A cascade fusion scheme for gait and cumulative foot pressure image recognition
文献类型：期刊论文
| 作者 | Zheng, Shuai1; Huang, Kaiqi1 ; Tan, Tieniu1; Tao, Dacheng2
|
| 刊名 | PATTERN RECOGNITION
 |
| 出版日期 | 2012-10-01 |
| 卷号 | 45期号:10页码:3603-3610 |
| 关键词 | Gait Foot pressure image Human recognition |
| 英文摘要 | 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. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic |
| 研究领域[WOS] | Computer Science ; Engineering |
| 关键词[WOS] | HUMAN IDENTIFICATION ; FACE ; SILHOUETTE ; BIOMETRICS ; CUES |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000305845300003 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/3819]  |
| 专题 | 自动化研究所_智能感知与计算研究中心 |
| 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 |
| 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. |
入库方式： OAI收割
来源：自动化研究所
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