Manifolds Synthetic Aperture Radar (Sar) Target Configuration Recognition Tensor |
WOS标题词 | Science & Technology ; Physical Sciences ; Technology |
DOI | 10.1109/LGRS.2015.2506659 |
关键词[WOS] | DIMENSIONALITY REDUCTION ; REPRESENTATION ; PROPERTY |
收录类别 | SCI |
语种 | 英语 |
项目资助者 | National Natural Science Foundation of China(61379093 ; 11131006) |
WOS研究方向 | Geochemistry & Geophysics ; Engineering ; Remote Sensing ; Imaging Science & Photographic Technology |
WOS类目 | Geochemistry & Geophysics ; Engineering, Electrical & Electronic ; Remote Sensing ; Imaging Science & Photographic Technology |
WOS记录号 | WOS:000369483500021 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/11339 |
专题 | 多模态人工智能系统全国重点实验室_机器人理论与应用 复杂系统管理与控制国家重点实验室 |
作者单位 | 1.Chinese Acad Sci, Inst Appl Math, Acad Math & Syst Sci, Beijing 100190, Peoples R China 2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China |
推荐引用方式 GB/T 7714 | Huang, Xiayuan,Qiao, Hong,Zhang, Bo. SAR Target Configuration Recognition Using Tensor Global and Local Discriminant Embedding[J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS,2016,13(2):222-226. |
APA | Huang, Xiayuan,Qiao, Hong,&Zhang, Bo.(2016).SAR Target Configuration Recognition Using Tensor Global and Local Discriminant Embedding.IEEE GEOSCIENCE AND REMOTE SENSING LETTERS,13(2),222-226. |
MLA | Huang, Xiayuan,et al."SAR Target Configuration Recognition Using Tensor Global and Local Discriminant Embedding".IEEE GEOSCIENCE AND REMOTE SENSING LETTERS 13.2(2016):222-226. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
SAR Target Configura(730KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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。
修改评论