The treelike assembly classifier for pedestrian detection
Wei, C. X.; Cao, X. B.; Xu, Y. W.; Qiao, Hong; Wang, Fei-Yue
2007
会议名称Pacific Asia Workshop on Intelligence and Security Informatics
会议录名称INTELLIGENCE AND SECURITY INFORMATICS
会议日期APR 11-12, 2007
会议地点Chengdu, PEOPLES R CHINA
摘要Until now, classification is a primary technology in Pedestrian Detection. However, most existing single-classifiers and cascaded classifiers can hardly satisfy practical needs (e.g. false negative rate, false positive rate and detection speed). In this paper, we proposed an assembly classifier which was specifically designed for pedestrian detection in order to get higher detection rate and lower false positive rate at high speed. The assembly classifier is trained to select out the best single-classifiers, all of which will be arranged in a proper structure; finally, a treelike classifier is obtained. The experimental results have validated that the proposed assembly classifier generates better results than most of the existing single-classifiers and cascaded classifiers.
关键词Assembly/classify
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/12821
专题复杂系统管理与控制国家重点实验室_机器人理论与应用
通讯作者Wei, C. X.
作者单位Univ Sci & Technol China, Dept Comp Sci & Technol
推荐引用方式
GB/T 7714
Wei, C. X.,Cao, X. B.,Xu, Y. W.,et al. The treelike assembly classifier for pedestrian detection[C],2007.
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