基于光容积描记图的生物特征认证呈现攻击的基础研究

IF 0.8 Q4 ENGINEERING, BIOMEDICAL Advanced Biomedical Engineering Pub Date : 2021-01-01 DOI:10.14326/abe.10.101
Shun Hinatsu, Daisuke Suzuki, H. Ishizuka, Sei Ikeda, O. Oshiro
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引用次数: 4

摘要

几种生物识别认证已被用作对抗身份欺骗的对策。近年来,一些方法利用时间序列生物信号进行生物识别,其中一种方法是基于光体积脉搏图(PPG)的身份验证。与其他时间序列生理信号相比,PPG传感具有较少测量位点限制的优点。此外,它可以通过一个传感器无缝连接身份验证和医疗保健应用程序。然而,利用这一优势,可能会出现针对基于ppg的身份验证的身份欺骗。为了开发一个基于ppg的认证系统,提出了一种针对ppg认证的表示攻击的可行性。该攻击利用PPG传感的优势,在非真实的测量站点上偷偷记录PPG,并将信号传输到认证设备,从而可以在受试者身体的各个站点记录信号。我们进行了一项实验来调查这次攻击的可行性。我们开发了一个基于PPG的认证系统,该系统包括一个PPG传感系统,该系统包括用于多个测量点的PPG传感器,以及一个基于现有PPG识别算法的认证算法。我们使用开发的系统在受试者身体的三个测量点记录ppg。然后,我们通过将从非真实测量站点记录的ppg中提取的特征值输入到真实测量站点记录的ppg值生成的分类器中来研究攻击的可行性。结果表明,在理想条件下,攻击可以在短时间内发生,无需任何映射。因此,需要采取活体检测、利用测量站点的独特信息等对策来应对攻击。实现了基于ppg的认证。这些值是从每个PPG段中提取的。
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Basic Study on Presentation Attacks against Biometric Authentication using Photoplethysmogram
Several kinds of biometric authentications have been used as countermeasures against identity spoofing. Recently, some approaches have utilized time-series biosignals for biometrics, and one of the approaches is photoplethysmogram (PPG)-based authentication. PPG sensing has the advantage of fewer restric-tion of measurement sites than other time-series physiological signals. Moreover, it can connect the authentication and the healthcare applications seamlessly with one sensor. However, identity spoofing against PPG-based authentication may occur by exploiting this advantage. To develop a PPG-based authentication system with countermeasures, we propose the feasibility of a presentation attack against PPG-based authentication. The attack stealthily records PPGs on non-genuine measurement sites, and transmits the signals to the authentication device, thereby utilizing the advantage of PPG sensing in which signals can be recorded on various sites of a subject ʼ s body. We conducted an experiment to investigate the feasibility of the attack. We developed a PPG-based authentication system comprising a PPG sensing system including PPG sensors for multiple measurement sites, and an authentication algorithm based on an existing PPG-based identification algorithm. We recorded PPGs on three measurement sites on the subjects ʼ bodies using the developed system. Then, we investigated the feasibility of the attack by inputting the feature values extracted from the PPGs recorded on non-genuine measurement sites to the classifier generated by the values from the PPGs recorded on genuine measurement sites. The results indicate that the attack can occur within a short time without any mapping under an ideal condition. Therefore, countermeasures such as liveness detection and utilization of unique information of measurement sites are required against the attack. implemented PPG-based authentication. The values are extracted from each PPG segment.
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来源期刊
Advanced Biomedical Engineering
Advanced Biomedical Engineering ENGINEERING, BIOMEDICAL-
CiteScore
1.40
自引率
10.00%
发文量
15
审稿时长
15 weeks
期刊最新文献
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