Four Machine Learning Algorithms for Biometrics Fusion: A Comparative Study

Table 2

Summary table of verification results of different fusion methods for the XM2VTS database.

Fusion method	Training set			Test set
	FAR (%)	FRR (%)	HTER (%)	FAR (%)	FRR (%)	HTER (%)
SVM	0	0	0	0.0	0.5	0.25
FES	0	0.005	0.0025	0.15	0.75	0.45
NN	0.0025	0.33	0.17	0.0	1	0.5
GMM	0.0225	0.33	0.18	0.028	1	0.51
OR	12.63	0	6.31	19.46	0.0	9.73
AND	0.22	12.83	6.52	0.0	19.75	9.87