Gabor face recognition by multi-channel classifier fusion of supervised kernel manifold learning
文献类型：期刊论文
| 作者 | Zhao, Zeng-Shun1; Zhang, Li; Zhao, Meng; Hou, Zeng-Guang2 ; Zhang, Chang-Shui3
|
| 刊名 | NEUROCOMPUTING
 |
| 出版日期 | 2012-11-15 |
| 卷号 | 97页码:398-404 |
| 关键词 | Face recognition Supervised kernel manifold learning Classifier fusion Gabor wavelet |
| 英文摘要 | Motivated by the multi-channel nature of the Gabor feature representation and the success of the multiple classifier fusion, and meanwhile, to avoid careful selection of parameters for the manifold learning, we propose a face recognition framework under the multi-channel fusion strategy. The Gabor wavelet endows the algorithm in a similar way as the human visual system, to represent face features. To solve the curse of dimensionality due to multi-channel Gabor feature, as well as to preserve nonlinear labeled intrinsic structure of the sample points, the manifold learning is applied to model the nonlinear labeled intrinsic structure. Each of the filtered multi-channel Gabor features, is treated as an independent channel. Classification is performed in each channel by the component classifier and the final result is obtained using the decision fusion strategy. The experiments on three face datasets show effective and encouraging recognition accuracy compared with other existing methods. (C) 2012 Elsevier B.V. All rights reserved. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence |
| 研究领域[WOS] | Computer Science |
| 关键词[WOS] | LOCALITY PRESERVING PROJECTIONS |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000309318200039 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/3512]  |
| 专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_先进机器人控制团队 |
| 作者单位 | 1.Shandong Univ Sci & Technol, Shandong Prov Key Lab Robot & Intelligent Technol, Coll Informat & Elect Engn, Qingdao 266590, Peoples R China 2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 3.Tsinghua Univ, Dept Automat, Tsinghua Natl Lab Informat Sci & Technol, State Key Lab Intelligent Technol & Syst, Beijing 100084, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhao, Zeng-Shun,Zhang, Li,Zhao, Meng,et al. Gabor face recognition by multi-channel classifier fusion of supervised kernel manifold learning[J]. NEUROCOMPUTING,2012,97:398-404. |
| APA | Zhao, Zeng-Shun,Zhang, Li,Zhao, Meng,Hou, Zeng-Guang,&Zhang, Chang-Shui.(2012).Gabor face recognition by multi-channel classifier fusion of supervised kernel manifold learning.NEUROCOMPUTING,97,398-404. |
| MLA | Zhao, Zeng-Shun,et al."Gabor face recognition by multi-channel classifier fusion of supervised kernel manifold learning".NEUROCOMPUTING 97(2012):398-404. |
入库方式： OAI收割
来源：自动化研究所
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