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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