虹膜识别使用脊能量方向(RED)算法

R. Ives, R. Broussard, L. Kennell, R. Rakvic, D. Etter
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引用次数: 34

摘要

提出了一种新的虹膜识别算法。分割是基于局部统计,分割后的图像进行对比度限制,自适应直方图均衡化。然后使用两个方向滤波器(垂直和水平方向)进行特征提取。脊的存在(或不存在)及其主导方向是根据最大定向滤波器响应来确定的。使用分数汉明距离作为匹配/不匹配确定的度量来比较模板。这种脊-能量-方向(RED)算法减少了光照的影响,因为只使用了方向。利用四种虹膜数据库给出了结果,并与基于道格曼算法的识别性能进行了比较。
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Iris recognition using the Ridge Energy Direction (RED) algorithm
The authors present a new algorithm for iris recognition. Segmentation is based on local statistics, and after segmentation, the image is subjected to contrast-limited, adaptive histogram equalization. Feature extraction is then conducted using two directional filters (vertically and horizontally oriented). The presence (or absence) of ridges and their dominant directions are determined, based on maximum directional filter response. Templates are compared using fractional Hamming distance as a metric for a match/non match determination. This ridge-energy-direction (RED) algorithm reduces the effects of illumination, since only direction is used. Results are presented that utilize four iris databases, and some comparison of recognition performance against a Daugman-based algorithm is provided.
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