论文标题

指纹LIVESITION检测(LivDET)竞赛系列的评论:从2009年到2021年

Review of the Fingerprint Liveness Detection (LivDet) competition series: from 2009 to 2021

论文作者

Micheletto, Marco, Orrù, Giulia, Casula, Roberto, Yambay, David, Marcialis, Gian Luca, Schuckers, Stephanie C.

论文摘要

指纹身份验证系统非常容易受到指纹的人为复制的影响,称为指纹表现攻击。检测演示攻击并不是很微不足道的,因为攻击者每年都会完善其复制技术。国际指纹检测竞赛(LivDET)是处理呈现攻击检测问题的学院和私人公司的开放且良好的会议点,其目标是通过使用标准实验协议和数据集来评估指纹表现攻击检测(FPAD)算法的性能。自2009年以来,每两年一次举行的每个Livdet版本都以不同的挑战为特征,必须应对竞争对手。竞争对手的持续增加和跨竞争对手的错误率的明显下降表明,对该主题的兴趣越来越大。本文回顾了2009年至2021年的Livdet版本,并指出了它们多年来的发展。

Fingerprint authentication systems are highly vulnerable to artificial reproductions of fingerprint, called fingerprint presentation attacks. Detecting presentation attacks is not trivial because attackers refine their replication techniques from year to year. The International Fingerprint liveness Detection Competition (LivDet), an open and well-acknowledged meeting point of academies and private companies that deal with the problem of presentation attack detection, has the goal to assess the performance of fingerprint presentation attack detection (FPAD) algorithms by using standard experimental protocols and data sets. Each LivDet edition, held biannually since 2009, is characterized by a different set of challenges against which competitors must be dealt with. The continuous increase of competitors and the noticeable decrease in error rates across competitions demonstrate a growing interest in the topic. This paper reviews the LivDet editions from 2009 to 2021 and points out their evolution over the years.

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