| Fast Haar Transform Based Feature Extraction for Face Representation and Recognition | |
Pang, Yanwei1; Li, Xuelong2; Yuan, Yuan3 ; Tao, Dacheng4; Pan, Jing5
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| 作者部门 | 光学影像分析与学习中心 |
| 2009-09-01 | |
| 发表期刊 | IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY
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| ISSN | 1556-6013 |
| 卷号 | 4期号:3页码:441-450 |
| 摘要 | Subspace learning is the process of finding a proper feature subspace and then projecting high-dimensional data onto the learned low-dimensional subspace. The projection operation requires many floating-point multiplications and additions, which makes the projection process computationally expensive. To tackle this problem, this paper proposes two simple-but-effective fast subspace learning and image projection methods, fast Haar transform (FHT) based principal component analysis and FHT based spectral regression discriminant analysis. The advantages of these two methods result from employing both the FHT for subspace learning and the integral vector for feature extraction. Experimental results on three face databases demonstrated their effectiveness and efficiency. |
| 文章类型 | Article |
| 关键词 | Face Representation And Recognition Fast Algorithm Feature Extraction Haar Transform Subspace Analysis |
| 学科领域 | 信号与模式识别 |
| WOS标题词 | Science & Technology ; Technology |
| DOI | 10.1109/TIFS.2009.2026455 |
| 收录类别 | SCI ; EI |
| 关键词[WOS] | HUMAN GAIT RECOGNITION ; DISCRIMINANT-ANALYSIS ; IMAGE RETRIEVAL ; SUBSPACE ; CLASSIFICATION ; ALGORITHMS |
| 语种 | 英语 |
| WOS研究方向 | Computer Science ; Engineering |
| WOS类目 | Computer Science, Theory & Methods ; Engineering, Electrical & Electronic |
| WOS记录号 | WOS:000269155900015 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.opt.ac.cn/handle/181661/8554 |
| 专题 | 光谱成像技术研究室 |
| 作者单位 | 1.Tianjin Univ, Sch Elect Informat Engn, Tianjin 300072, Peoples R China 2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Xian 710119, Peoples R China 3.Aston Univ, Sch Engn & Appl Sci, Birmingham B4 7ET, W Midlands, England 4.Nanyang Technol Univ, Sch Comp Engn, Singapore 639798, Singapore 5.Tianjin Univ Technol & Educ, Dept Elect Engn, Tianjin 300222, Peoples R China |
| 推荐引用方式 GB/T 7714 | Pang, Yanwei,Li, Xuelong,Yuan, Yuan,et al. Fast Haar Transform Based Feature Extraction for Face Representation and Recognition[J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY,2009,4(3):441-450. |
| APA | Pang, Yanwei,Li, Xuelong,Yuan, Yuan,Tao, Dacheng,&Pan, Jing.(2009).Fast Haar Transform Based Feature Extraction for Face Representation and Recognition.IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY,4(3),441-450. |
| MLA | Pang, Yanwei,et al."Fast Haar Transform Based Feature Extraction for Face Representation and Recognition".IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY 4.3(2009):441-450. |
| 条目包含的文件 | ||||||
| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| Fast Haar Transform （1705KB） | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 | |
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