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Towards integrating level-3 Features with perspiration pattern for robust fingerprint recognition

机译:努力将3级功能与汗水模式集成在一起,以实现可靠的指纹识别

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摘要

Level-3 fingerprint features from fingerprint images like pores are difficult to capture detect, and involve high resolution scanners with higher ppi 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 (686 ppi) for 114 live and spoof fingerprint classes. ROC is plotted and EER of 2.97% is obtained.
机译:指纹图像(例如毛孔)中的3级指纹特征难以捕获检测,并且涉及具有更高ppi计数的高分辨率扫描仪。但是,这些功能可提供有关指纹特征的更详细信息。此外,指纹孔可用于确定指纹的活动性,以防止指纹设备的欺骗。在这项研究中,沿脊的指纹孔用于指纹匹配。实现基于小波的指纹增强技术以简化3级特征的检测。执行基于Delaunay三角剖分的指纹对齐和匹配。在时间序列捕获中,通过排汗活动检查毛孔的活度。针对114个实时和欺骗性指纹类别的高分辨率数据(686 ppi),测试了开发的匹配方案。绘制ROC并获得2.97%的EER。

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