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Developing a contactless palmprint authentication system by introducing a novel ROI extraction method

机译:通过引入新的ROI提取方法来开发非接触式掌纹认证系统

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摘要

In this paper, we propose a novel contactless palmprint authentication system where the system uses a CCD camera to capture the user's hand at a distance without any restrictions and touching the device. Furthermore, a novel and high performance region of interest (ROD extraction method which makes use of nonlinear regression and palm model to extract the ROls with high success is proposed. Comparative results indicate that the proposed ROI extraction method gives superior performance as compared to the previously proposed point-based approaches. To show the performance of the proposed system, a novel contactless database has also been created. This database includes images captured from the users who present their hands with various hand positions and orientations in cluttered backgrounds. Furthermore, experiments show that the proposed system has achieved a recognition rate of 99.488% and equal error rate of 0.277% on the contactless database of 145 people containing 1752 hand images. (C) 2015 Elsevier B.V. All rights reserved.
机译:在本文中,我们提出了一种新颖的非接触式掌纹认证系统,该系统使用CCD摄像头在远处捕获用户的手而没有任何限制并触摸设备。此外,提出了一种新颖的,高性能的感兴趣区域(ROD提取方法,该方法利用非线性回归和Palm模型来成功提取ROls),比较结果表明,所提出的ROI提取方法比以前的方法具有更好的性能。提出了基于点的方法,为了展示所提出的系统的性能,还创建了一个新颖的非接触式数据库,该数据库包括从用户捕获的图像,这些用户在杂乱的背景下以不同的手部位置和方向展示了他们的手。 (C)2015 Elsevier BV版权所有。建议的系统在包含1752张手图像的145个人的非接触式数据库上已实现99.488%的识别率和0.277%的均等错误率。

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