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TripleA: Accelerated accuracy-preserving alignment for iris-codes

机译:Triplea:IRIS代码的加速准确性保持对齐

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The discriminative power of the iris enables reliable biometric recognition on large-scale databases where a rapid comparison of biometric reference data is essential to limit response times. In case of national-sized databases a one-to-many comparison might still represent a bottleneck of a biometric identification system, in particular if numerous relative tilt angles have to be considered in the comparisons stage. While a compensation of head tilts improves the robustness of an iris recognition system, extensive feature alignment increases the probability of a false match as well as comparison time. In this paper we present a novel method to accelerate iris biometric comparators in an accuracy-preserving way. Emphasis is put on the alignment of iris biometric reference data, i.e. iris-codes. Based on an analysis of the nature of iris-codes and comparison scores between them we propose an efficient two-step alignment process referred to as TripleA. This scheme, which can be operated in various modes, significantly reduces the amount of relative tilt angles to be considered during iris-code comparisons. Hence, comparison time as well as the probability of a false match are reduced at the same time. In an experimental evaluation on the Casia v4-Interval iris database we achieve a more than fourfold speed-up in the comparison stage maintaining biometric performance using different feature extraction techniques.
机译:虹膜的辨别力能够在大规模数据库上实现可靠的生物识别,其中生物识别参考数据的快速比较对于限制响应时间至关重要。在国家大小的数据库的情况下,一对多比较可能仍然代表生物识别系统的瓶颈,特别是如果在比较阶段必须考虑许多相对倾斜角度。虽然头部倾斜的补偿改善了虹膜识别系统的稳健性,但是很广泛的特征对准增加了假匹配的概率以及比较时间。在本文中,我们提出了一种以准确性保存方式加速虹膜生物识别比较器的新方法。强调虹膜生物识别参考数据的对齐,即Iris-Codes。基于对虹膜码的性质和它们之间的比较评分的分析,我们提出了一种称为Triplea的有效的两步对准过程。该方案可以以各种模式操作,显着降低了在虹膜码比较期间考虑的相对倾斜角度的量。因此,比较时间以及假匹配的概率同时减少。在CASIA V4间隔虹膜数据库的实验评估中,我们在使用不同的特征提取技术维持生物测量性能的比较阶段中获得了多四倍的速度。

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