Uniform Local Binary Pattern for Fingerprint Liveness Detection in the Gaussian Pyramid

Table 2

The results of the best different algorithms of LivDet 2013 in terms of average accuracy are cited from [27].

Methods	The average classification error ACE in (%)
	Bimometrika	Cmatch	Italata	Swipe	Average
Our method	10.68	46.09	13.7	14.35	21.205
Frassetto2 [28]	25.65	49.87	55.45	4.02	33.75
ATVS [27]	5.05	54.8	50	46.45	39.08
UniNap2 [27]	6.55	52.13	9.45	26.85	23.75
HZ-JLW [27]	32.95	55.56	13.15	15.19	29.21