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A fingerprint identification algorithm by clustering similarity
Tian, J; He, YL; Chen, H; Yang, X; Tian, Jie
2005-08-01
发表期刊SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES
卷号48期号:4页码:437-451
文章类型Article
摘要This paper introduces a fingerprint identification algorithm by clustering similarity with the view to overcome the dilemmas encountered in fingerprint identification. To decrease multi-spectrum noises in a fingerprint, we first use a dyadic scale space (DSS) method for image enhancement. The second step describes the relative features among minutiae by building a minutia-simplex which contains a pair of minutiae and their local associated ridge information, with its transformation-variant and invariant relative features applied for comprehensive similarity measurement and for parameter estimation respectively. The clustering method is employed to estimate the transformation space. Finally, multi-resolution technique is used to find an optimal transformation model for getting the maximal mutual information between the input and the template features. The experimental results including the performance evaluation by the 2nd International Verification Competition in 2002 (FVC2002), over the four fingerprint databases of FVC2002 indicate that our method is promising in an automatic fingerprint identification system (AFIS).
关键词Dyadic Scale Space (Dss) Minutia-simplex Multi-resolution Comprehensive Similarity
WOS标题词Science & Technology ; Technology
关键词[WOS]VERIFICATION ; ENHANCEMENT ; SPACE
收录类别SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Information Systems
WOS记录号WOS:000231865400003
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9127
专题09年以前成果
通讯作者Tian, Jie
作者单位Chinese Acad Sci, Inst Automat, Key Lab Complex Syst & Intelligence Sci, Ctr Biomet Res & Testing,Grad Sch, Beijing 100080, Peoples R China
推荐引用方式
GB/T 7714
Tian, J,He, YL,Chen, H,et al. A fingerprint identification algorithm by clustering similarity[J]. SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES,2005,48(4):437-451.
APA Tian, J,He, YL,Chen, H,Yang, X,&Tian, Jie.(2005).A fingerprint identification algorithm by clustering similarity.SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES,48(4),437-451.
MLA Tian, J,et al."A fingerprint identification algorithm by clustering similarity".SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES 48.4(2005):437-451.
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