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A New Fingerprint Segmentation Method Based on the Directional Information

机译:基于方向信息的指纹新分割方法

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Fingerprint image segmentation heavily influences the performance of every automated fingerprint identification system. Most of the feature extraction algorithms extract a lot of false features when applied to the noisy background area. Therefore, the main goal of these gmentation algorithm is to discard the background and reduce the number of false features. In this paper, we introduce a new approach to fingerprint segmentation based on the directional information. In conjunction with the size of nonoverlapping blocks, the directional variance of pixel number chosen in each block is used to segment fingerprint images. First, the direction image is estimated with a new orientation estimation algorithm. Then, in each block,enough pixels are chosen and the direction variance of pixel number is calculated. Finally, an adaptive threshold will be applied to determine the blocks of interest. This threshold is related with both the size and the pixel number of each block. Experiments show that the proposed method and manual segmentation perform equally well in rejecting false fingerprint features from the noisy background.This method is tested on the FVC2000 database and the experimental results have proven its efficiency.
机译:指纹图像分割会严重影响每个自动指纹识别系统的性能。当应用于嘈杂的背景区域时,大多数特征提取算法都会提取许多错误的特征。因此,这些融合算法的主要目标是丢弃背景并减少错误特征的数量。在本文中,我们介绍了一种基于方向信息的指纹分割新方法。结合非重叠块的大小,在每个块中选择的像素数量方向方差用于分割指纹图像。首先,使用新的方向估计算法估计方向图像。然后,在每个块中,选择足够的像素,并计算像素数的方向方差。最后,将应用自适应阈值来确定感兴趣的块。该阈值与每个块的大小和像素数有关。实验表明,该方法和人工分割方法在抑制噪声背景下的假指纹特征方面均具有良好的效果。该方法在FVC2000数据库上进行了测试,实验结果证明了该方法的有效性。

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