A cascade fusion scheme for gait and cumulative foot pressure image recognition | |
Zheng, Shuai1; Huang, Kaiqi1![]() ![]() | |
发表期刊 | PATTERN RECOGNITION
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2012-10-01 | |
卷号 | 45期号:10页码:3603-3610 |
文章类型 | Article |
摘要 | Cumulative foot pressure images represent the 2D ground reaction force during one gait cycle. Biomedical and forensic studies show that humans can be distinguished by unique limb movement patterns and ground reaction force. Considering continuous gait pose images and corresponding cumulative foot pressure images, this paper presents a cascade fusion scheme to represent the potential connections between them and proposes a two-modality fusion based recognition system. The proposed scheme contains two stages: (1) given cumulative foot pressure images, canonical correlation analysis is employed to retrieve corresponding gait pose image candidates in gallery dataset; (2) pedestrian recognition is achieved via small samples matching between retrieved gait pose images and unlabeled ones. The proposed fusion recognition system is not only insensitive to slight changes of environment and the individual users, but also can be extended to multiple biometrics retrieval. Experimental results are conducted on the CASIA gait-footprint dataset, which contains cumulative foot pressure images and its corresponding gait pose image sequence from 88 subjects. Evaluation results suggest the effectiveness of the proposed scheme compared to other related approaches. (C) 2012 Elsevier Ltd. All rights reserved. |
关键词 | Gait Foot Pressure Image Human Recognition |
WOS标题词 | Science & Technology ; Technology |
关键词[WOS] | HUMAN IDENTIFICATION ; FACE ; SILHOUETTE ; BIOMETRICS ; CUES |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science ; Engineering |
WOS类目 | Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic |
WOS记录号 | WOS:000305845300003 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/3819 |
专题 | 模式识别实验室 |
作者单位 | 1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing, Peoples R China 2.Univ Technol Sydney, Fac Engn & Informat Technol, Ctr Quantum Computat & Intelligent Syst, Sydney, NSW 2007, Australia |
第一作者单位 | 模式识别国家重点实验室 |
推荐引用方式 GB/T 7714 | Zheng, Shuai,Huang, Kaiqi,Tan, Tieniu,et al. A cascade fusion scheme for gait and cumulative foot pressure image recognition[J]. PATTERN RECOGNITION,2012,45(10):3603-3610. |
APA | Zheng, Shuai,Huang, Kaiqi,Tan, Tieniu,&Tao, Dacheng.(2012).A cascade fusion scheme for gait and cumulative foot pressure image recognition.PATTERN RECOGNITION,45(10),3603-3610. |
MLA | Zheng, Shuai,et al."A cascade fusion scheme for gait and cumulative foot pressure image recognition".PATTERN RECOGNITION 45.10(2012):3603-3610. |
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