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Finger vein verification system based on sparse representation

机译:基于稀疏表示的指静脉验证系统

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摘要

Finger vein verification is a promising biometric pattern for personal identification in terms of security and convenience. The recognition performance of this technology heavily relies on the quality of finger vein images and on the recognition algorithm. To achieve efficient recognition performance, a special finger vein imaging device is developed, and a finger vein recognition method based on sparse representation is proposed. The motivation for the proposed method is that finger vein images exhibit a sparse property. In the proposed system, the regions of interest (ROIs) in the finger vein images are segmented and enhanced. Sparse representation and sparsity preserving projection on ROIs are performed to obtain the features. Finally, the features are measured for recognition. An equal error rate of 0.017% was achieved based on the finger vein image database, which contains images that were captured by using the near-IR imaging device that was developed in this study. The experimental results demonstrate that the proposed method is faster and more robust than previous methods.
机译:就安全性和便利性而言,指静脉验证是用于个人识别的有前途的生物特征识别模式。该技术的识别性能在很大程度上取决于指静脉图像的质量和识别算法。为了实现有效的识别性能,开发了一种特殊的指静脉成像装置,并提出了一种基于稀疏表示的指静脉识别方法。提出的方法的动机是手指静脉图像显示稀疏属性。在提出的系统中,对指静脉图像中的感兴趣区域(ROI)进行了分割和增强。对ROI进行稀疏表示和稀疏保留投影以获得特征。最后,对特征进行测量以进行识别。基于指静脉图像数据库,该数据库的相等错误率达到0.017%,该数据库包含使用本研究开发的近红外成像设备捕获的图像。实验结果表明,提出的方法比以前的方法更快,更健壮。

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