Fusion of static and dynamic body biometrics for gait recognition | |
Wang, L![]() ![]() ![]() | |
刊名 | IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
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2004-02-01 | |
卷号 | 14期号:2页码:149-158 |
关键词 | biometrics gait recognition joint-angle trajectory Procrustes shape analysis tracking |
英文摘要 | Vision-based human identification at a distance has recently gained growing interest from computer vision researchers. This paper describes a human recognition algorithm by combining static and dynamic body biometrics. For each sequence involving a walker, temporal pose changes of the segmented moving silhouettes are represented as an associated sequence of complex vector configurations and are then analyzed using the Procrustes shape analysis method to obtain a compact appearance representation, called static information of body. In addition, a model-based approach is presented under a Condensation framework to track the walker and to further recover joint-angle trajectories of lower limbs, called dynamic information of gait. Both static and dynamic cues obtained from walking video may be independently used for recognition using the nearest exemplar classifier. They are fused on the decision level using different combinations of rules to improve the performance of both identification and verification. Experimental results of a dataset including 20 subjects demonstrate the feasibility of the proposed algorithm. |
WOS标题词 | Science & Technology ; Technology |
类目[WOS] | Engineering, Electrical & Electronic |
研究领域[WOS] | Engineering |
关键词[WOS] | TRACKING ; IDENTIFICATION ; MODELS |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000189357500002 |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/7965] ![]() |
专题 | 自动化研究所_09年以前成果 |
作者单位 | Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, L,Ning, HZ,Tan, TN,et al. Fusion of static and dynamic body biometrics for gait recognition[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,2004,14(2):149-158. |
APA | Wang, L,Ning, HZ,Tan, TN,&Hu, WM.(2004).Fusion of static and dynamic body biometrics for gait recognition.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,14(2),149-158. |
MLA | Wang, L,et al."Fusion of static and dynamic body biometrics for gait recognition".IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 14.2(2004):149-158. |
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