Knowledge Commons of Institute of Automation,CAS
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 | |
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. |
条目包含的文件 | 条目无相关文件。 |
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