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An Automatic Algorithm for Evaluating the Precision of Iris Segmentation

机译:一种评估虹膜分割精度的自动算法

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Recent developments in the field of nonideal iris recognition have shown that the presence of the degradations such as insufficient contrast, unbalanced illumination, out-of-focus, motion blur, specular reflections, and partial area affect performance of iris recognition systems. Most iris recognition systems are designed to implement a number of processing steps with iris segmentation being one of the first steps. If segmentation is not performed at a certain precision, the error of segmentation will further propagate and will be amplified during the proceeding processing, encoding, and matching steps. This emphasizes a critical need in designing robust iris segmentation algorithms and together with it a need of automatic algorithms evaluating the precision (accuracy) of iris segmentation. Automatic algorithm evaluating the precision of segmentation plays important role for two reasons: (1) it can be placed into a feedback loop to enforce another run of segmentation algorithm that may include more sophisticated steps for high precision segmentation and (2) the outcome of this evaluation can be treated as a quality factor and thus can be used to design a quality driven adaptive iris recognition system. This work analyzes effects of degradations on iris segmentation and proposes and tests an automatic algorithm evaluating the precision of iris segmentation.
机译:Nonideal IRIS识别领域的最新进程表明,存在的降解,例如对比度,不平衡的照明,焦点,运动模糊,镜面反射和部分区域不足,影响虹膜识别系统的性能。大多数虹膜识别系统旨在实现许多处理步骤,其中虹膜分割是第一步之一。如果不以一定精度执行分割,则分段的误差将进一步传播,并且在进行处理,编码和匹配步骤期间将被放大。这强调在设计稳健的虹膜分割算法中并加上它需要自动算法来评估IRIS分割的精度(精度)的危急需要。评估分割精度的自动算法起到重要作用的两个原因:(1)它可以放入反馈循环中以强制执行的分割算法的另一个运行,该算法可以包括高精度分割的更复杂的步骤和(2)这一点评估可以被视为质量因子,因此可用于设计质量驱动的自适应虹膜识别系统。这项工作分析了降解对虹膜分割的影响,并提出了一种评估虹膜分割精度的自动算法。

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