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
Source PublicationINTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS
2006
Volume3975Issue:Pages:758-759
SubtypeArticle
AbstractIn 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.
Keyword
WOS HeadingsScience & Technology ; Technology
Indexed BySCI ; ISTP
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence ; Computer Science, Information Systems ; Computer Science, Interdisciplinary Applications ; Computer Science, Theory & Methods
WOS IDWOS:000238207800121
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/9305
Collection09年以前成果
Corresponding AuthorChen, D
Affiliation1.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
Recommended Citation
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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