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Pay By Showing Your Palm: A Study of Palmprint Verification on Mobile Platforms

机译：通过显示您的手掌来付款：移动平台上的掌纹验证研究

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摘要

With the fast development of smart mobile devices, mobile phones have gradually become an indispensable part of people's lives. Many biometric technologies based on mobile platforms have also developed rapidly, such as face verification and fingerprint recognition. However, the great potential of palmprint has been neglected. In this paper, we conducted a thorough study of palmprint verification on mobile devices for the first time. Firstly, we established an annotated, palmprint dataset named MPD, which was collected by multi-brands phones in two different sessions. As the largest dataset in this field, MPD contains 16,000 palm images from 200 subjects. Secondly, we built a DCNN-based palmprint verification system named DeepMPV for mobile platforms. The efficiency and performance of our system have been corroborated on our collected dataset. The labelled dataset and the source code are publicly available at https://cslinzhang.github.io/deepmpv/.
机译：随着智能移动设备的飞速发展，手机已逐渐成为人们生活中不可或缺的一部分。许多基于移动平台的生物识别技术也得到了迅速发展，例如面部验证和指纹识别。但是，掌纹的巨大潜力已被忽略。在本文中，我们首次对移动设备上的掌纹验证进行了深入研究。首先，我们建立了一个带有注释的掌纹数据集MPD，该数据集是由多品牌手机在两个不同的会话中收集的。作为该领域最大的数据集，MPD包含来自200个主题的16,000张棕榈图像。其次，我们为移动平台构建了一个基于DCNN的掌纹验证系统，名为DeepMPV。我们的系统的效率和性能已在我们收集的数据集中得到证实。带有标签的数据集和源代码可在https://cslinzhang.github.io/deepmpv/上公开获得。

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