CASIA OpenIR  > 09年以前成果
Boosting statistical local feature based classifiers for face recognition
Huang, XS; Wang, YS; Marques, JS; PerezdelaBlanca, N; Pina, P
2005
发表期刊PATTERN RECOGNITION AND IMAGE ANALYSIS, PT 2, PROCEEDINGS
卷号3523页码:51-58
文章类型Article
摘要In this work, we present a novel approach for face recognition which use boosted statistical local Gabor feature based classifiers. Firstly, two Gabor parts, real part and imaginary part, are extracted for each pixel of face images. The two parts are transformed into two kinds of Gabor features, magnitude feature and phase feature. 40 magnitude Gaborfaces and 40 phase Gaborfaces are generated for each face image by convoluting face images with five scales and eight orientations Gabor filters. Then these Gaborfaces are scanned with a sub-window from which the quantified Gabor features histograms are extracted representing efficiently the face image. The multi-class problem of face recognition is transformed into a two-class one of intra-and extra-class classification using intra-personal and extra-personal images, as in [5]. The intra/extra features are constructed based on these histograms of two different face images with Chi square statistic as dissimilarity measure. A strong classifier is learned using boosting examples, similar to the way in face detection framework [10]. Experiments on FERET database show good results comparable to the best one reported in literature [6].
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:000230027000007
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9177
专题09年以前成果
作者单位Chinese Acad Sci, Inst Automat, CASIA, SAIT,HCI Joint Lab, Beijing 10080, Peoples R China
推荐引用方式
GB/T 7714
Huang, XS,Wang, YS,Marques, JS,et al. Boosting statistical local feature based classifiers for face recognition[J]. PATTERN RECOGNITION AND IMAGE ANALYSIS, PT 2, PROCEEDINGS,2005,3523:51-58.
APA Huang, XS,Wang, YS,Marques, JS,PerezdelaBlanca, N,&Pina, P.(2005).Boosting statistical local feature based classifiers for face recognition.PATTERN RECOGNITION AND IMAGE ANALYSIS, PT 2, PROCEEDINGS,3523,51-58.
MLA Huang, XS,et al."Boosting statistical local feature based classifiers for face recognition".PATTERN RECOGNITION AND IMAGE ANALYSIS, PT 2, PROCEEDINGS 3523(2005):51-58.
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
[Huang, XS]的文章
[Wang, YS]的文章
[Marques, JS]的文章
百度学术
百度学术中相似的文章
[Huang, XS]的文章
[Wang, YS]的文章
[Marques, JS]的文章
必应学术
必应学术中相似的文章
[Huang, XS]的文章
[Wang, YS]的文章
[Marques, JS]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。