Fingerprint Retrieval by Complex Filter Responses

Manhua Liu, Xudong Jiang, A. Kot
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引用次数: 39

Abstract

This paper proposes an approach of fingerprint retrieval based on the continuous classification of two complex filter responses. Two complex filters are introduced and applied on the fingerprint orientation field to extract the local singularities, the similarities to the singular points. A numerical feature vector from the aligned fingerprint local singularities is constructed as the global feature for fingerprint retrieval. The continuous classification is employed to retrieve a subset of fingerprints similar to the query fingerprint for the finer matching. Experimental results on NIST fingerprint database 4 (NIST-4) shows the effectiveness of the proposed fingerprint retrieval approach
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基于复杂滤波响应的指纹检索
提出了一种基于两个复杂滤波器响应连续分类的指纹检索方法。在指纹方向场中引入两个复合滤波器,提取局部奇异点,即与奇异点的相似度。从对齐的指纹局部奇异点构造一个数值特征向量作为指纹检索的全局特征。采用连续分类方法检索与查询指纹相似的指纹子集,实现更精细的匹配。在NIST指纹数据库4 (NIST-4)上的实验结果表明了所提出的指纹检索方法的有效性
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