Institutional Repository of Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
Discriminant analysis with Gabor phase feature for robust face recognition | |
Han, Hong1; Zhu, Jianfei1; Lei, Zhen2,3; Liao, Shengcai2,3; Li, Stan Z.2,3 | |
发表期刊 | JOURNAL OF ELECTRONIC IMAGING |
2013-10-01 | |
卷号 | 22期号:4 |
文章类型 | Article |
摘要 | An occlusion robust image representation method is presented and applied to face recognition. In our method, Gabor phase difference representation is used mainly to resist occlusion. Based on the good ability of Gabor filters to capture image structure and the robustness to image occlusion shown here, Gabor phase features are expected to be discriminative and robust for face representation in occlusion case. Furthermore, we find that different scales and orientations of Gabor phase features lead to quite varied performance and then we analyze it carefully and find the effective Gabor phase (EGP) features. Moreover, we adopt spectral regression-based discriminant analysis, along with the extracted EGP features, to find the most discriminant subspace for classification. Thereby, an occlusion robust face image discriminant subspace is derived. Five kinds of feature representation methods and two subspace learning methods are compared for our recognition problem. Extensive experiments with various occlusion cases show the efficacy of the proposed method. (C) 2013 SPIE and IS&T |
WOS标题词 | Science & Technology ; Technology ; Physical Sciences |
关键词[WOS] | INDEPENDENT COMPONENT ANALYSIS ; PARTIAL OCCLUSION ; BINARY PATTERNS ; REPRESENTATION ; IMAGES ; CLASSIFICATION ; HISTOGRAM ; MODELS ; KERNEL ; SCALE |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Engineering ; Optics ; Imaging Science & Photographic Technology |
WOS类目 | Engineering, Electrical & Electronic ; Optics ; Imaging Science & Photographic Technology |
WOS记录号 | WOS:000331631200058 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/7946 |
专题 | 模式识别国家重点实验室_生物识别与安全技术 |
作者单位 | 1.Xidian Univ, Sch Elect Engn, Xian 710071, Peoples R China 2.Chinese Acad Sci, Ctr Biometr & Secur Res, Beijing 100191, Peoples R China 3.Inst Automat, Natl Lab Pattern Recognit, Beijing 100191, Peoples R China |
推荐引用方式 GB/T 7714 | Han, Hong,Zhu, Jianfei,Lei, Zhen,et al. Discriminant analysis with Gabor phase feature for robust face recognition[J]. JOURNAL OF ELECTRONIC IMAGING,2013,22(4). |
APA | Han, Hong,Zhu, Jianfei,Lei, Zhen,Liao, Shengcai,&Li, Stan Z..(2013).Discriminant analysis with Gabor phase feature for robust face recognition.JOURNAL OF ELECTRONIC IMAGING,22(4). |
MLA | Han, Hong,et al."Discriminant analysis with Gabor phase feature for robust face recognition".JOURNAL OF ELECTRONIC IMAGING 22.4(2013). |
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