首页> 外文会议>Biometrics: Theory, Applications and Systems, 2008 2nd IEEE International Conference on >The Importance of Small Pupils: A Study of How Pupil Dilation Affects Iris Biometrics
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The Importance of Small Pupils: A Study of How Pupil Dilation Affects Iris Biometrics

机译:小学生的重要性:小学生扩张如何影响虹膜生物特征的研究

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This work studies the effect of pupil dilation on the accuracy of iris biometrics. We find that when matching enrollment and recognition images of the same person, larger differences in pupil dilation yield higher template dissimilarities, and so a greater chance of a false non-match. Another experimental result is that even when the degree of dilation is similar at enrollment and recognition, comparisons involving highly dilated pupils result in worse recognition performance than comparisons involving constricted pupils. We find that when the matched images have similarly highly dilated pupils, the mean Hamming distance of the match distribution increases and the mean Hamming distance of the non-match distribution decreases, bringing the distributions closer together from both directions. We recommend that a measure of pupil dilation be kept as meta-data for every iris code. Also, the absolute dilation of the two images, and the dilation difference between them, should factor into a confidence measure for an iris match.
机译:这项工作研究了瞳孔扩张对虹膜生物特征识别准确性的影响。我们发现,当匹配同一人的入学和识别图像时,瞳孔扩大的较大差异会产生更高的模板差异,因此出现错误的不匹配的机会也更大。另一个实验结果是,即使在入学和识别时的扩张程度相似,与高度受限的瞳孔进行的比较相比,高度扩张的瞳孔进行的比较也会导致较差的识别性能。我们发现,当匹配图像的瞳孔高度相似时,匹配分布的平均汉明距离增加,而非匹配分布的平均汉明距离减小,从而使两个方向的分布更加接近。我们建议对于每个虹膜代码,应将瞳孔扩张的度量作为元数据保留。同样,两个图像的绝对膨胀以及它们之间的膨胀差应考虑到虹膜匹配的置信度度量中。

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