SAR Target Configuration Recognition Using Tensor Global and Local Discriminant Embedding
Huang, Xiayuan1; Qiao, Hong2; Zhang, Bo1
2016-02-01
发表期刊IEEE GEOSCIENCE AND REMOTE SENSING LETTERS
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
DOI10.1109/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
被引频次:12[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/11339
专题复杂系统管理与控制国家重点实验室_机器人理论与应用
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
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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.
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