Research Article

Jointly Learning the Discriminative Dictionary and Projection for Face Recognition

Table 10

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

Methodl = 2l = 4l = 6

PCA + SRC39.22 ± 1.41 (400)57.60 ± 1.94 (600)68.50 ± 2.11 (350)
LDA + SRC26.50 ± 1.12 (199)19.87 ± 1.66 (199)20.30 ± 2.65 (199)
DRSRC38.73 ± 1.50 (400)56.33 ± 1.93 (300)68.70 ± 1.95 (350)
LCK-SVD37.73 ± 1.85 (1024)37.30 ± 1.43 (1024)38.30 ± 2.41 (1024)
FDDL49.49 ± 1.45 (1024)76.25 ± 1.65 (1024)74.50 ± 2.05 (1024)
LSD39.97 ± 1.68 (1024)63.28 ± 1.86 (1024)75.69 ± 1.91 (1024)
JDDRDL47.37 ± 1.02 (100)69.10 ± 2.04 (150)77.50 ± 1.99 (200)
DSRC50.17 ± 1.52 (150)74.66 ± 2.13 (200)83.93 ± 1.87 (200)
JNPDL55.49 ± 1.37 (200)75.31 ± 2.05 (250)86.29 ± 1.90 (250)
JLDDP58.08±1.62 (50)80.13±2.57 (150)88.50±1.25 (200)