Visual-Context Boosting for Eye Detection
Song, Mingli1; Tao, Dacheng2; Sun, Zhuo3; Li, Xuelong4
刊名ieee transactions on systems man and cybernetics part b-cybernetics
2010-12-01
卷号40期号:6页码:1460-1467
关键词Eye detection region of reference (ROR) visual object detection
ISSN号1083–4419
通讯作者m. song
合作状况其它
英文摘要eye detection plays an important role in many practical applications. this paper presents a novel two-step scheme for eye detection. the first step models an eye by a newly defined visual-context pattern (vcp), and the second step applies semisupervised boosting for precise detection. vcp describes both the space and appearance relations between an eye region (region of eye) and a reference region (region of reference). the context feature of a vcp is extracted by using the integral image. aiming to reduce the human labeling efforts, we apply semisupervised boosting, which integrates the context feature and the haar-like features for precise eye detection. experimental results on several standard face data sets demonstrate that the proposed approach is effective, robust, and efficient. we finally show that this approach is ready for practical applications.
学科主题信号与模式识别 ; 计算机应用其他学科(含图像处理)
WOS标题词science & technology ; technology
类目[WOS]automation & control systems ; computer science, artificial intelligence ; computer science, cybernetics
研究领域[WOS]automation & control systems ; computer science
关键词[WOS]classification ; features ; system
收录类别SCI
语种英语
WOS记录号WOS:000284364400004
公开日期2011-01-11
内容类型期刊论文
源URL[http://ir.opt.ac.cn/handle/181661/8561]  
专题西安光学精密机械研究所_光学影像学习与分析中心
作者单位1.Zhejiang Univ, Coll Comp Sci & Technol, Hangzhou 310027, Zhejiang, Peoples R China
2.Nanyang Technol Univ, Sch Comp Engn, Singapore 639798, Singapore
3.Microsoft China R&D Grp, Beijing 100083, Peoples R China
4.Chinese Acad Sci, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China
推荐引用方式
GB/T 7714
Song, Mingli,Tao, Dacheng,Sun, Zhuo,et al. Visual-Context Boosting for Eye Detection[J]. ieee transactions on systems man and cybernetics part b-cybernetics,2010,40(6):1460-1467.
APA Song, Mingli,Tao, Dacheng,Sun, Zhuo,&Li, Xuelong.(2010).Visual-Context Boosting for Eye Detection.ieee transactions on systems man and cybernetics part b-cybernetics,40(6),1460-1467.
MLA Song, Mingli,et al."Visual-Context Boosting for Eye Detection".ieee transactions on systems man and cybernetics part b-cybernetics 40.6(2010):1460-1467.
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