基于改进的Orientation_based Minutia Descriptor指纹检索算法  被引量:1

Fingerprint Indexing Method Based on Improved Orientation_based Minutia Descriptor

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作  者:梅园[1] 曹国[1] 孙怀江[1] 夏德深[1] 

机构地区:[1]南京理工大学计算机科学与技术学院,南京210094

出  处:《中国图象图形学报》2010年第2期274-279,共6页Journal of Image and Graphics

摘  要:指纹检索通过有效地缩小指纹匹配空间,在很大程度上提高了指纹识别的效率,成为自动指纹识别系统中一个非常重要的研究方向。主要做了两方面的工作:发现已有Orientation_based Minutia Descriptor(OMD)存在旋转相关的问题并通过改进OMD相似度计算方法有效地解决了该问题;提出了一种基于改进的OMD指纹检索算法,其主要过程为:依据改进的OMD相似度计算方法计算当前输入指纹与库中指纹每两个细节点间的OMD相似度,并基于该相似度获取粗糙对应点集;对粗糙对应点集中的每对对应点对,通过构造相邻局部特征向量进一步验证其正确性,获取精炼对应点集;重复上述两步骤获取当前输入指纹与库中剩余指纹的精炼对应点集;统计当前输入指纹与库中所有指纹的精炼对应点集中对应点数量,提取数量最多的前N个精炼对应点集,返回其在指纹库中对应的指纹标识。实验验证了提出算法的有效性。Fingerprint indexing heightens the efficiency of identification to a large extent through reducing the matching space effectively, thereby, it becomes a very important research area in Automatic Fingerprint Identification System (AFIS). This paper mainly includes two work: discovering that the Orientation_based Minutia Descriptor(OMD) is rotation-interrelated and solving the problem by improving the OMD similarity-degree computing method; proposing a new fingerprint indexing method based on improved OMD. The main procedure of our fingerprint indexing method is: calculating the OMD similarity-degree between all the point-pairs which from the current input fingerprint and the fingerprint in database respectively by using the improved OMD similarity-degree computing method, and obtaining the coarse-level correspondence set based on the OMD similarity-degree; constructing the local neighborhood structure to validate the coarse level correspondence further, and obtaining the refined correspondence set;obtaining the rest refined correspondence sets between the current input fingerprint' and the rest fingerprints in database by repeating the two fore-mentioned steps; counting the number of correspondences for all refined correspondence set, getting the top N refined correspondence sets and returning their corresponding finger labels. Experiment validated the effectiveness of our method.

关 键 词:自动指纹识别系统 指纹检索 指纹分类 OMD 

分 类 号:TP391[自动化与计算机技术—计算机应用技术]

 

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