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Article overview
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Review of the Fingerprint Liveness Detection (LivDet) competition series: 2009 to 2015 | | Luca Ghiani
; David A. Yambay
; Valerio Mura
; Gian Luca Marcialis
; Fabio Roli
; Stephanie A. Schuckers
; | | Date: |
6 Sep 2016 | | Abstract: | A spoof attack, a subset of presentation attacks, is the use of an artificial
replica of a biometric in an attempt to circumvent a biometric sensor. Liveness
detection, or presentation attack detection, distinguishes between live and
fake biometric traits and is based on the principle that additional information
can be garnered above and beyond the data procured by a standard authentication
system to determine if a biometric measure is authentic. The goals for the
Liveness Detection (LivDet) competitions are to compare software-based
fingerprint liveness detection and artifact detection algorithms (Part 1), as
well as fingerprint systems which incorporate liveness detection or artifact
detection capabilities (Part 2), using a standardized testing protocol and
large quantities of spoof and live tests. The competitions are open to all
academic and industrial institutions which have a solution for either
softwarebased or system-based fingerprint liveness detection. The LivDet
competitions have been hosted in 2009, 2011, 2013 and 2015 and have shown
themselves to provide a crucial look at the current state of the art in
liveness detection schemes. There has been a noticeable increase in the number
of participants in LivDet competitions as well as a noticeable decrease in
error rates across competitions. Participants have grown from four to the most
recent thirteen submissions for Fingerprint Part 1. Fingerprints Part 2 has
held steady at two submissions each competition in 2011 and 2013 and only one
for the 2015 edition. The continuous increase of competitors demonstrates a
growing interest in the topic. | | Source: | arXiv, 1609.1648 | | Services: | Forum | Review | PDF | Favorites | |
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