中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
A multiclass classifier to detect pedestrians and acquire their moving styles

文献类型:期刊论文

作者Chen, D.; Cao, X. B.; Qiao, H.; Wang, F. Y.; Mehrotra, S; Zeng, DD; Chen, H; Thuraisingham, B; Wang, FY; Chen, D
刊名INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS
出版日期2006
卷号3975期号:页码:758-759
关键词
通讯作者Chen, D
英文摘要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.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Computer Science, Interdisciplinary Applications ; Computer Science, Theory & Methods
研究领域[WOS]Computer Science
收录类别SCI ; ISTP
语种英语
WOS记录号WOS:000238207800121
源URL[http://ir.ia.ac.cn/handle/173211/9305]  
专题自动化研究所_09年以前成果
通讯作者Chen, D; Chen, D; 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.

入库方式: OAI收割

来源:自动化研究所

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