SAR Target Configuration Recognition Using Tensor Global and Local Discriminant Embedding
Huang, Xiayuan1; Qiao, Hong2; Zhang, Bo1
刊名IEEE GEOSCIENCE AND REMOTE SENSING LETTERS
2016-02-01
卷号13期号:2页码:222-226
关键词Global discriminant local discriminant manifold-to-manifold distance (MMD) multiple manifolds synthetic aperture radar (SAR) target configuration recognition tensor
英文摘要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.
WOS标题词Science & Technology ; Physical Sciences ; Technology
类目[WOS]Geochemistry & Geophysics ; Engineering, Electrical & Electronic ; Remote Sensing ; Imaging Science & Photographic Technology
研究领域[WOS]Geochemistry & Geophysics ; Engineering ; Remote Sensing ; Imaging Science & Photographic Technology
关键词[WOS]DIMENSIONALITY REDUCTION ; REPRESENTATION ; PROPERTY
收录类别SCI
语种英语
WOS记录号WOS:000369483500021
内容类型期刊论文
源URL[http://ir.ia.ac.cn/handle/173211/11339]  
专题自动化研究所_复杂系统管理与控制国家重点实验室_机器人应用与理论组
自动化研究所_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.
个性服务
查看访问统计
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。


©版权所有 ©2017 CSpace - Powered by CSpace