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Fusion method of fingerprint quality evaluation: From the local gabor feature to the global spatial-frequency structures
Yu, Decong; Ma, Lihong; Lu, Hanqing; Chen, Zhiqing; BlancTalon, J; Philips, W; Popescu, D; Scheunders, P
2006
发表期刊ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS, PROCEEDINGS
卷号4179页码:776-785
文章类型Article
摘要We propose a new fusion method to evaluate fingerprint quality by combining both spatial and frequency features of a fingerprint image. In frequency domain, a ring structure of DFT magnitude and directional Gabor features are applied. In spatial domain, black pixel ratio of central area is taken into account. These three features are the most efficient indexes for fingerprint quality assessment. Though additional features could be introduced, their slight improvement in performance will be traded off with complexity and computational load to some extent. Thus in this paper, each of the three features are first employed to assess fingerprint quality, their evaluation performance are also discussed. Then the suggested fusion approach of the three features is presented to obtain the final quality scores. We test the fusion method in our public security fingerprint database. Experimental results demonstrate that the proposed scheme can estimate the quality of fingerprint images accurately. It provides a feasible rejection of poor fingerprint images before they are presented to the fingerprint recognition system for feature extraction and matching.
WOS标题词Science & Technology ; Technology
收录类别ISTP ; SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS记录号WOS:000241489100071
引用统计
被引频次:1[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/173211/9318
专题09年以前成果
作者单位1.S China Univ Tech, GD Key Lab Comp Network, Dept Elect Engn, Guangzhou 510640, Peoples R China
2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China
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GB/T 7714
Yu, Decong,Ma, Lihong,Lu, Hanqing,et al. Fusion method of fingerprint quality evaluation: From the local gabor feature to the global spatial-frequency structures[J]. ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS, PROCEEDINGS,2006,4179:776-785.
APA Yu, Decong.,Ma, Lihong.,Lu, Hanqing.,Chen, Zhiqing.,BlancTalon, J.,...&Scheunders, P.(2006).Fusion method of fingerprint quality evaluation: From the local gabor feature to the global spatial-frequency structures.ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS, PROCEEDINGS,4179,776-785.
MLA Yu, Decong,et al."Fusion method of fingerprint quality evaluation: From the local gabor feature to the global spatial-frequency structures".ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS, PROCEEDINGS 4179(2006):776-785.
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