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. |
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