Fingerprint indexing based on singular point correlation

被引:0
|
作者
Liu, T [1 ]
Zhu, GC [1 ]
Zhang, C [1 ]
Hao, PW [1 ]
机构
[1] Peking Univ, Natl Lab Machine Percept, Beijing 100871, Peoples R China
关键词
fingerprint indexing; singular point; MACE filter; T-shape model; directional field;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Fingerprint indexing is an efficient technique that greatly improves the performance of Automated Fingerprint Identification Systems. We propose a continuous fingerprint indexing. method based on location, direction estimation and correlation of fingerprint singular points. Location and direction estimation are achieved simultaneously by applying a T-shape model to directional field of fingerprint images. The T-shape model analyzes homocentric sectors around the candidate singular points to find lateral-axes and further main-axes. Then a distortion-tolerant filter of Minimum Average Correlation Energy is utilized to obtain a correlation-based similarity measure which gives the evidence of searching priority. The experiment is performed by 400-fingerprint retrieval from 10,000 templates and the mean search space is only 3.46% of the whole dataset.
引用
收藏
页码:3281 / 3284
页数:4
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