A cascade fusion scheme for gait and cumulative foot pressure image recognition

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	A cascade fusion scheme for gait and cumulative foot pressure image recognition
	Zheng, Shuai 1; Huang, Kaiqi1 ; Tan, Tieniu1 ; Tao, Dacheng 2
发表期刊	PATTERN RECOGNITION
	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	被引频次：33[WOS] [WOS记录] [WOS相关记录]
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.