结合三级特征与汗水模式:扩展数据库结果

A. Abhyankar, S. Schuckers
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引用次数: 1

摘要

来自指纹图像的3级指纹特征(如毛孔)很难捕获和检测,并且需要具有较高dpi计数的高分辨率扫描仪。但是,这些特性提供了关于指纹特征的更精细的信息。此外,指纹孔可用于确定指纹的活性,以防止指纹设备的欺骗。本研究利用沿脊状指纹孔进行指纹匹配。实现了基于小波的指纹增强技术,以简化3级特征的检测。基于Delaunay三角剖分对指纹进行对齐和匹配。通过时间序列捕获的汗液活动来检查毛孔的活性。所开发的匹配方案对114个活指纹和欺骗指纹类别的高分辨率数据(Crossmatch 1000 dpi和Identix 686 dpi)进行了测试。绘制了ROC曲线,Crossmatch和Identix扫描仪的错误率分别为1.27%和3.32%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Combining Level-3 Features with Perspiration Pattern: Extended Database Results
Level-3 fingerprint features from fingerprint images like pores are difficult to capture and detect, and involve high resolution scanners with higher dpi count. However, these features provide finer information about a fingerprint characteristics. Furthermore, fingerprint pores may be useful in determining liveness of fingerprint in order to prevent spoofing of fingerprint devices. In this study fingerprint pores along the ridges are used for fingerprint matching. Wavelet based fingerprint enhancement techniques are implemented to ease detection of the level-3 features. Delaunay triangulation based alignment and matching of the fingerprints is performed. The pores are checked for the liveness by perspiration activity in the time series captures. The developed matching scheme is tested for the high resolution data (Crossmatch 1000 dpi and Identix 686 dpi) for 114 live and spoof fingerprint classes. ROC is plotted and equal error rates of 1.27% and 3.32% were obtained for Crossmatch and Identix scanners respectively.
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