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Adaptive fingerprint image enhancement with fingerprint image quality analysis

机译:具有指纹图像质量分析的自适应指纹图像增强

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摘要

Accurate minutiae extraction from fingerprint images is heavily dependent on the quality of the fingerprint images. In order to improve the performance of the system, much effort has been made on the image enhancement algorithms. If the preprocessing is adaptive to the fingerprint image characteristics in the image enhancement step, the performance gets to be more robust. In this paper, we propose an adaptive preprocessing method, which extracts five features from the fingerprint images, analyzes image quality with clustering method, and enhances the images according to their characteristics. Experimental results indicate that the proposed method improves the performance of the fingerprint identification significantly.
机译:从指纹图像中准确提取细节很大程度上取决于指纹图像的质量。为了改善系统的性能,已经在图像增强算法上做了很多努力。如果预处理在图像增强步骤中适合于指纹图像特性,则性能将变得更加强大。在本文中,我们提出了一种自适应预处理方法,该方法从指纹图像中提取五个特征,并通过聚类方法分析图像质量,并根据其特征对图像进行增强。实验结果表明,该方法显着提高了指纹识别的性能。

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