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Real-time iris segmentation and its implementation on FPGA

机译:实时虹膜分割及其在FPGA上的实施

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This paper presents a real-time iris segmentation technique that is well suited to a fast implementation on an FPGA. One major hurdle associated with iris segmentation techniques is the use of iterative processes that lead to expensive hardware implementations. To circumvent this, the proposed algorithm uses the sign image obtained from subtracting the background, along with morphological operators to localise the pupil. The outer boundary is located by first normalising a selected image region that contains the iris, and then using a first-order gradient operator. The proposed non-iterative algorithm is implemented on an FPGA. Four near infrared (NIR) iris public databases, namely: CASIA-IrisV3-Lamp, MMU v1.0, ND-IRIS-0405 and NIST ICE 2005, are used to test the proposed algorithm. The proposed method for iris segmentation and normalization gives much better accuracy than the existing state-of-the-art methods implemented on hardware. The proposed realisation requires about 45% fewer logic registers and 52% fewer logic elements than the existing state-of-the-art implementations.
机译:本文介绍了一个实时虹膜分割技术,非常适合于FPGA的快速实现。与虹膜分割技术相关的一个主要障碍是使用导致昂贵的硬件实现的迭代过程。为了规避这一点,所提出的算法使用从减去背景获得的标志图像以及形态运算符来定位瞳孔。通过首先归一化包含虹膜的所选图像区域,然后使用一阶梯度操作员来定位外边界。所提出的非迭代算法在FPGA上实现。四个近红外(NIR)虹膜公共数据库,即:Casia-Irisv3-Lamp,MMU V1.0,ND-Iris-0405和NIST ICE 2005用于测试所提出的算法。虹膜分割和归一化的提出方法提供了比在硬件上实现的现有最先进方法更好的准确性。建议的实现需要大约45%的逻辑寄存器和比现有最先进的实现更少的逻辑元素较少。

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