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Evaluating the Change of Directional Patterns for Fingerprints with Missing Singular Points Under Rotation

机译:旋转下缺少奇异点的指纹的方向图变化评估

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Overcoming small inter-class variation when fingerprints have missing singular points (SPs) is one of the current challenges faced in fingerprint classification, since class information is scarce. Grouping the orientation fields to form Directional Patterns (DPs) shows potential in classifying these fingerprints. However, DPs change under rotation. This paper evaluates the change of DPs for fingerprints with missing SPs to determine a method of rotation that produces unique DPs for a Whorl (W) with a single loop and a single delta; a Right Loop (RL), Left Loop (LL), Tented Arch (TA) and a W with a single loop; a RL and LL with a single delta; and lastly a Plain Arch (PA) and a Partial Fingerprint (PF) with no SPs. The proposed method of rotation is based on the remaining SPs and achieves a manual classification accuracy of 91.72% on the FVC 2002 and 2004 DB1, and FVC 2004 DB2.
机译:当指纹缺少奇异点(SP)时克服小小的类别间变异是指纹分类面临的当前挑战之一,因为类别信息稀缺。将方向字段分组以形成方向图(DPs),可以显示出对这些指纹进行分类的潜力。但是,DP会随着旋转而变化。本文评估了缺少SP的指纹的DP的变化,从而确定了一种旋转方法,该方法可为具有单个环和单个delta的Whor(W)生成唯一的DP。右环(RL),左环(LL),帐篷拱形(TA)和带单环的W;具有单个增量的RL和LL;最后是不带SP的纯足弓(PA)和部分指纹(PF)。提议的旋转方法基于剩余的SP,并且在FVC 2002和2004 DB1和FVC 2004 DB2上实现了91.72%的手动分类精度。

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