A method of fingerprint identification based on space invariant transforms and support vector machines

被引:3
作者
He, Y [1 ]
Ou, ZY [1 ]
Guo, R [1 ]
机构
[1] Dalian Univ Technol, Sch Mech Engn, CAD&CG Inst, Dalian 116024, Peoples R China
来源
2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS | 2003年
关键词
fingerprint identification; space invariant transforms; support vector machine (SVM); Fourier-Mellin transform;
D O I
10.1109/ICMLC.2003.1259696
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new method of fingerprint identification based on space invariant transforms and support vector machines is presented. The method uses the rotation, scale and translation invariant properties of the Fourier-Mellin transform to preprocess the fingerprint images. Afterward, with the results as the input properties, the automatically fingerprint identification is performed using support vector machines (SVM). The experimental results show that the method of fingerprint identification is effective and has high accuracy.
引用
收藏
页码:1322 / 1327
页数:6
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