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A Fingerprint Inpainting Technique Using Improved Partial Differential Equation Methods

机译:使用改进的偏微分方程方法的指纹修复技术

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In an automatic fingerprint identification system (AFIS), fingerprint inpainting is a critical step in the preprocessing procedures. Because partially fouled, breaking or scratched latent fingerprint is difficult to be correctly matched to a known fingerprint. However, fingerprint restoration proved to be a particularly challenging problem because conventional image restoration schemes can not be directly applied to fingerprint due to the unique ridge and valley structures in typical fingerprint images. Based on partial differential equations algorithm, this paper presents a fingerprint restoration algorithm composing gradient and orientation field. According to gradient and orientation field of the known pixel points, different weights are used in different orientation field in the restoration process. Experimental results demonstrate that the proposed restoration algorithm can effectively reduce the false feature points.
机译:在自动指纹识别系统(AFIS)中,指纹修复是预处理程序中的关键步骤。由于部分污垢,断裂或刮擦的潜在指纹难以正确匹配到已知指纹。然而,由于传统图像恢复方案由于典型指纹图像中独特的脊和谷结构而不能直接应用于指纹,因此指纹恢复被证明是特别具有挑战性的问题。基于偏微分方程算法,提出了一种由梯度场和方向场组成的指纹复原算法。根据已知像素点的梯度和定向场,在恢复过程中,在不同的定向场中使用不同的权重。实验结果表明,该算法能有效减少虚假特征点。

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