Visual-Context Boosting for Eye Detection | |
Song, Mingli1; Tao, Dacheng2; Sun, Zhuo3; Li, Xuelong4; M. Song | |
2010-12-01 | |
发表期刊 | IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS |
ISSN | 1083–4419 |
卷号 | 40期号:6页码:1460-1467 |
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. |
文章类型 | Article |
关键词 | Eye Detection Region Of Reference (Ror) Visual Object Detection |
学科领域 | 信号与模式识别 |
WOS标题词 | Science & Technology ; Technology |
DOI | 10.1109/TSMCB.2010.2040078 |
收录类别 | SCI |
关键词[WOS] | CLASSIFICATION ; FEATURES ; SYSTEM |
语种 | 英语 |
WOS研究方向 | Automation & Control Systems ; Computer Science |
WOS类目 | Automation & Control Systems ; Computer Science, Artificial Intelligence ; Computer Science, Cybernetics |
WOS记录号 | WOS:000284364400004 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/8561 |
专题 | 光谱成像技术研究室 |
通讯作者 | M. Song |
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,&M. Song.(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. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Visual-Context Boost(759KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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