CASIA OpenIR  > 09年以前成果
Boosting multi-Gabor subspaces for face recognition
Liu, QS; Jin, HL; Tang, XO; Lu, HQ; Ma, SD; Narayanan, PJ; Nayar, SK; Shum, HY
2006
发表期刊COMPUTER VISION - ACCV 2006, PT I
卷号3851页码:539-548
文章类型Article
摘要In this paper, we propose a new scheme of Gabor-based face recognition. Based on the fact that different Gabor filters have different properties, we first learn discriminating subspace for each kind of Gabor images respectively. Then the boosting learning is performed to fuse all the Gabor discriminating subspaces for recognition. Compared with previous work, the proposed method has three contributions: (I). We make sufficiently use of the respective properties of the Gabor filters, and learn different discriminant subspaces for different Gabor images respectively; (2). Boosting based fusing method adaptively determines the discriminating vectors and dimensionality of each subspace according to its discriminating capacity, so as to further improve the recognition performance; (3). The problem of computational complexity is well handled by subspace analysis and boosting based fusion. Extensive experiments show its encouraging performance.
WOS标题词Science & Technology ; Technology
收录类别ISTP ; SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS记录号WOS:000235772300055
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9295
专题09年以前成果
作者单位1.Chinese Acad Sci, Natl Lab Pattern Recognit, Inst Automat, Beijing, Peoples R China
2.Chinese Univ Hong Kong, Dept Informat Engn, Beijing, Peoples R China
3.Microsoft Res Asia, Beijing, Peoples R China
推荐引用方式
GB/T 7714
Liu, QS,Jin, HL,Tang, XO,et al. Boosting multi-Gabor subspaces for face recognition[J]. COMPUTER VISION - ACCV 2006, PT I,2006,3851:539-548.
APA Liu, QS.,Jin, HL.,Tang, XO.,Lu, HQ.,Ma, SD.,...&Shum, HY.(2006).Boosting multi-Gabor subspaces for face recognition.COMPUTER VISION - ACCV 2006, PT I,3851,539-548.
MLA Liu, QS,et al."Boosting multi-Gabor subspaces for face recognition".COMPUTER VISION - ACCV 2006, PT I 3851(2006):539-548.
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Liu, QS]的文章
[Jin, HL]的文章
[Tang, XO]的文章
百度学术
百度学术中相似的文章
[Liu, QS]的文章
[Jin, HL]的文章
[Tang, XO]的文章
必应学术
必应学术中相似的文章
[Liu, QS]的文章
[Jin, HL]的文章
[Tang, XO]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。