CASIA OpenIR  > 09年以前成果
A multiclass classifier to detect pedestrians and acquire their moving styles
Chen, D.; Cao, X. B.; Qiao, H.; Wang, F. Y.; Mehrotra, S; Zeng, DD; Chen, H; Thuraisingham, B; Wang, FY; Chen, D
2006
发表期刊INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS
卷号3975期号:页码:758-759
文章类型Article
摘要In a pedestrian detection system, to discover the intention of a pedestrian and warn the driver, it is necessary to obtain the pedestrian's main moving style. In this paper, an efficient multiclass classifier is presented to detect pedestrians and classify their moving style simultaneously. The multiclass classifier composes of three two-class classifiers and each of them is trained with a SVM algorithm. Experiments based on a single camera pedestrian detection system show that the multiclass classifier has an acceptable detection rate; at the same time, it can judge whether a pedestrian is walking along the road or across the road.
关键词
WOS标题词Science & Technology ; Technology
收录类别SCI ; ISTP
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Computer Science, Interdisciplinary Applications ; Computer Science, Theory & Methods
WOS记录号WOS:000238207800121
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9305
专题09年以前成果
通讯作者Chen, D
作者单位1.Univ Sci & Technol China, Dept Comp Sci & Technol, Hefei 230026, Peoples R China
2.Anhui Prov Key Lab Software Comp & Commun, Hefei 230026, Peoples R China
3.Chinese Acad Sci, Inst Automat, Beijing 10080, Peoples R China
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GB/T 7714
Chen, D.,Cao, X. B.,Qiao, H.,et al. A multiclass classifier to detect pedestrians and acquire their moving styles[J]. INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS,2006,3975(无):758-759.
APA Chen, D..,Cao, X. B..,Qiao, H..,Wang, F. Y..,Mehrotra, S.,...&Chen, D.(2006).A multiclass classifier to detect pedestrians and acquire their moving styles.INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS,3975(无),758-759.
MLA Chen, D.,et al."A multiclass classifier to detect pedestrians and acquire their moving styles".INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS 3975.无(2006):758-759.
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