Research Article

Fusing Two Kinds of Virtual Samples for Small Sample Face Recognition

Table 1

Classification error rates of the COVNFR method.

DatabaseThe number of training samples123

CRC-original0.31940.16560.1393
ORLCRC-virtual training samples only0.93060.93130.9643
CRC-COVNFR0.37780.27190.2750

CRC-original0.37330.15560.1083
YaleCRC-virtual training samples only0.90000.93330.9667
CRC-COVNFR0.35330.12590.1000

CRC-original0.55670.41600.5563
FERETCRC-virtual training samples only0.95920.88100.7937
CRC-COVNFR0.62000.52900.6525

CRC-original0.84370.76600.7641
FLWCRC-virtual training samples only0.94700.96080.9269
CRC-COVNFR0.90310.83140.8306