The treelike assembly classifier for pedestrian detection

CORC > 自动化研究所 > 中国科学院自动化研究所 > 复杂系统管理与控制国家重点实验室 > 机器人应用与理论组

	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
会议日期	APR 11-12, 2007
会议地点	Chengdu, PEOPLES R CHINA
关键词	assembly/classify
通讯作者	Wei, C. X.
英文摘要	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.
会议录	INTELLIGENCE AND SECURITY INFORMATICS
内容类型	会议论文
源URL	[http://ir.ia.ac.cn/handle/173211/12821]
专题	自动化研究所_复杂系统管理与控制国家重点实验室_机器人应用与理论组
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]. 见:Pacific Asia Workshop on Intelligence and Security Informatics. Chengdu, PEOPLES R CHINA. APR 11-12, 2007.