Nonlinear Fingerprint Orientation Smoothing by Median Filter

Manhua Liu, Xudong Jian, A. Kot
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引用次数: 14

Abstract

The fingerprint local ridge orientation is a kind of very important intrinsic property in fingerprint image processing and recognition. Getting a reliable orientation field is still a great challenge in poor quality fingerprint caused by scars and ridge breaks. This paper employs a median filter to attenuate impulsive-like noise in the orientation field such as the scars and ridge breaks, etc. In addition, a reliability measure of estimated orientation by the median filter is proposed and an adaptive orientation smoothing algorithm is developed to compute a reliable orientation field based on varying smoothing windows. The experimental results of some synthetic images and real poor quality fingerprints demonstrate that our proposed approach works well to attenuate noise especially the impulsive-like noise gracefully while maintaining the orientation localization of the high-curvature area
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基于中值滤波的非线性指纹方向平滑
指纹局部脊方向是指纹图像处理和识别中一种非常重要的固有特性。由于指纹的疤痕和脊状断裂导致指纹质量较差,获取可靠的方向场仍然是一个巨大的挑战。本文采用中值滤波器来衰减定向场中的类脉冲噪声,如伤痕和脊裂等。此外,提出了中值滤波估计方向的可靠性度量,并提出了一种自适应方向平滑算法,基于不同的平滑窗口计算可靠的方向场。对一些合成图像和真实低质量指纹的实验结果表明,该方法在保持高曲率区域的方向定位的同时,能很好地衰减噪声,特别是类脉冲噪声
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