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. |
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