View-invariant Discriminative Projection for Multi-view Gait-based Human Identification
文献类型：期刊论文
| 作者 | Maodi Hu; Yunhong Wang; Zhaoxiang Zhang ; James J. Little; Di Huang
|
| 刊名 | IEEE Transactions on Information Forensics and Security
 |
| 出版日期 | 2013-10-28 |
| 卷号 | 8期号:12页码:2034-2045 |
| 关键词 | View-invariant Discriminative Projection Multi-view Gait-based Identification |
| 英文摘要 | Existing methods for multi-view gait-based identification mainly focus on transforming the features of one view to the features of another view, which is technically sound but has limited practical utility. In this paper, we propose a view-invariant discriminative projection (ViDP) method, to improve the discriminative ability of multi-view gait features by a unitary linear projection. It is implemented by iteratively learning the low dimensional geometry and finding the optimal projection according to the geometry. By virtue of ViDP, the multi-view gait features can be directly matched without knowing or estimating the viewing angles. The ViDP feature projected from gait energy image achieves promising performance in the experiments of multi-view gait-based identification. We suggest that it is possible to construct a gait-based identification system for arbitrary probe views, by incorporating the information of gallery data with sufficient viewing angles. In addition, ViDP performs even better than the state-of-the-art view transformation methods, which are trained for the combination of gallery and probe viewing angles in every evaluation. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/13216]  |
| 专题 | 自动化研究所_智能感知与计算研究中心 |
| 通讯作者 | Zhaoxiang Zhang |
| 推荐引用方式 GB/T 7714 | Maodi Hu,Yunhong Wang,Zhaoxiang Zhang,et al. View-invariant Discriminative Projection for Multi-view Gait-based Human Identification[J]. IEEE Transactions on Information Forensics and Security,2013,8(12):2034-2045. |
| APA | Maodi Hu,Yunhong Wang,Zhaoxiang Zhang,James J. Little,&Di Huang.(2013).View-invariant Discriminative Projection for Multi-view Gait-based Human Identification.IEEE Transactions on Information Forensics and Security,8(12),2034-2045. |
| MLA | Maodi Hu,et al."View-invariant Discriminative Projection for Multi-view Gait-based Human Identification".IEEE Transactions on Information Forensics and Security 8.12(2013):2034-2045. |
入库方式： OAI收割
来源：自动化研究所
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