Research Article

Jointly Learning the Discriminative Dictionary and Projection for Face Recognition

Table 11

The recognition accuracies (the top average recognition accuracy ± standard deviation %) of methods on the LFW database under various number of training samples.

Methodl = 2l = 5l = 7

PCA + SRC26.37 ± 2.51 (250)43.14 ± 2.64 (200)46.91 ± 3.02 (300)
LDA + SRC20.45 ± 3.48 (157)27.69 ± 3.72 (157)31.92 ± 3.54 (157)
DRSRC32.73 ± 3.14 (300)46.48 ± 3.57 (400)49.38 ± 3.17 (400)
LCK-SVD31.62 ± 2.08 (1024)42.05 ± 2.11 (1024)44.73 ± 2.32 (1024)
FDDL42.68 ± 2.82 (1024)53.41 ± 3.05 (1024)58.66 ± 3.24 (1024)
LSD38.76 ± 2.66 (1024)47.60 ± 2.86 (1024)57.38 ± 2.90 (1024)
JDDRDL44.91 ± 2.39 (500)59.78 ± 2.60 (550)66.62 ± 2.14 (450)
DSRC47.23 ± 2.53 (450)68.52 ± 3.25 ((450)70.31 ± 2.78 (500)
JNPDL50.37 ± 3.11 (550)73.02 ± 2.61 (450)75.31 ± 2.93 (450)
JLDDP53.46±2.42 (450)76.77±2.35 (500)80.06±2.29 (450)