The effect of time on ear biometrics

Mina I. S. Ibrahim, M. Nixon, S. Mahmoodi
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引用次数: 27

Abstract

We present an experimental study to demonstrate the effect of the time difference in image acquisition for gallery and probe on the performance of ear recognition. This experimental research is the first study on the time effect on ear biometrics. For the purpose of recognition, we convolve banana wavelets with an ear image and then apply local binary pattern on the convolved image. The histograms of the produced image are then used as features to describe an ear. A histogram intersection technique is then applied on the histograms of two ears to measure the ear similarity for the recognition purposes. We also use analysis of variance (ANOVA) to select features to identify the best banana wavelets for the recognition process. The experimental results show that the recognition rate is only slightly reduced by time. The average recognition rate of 98.5% is achieved for an eleven month-difference between gallery and probe on an un-occluded ear dataset of 1491 images of ears selected from Southampton University ear database.
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时间对耳朵生物特征的影响
本文提出了一项实验研究,证明了通道和探头图像采集的时间差对耳朵识别性能的影响。本实验首次研究了时间效应对耳部生物特征的影响。为了识别目的,我们将香蕉小波与耳朵图像进行卷积,然后在卷积图像上应用局部二值模式。然后将生成的图像的直方图用作描述耳朵的特征。然后在两耳直方图上应用直方图相交技术来测量耳朵的相似度以达到识别目的。我们还使用方差分析(ANOVA)来选择特征,以识别最佳的香蕉小波。实验结果表明,随着时间的推移,识别率仅略有下降。在南安普敦大学耳朵数据库中选择的1491张耳朵图像的未遮挡耳朵数据集上,画廊和探针之间的11个月差异的平均识别率达到了98.5%。
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