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Fit-sphere unwrapping and performance analysis of 3D fingerprints

机译:Fit-sphere展开和3D指纹的性能分析

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摘要

To solve problems associated with conventional 2D fingerprint acquisition processes including skin deformations and print smearing, we developed a noncontact 3D fingerprint scanner employing structured light illumination that, in order to be backwards compatible with existing 2D fingerprint recognition systems, requires a method of unwrapping the 3D scans into 2D equivalent prints. For the latter purpose of virtually flattening a 3D print, this paper introduces a fit-sphere unwrapping algorithm. Taking advantage of detailed 3D information, the proposed method defuses the unwrapping distortion by controlling the distances between neighboring points. Experimental results will demonstrate the high quality and recognition performance of the 3D unwrapped prints versus traditionally collected 2D prints. Furthermore, by classifying the 3D database into high- and low-quality data sets, we demonstrate that the relationship between quality and recognition performance holding for conventional 2D prints is achieved for 3D unwrapped fingerprints.
机译:为了解决与常规2D指纹采集过程相关的问题,包括皮肤变形和打印污点,我们开发了一种非接触式3D指纹扫描仪,该扫描仪采用结构化照明,为了与现有2D指纹识别系统向后兼容,需要一种解开3D的方法扫描成2D等效打印。为了虚拟地平整3D打印的后一个目的,本文引入了一个适合球体展开算法。利用详细的3D信息,该方法通过控制相邻点之间的距离来消除展开失真。实验结果将证明与传统收集的2D打印相比,3D展开的打印具有较高的质量和识别性能。此外,通过将3D数据库分类为高品质和低品质的数据集,我们证明了传统2D打印的质量和识别性能保持之间的关系是针对3D未包裹指纹实现的。

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