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Cancelable fingerprint templates using minutiae-based bit-strings

机译:使用基于细节的位字符串可取消的指纹模板

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摘要

It has become critical to protect biometric templates in the current biometric community. One way for doing this is using a cancelable biometric method, which transforms original biometric templates in a non-invertible way and uses those transformed templates to verify a person's identity. In this paper, we propose a new method to generate cancelable bit-strings (templates) from fingerprint minutiae. Our method is to provide a simple mean to generate cancelable templates without requiring for pre-alignment of fingerprints. The main idea is to map the minutiae into a predefined 3 dimensional array which consist of small cells and find out which cells include minutiae. To do this, we choose one of minutiae as a reference minutia and other minutiae are translated and rotated in order to map the minutiae into the cells based on the position and orientation of the reference minutia. After mapping, we set the cells in the 3D array to 1 if they include more than one minutia otherwise the cells are set to 0. A 1D bit-string is generated by sequentially visiting the cells in the 3D array. The order of the 1D bit-string is permuted according to the type of reference minutiae and user's PIN so that we can regenerate new templates when we need them. Finally, cancelable bit-strings are generated by changing the reference minutia into another minutia in turn. In the experiments, we evaluate our method using the FVC2004 database and show that the performance is better than that of a previous method.
机译:在当前的生物识别社区中,保护生物识别模板已变得至关重要。一种方法是使用可取消的生物特征识别方法,该方法以不可逆的方式转换原始生物特征识别模板,并使用这些转换后的模板来验证人的身份。在本文中,我们提出了一种从指纹细节生成可取消的位串(模板)的新方法。我们的方法是提供一种简单的方法来生成可取消的模板,而无需预先对齐指纹。主要思想是将小细节映射到预定义的3维数组,该数组由小单元格组成,并找出哪些单元格包含小细节。为此,我们选择一个细节作为参考细节,然后平移并旋转其他细节,以便根据参考细节的位置和方向将细节映射到单元格中。映射后,如果3D数组中的单元包含多个细节,则将其设置为1,否则将其设置为0。通过顺序访问3D数组中的单元,生成1D位字符串。根据参考细节和用户PIN的类型对一维位串的顺序进行排列,以便我们可以在需要时重新生成新模板。最后,通过将参考细节依次更改为另一个细节来生成可取消的位串。在实验中,我们使用FVC2004数据库评估了我们的方法,并表明该方法的性能优于以前的方法。

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