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Revisiting iris recognition with color cosmetic contact lenses

机译:通过彩色化妆品隐形眼镜重新识别虹膜识别

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Over the years, iris recognition has gained importance in the biometrics applications and is being used in several large scale nationwide projects. Though iris patterns are unique, they may be affected by external factors such as illumination, camera-eye angle, and sensor interoperability. The presence of contact lens, particularly color cosmetic lens, may also pose a challenge to iris biometrics as it obfuscates the iris patterns and changes the inter and intra-class distributions. This paper presents an in-depth analysis of the effect of contact lens on iris recognition performance. We also present the IIIT-D Contact Lens Iris database with over 6500 images pertaining to 101 subjects. For each subject, images are captured without lens, transparent (prescription) lens, and color cosmetic lens (textured) using two different iris sensors. The results computed using VeriEye suggest that color cosmetic lens sigmficantly increases the false rejection at a fixed false acceptance rate. Also, the experiments on four existing lens detection algorithms suggest that incorporating lens detection helps in maintaining the iris recognition performance. However further research is required to build sophisticated lens detection algorithm that can improve iris recognition.
机译:多年来,虹膜识别在生物识别应用中获得了重要性,并在几个全国范围的项目中使用。虽然虹膜模式是独一无二的,但它们可能受到外部因素的影响,例如照明,相机 - 眼角和传感器互操作性。隐形眼镜的存在,特别是彩色化妆镜,也可能对虹膜生物识别进行挑战,因为它会使光圈模式混淆并改变帧内和阶级分布。本文介绍了隐形眼镜对虹膜识别性能的影响。我们还提供IIIT-D隐形眼镜IRIS数据库,具有超过6500个图像,与101个受试者有关。对于每个受试者,使用两个不同的虹膜传感器,没有镜头,透明(处方)镜头和彩色化妆镜(纹理)的图像被捕获。使用Verieye计算的结果表明,彩色化妆镜Sigmicicatly以固定的假验收率提高错误拒绝。此外,四个现有镜头检测算法的实验表明,结合镜头检测有助于保持虹膜识别性能。然而,需要进一步的研究来构建可以改善虹膜识别的复杂镜头检测算法。

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