A multiclass classifier to detect pedestrians and acquire their moving styles

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
发表期刊	INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS
	2006
卷号	3975 期号:无页码: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	无
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	被引频次：1[WOS] [WOS记录] [WOS相关记录]
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
推荐引用方式 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.