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Fingerprint Image Enhancement Using Decimation-free Directional Filter Bank

机译:使用无抽取方向滤波器组的指纹图像增强

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The identification of fingerprint images mainly requires matching the features of the fingerprint in question with those stored in a database. Since fingerprint identification system may receive noisy and distorted fingerprint image inputs, an efficient and robust enhancement of fingerprint images is essential for reliable fingerprint identification. In this study, we propose a decimation-free directional filter bank (DFB) structure. It provides output in the form of directional images as opposed to directional sub-bands provided in previous DFBs. The presence of directional images facilitates any further spatial processing if needed. However, we have to prepare a fingerprint image before it can be given as input to the proposed DFB structure due to the fact that fingerprints acquired are low in contrast. The preparation steps involve removing non-uniform illumination from the image. Then proposed DFB structure outputs directional images. The final enhanced result is constructed on a block-by-block basis by comparing energy of all the directional images and picking one that provides maximum energy.
机译:指纹图像的识别主要需要将所讨论指纹的特征与数据库中存储的特征进行匹配。由于指纹识别系统可能会接收到嘈杂和失真的指纹图像输入,因此指纹图像的有效而强大的增强对于可靠的指纹识别至关重要。在这项研究中,我们提出了一种无抽取的定向滤波器组(DFB)结构。与以前的DFB中提供的方向子带相反,它以方向图像的形式提供输出。如果需要,定向图像的存在有助于进行任何进一步的空间处理。但是,由于获取的指纹对比度较低,因此我们必须准备指纹图像,然后才能将其作为拟议DFB结构的输入。准备步骤涉及从图像中去除不均匀的照明。然后提出的DFB结构输出定向图像。通过比较所有方向性图像的能量并选择一个提供最大能量的图像,可以逐块构建最终的增强结果。

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