Research Article

Jointly Learning the Discriminative Dictionary and Projection for Face Recognition

Table 9

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

Methodl = 2l = 7l = 12

PCA + SRC77.11 ± 1.44 (150)92.34 ± 0.67 (450)93.77 ± 0.97 (450)
LDA + SRC75.86 ± 1.09 (67)89.46 ± 0.88 (67)89.62 ± 0.89 (67)
DRSRC77.85 ± 1.32 (150)92.34 ± 0.65 (450)93.73 ± 0.87 (450)
LCK-SVD73.19 ± 1.83 (1024)89.19 ± 0.68 (1024)90.45 ± 1.14 (1024)
FDDL49.49 ± 1.45 (1024)93.32 ± 0.56 (1024)93.93 ± 0.79 (1024)
LSD46.33 ± 1.46 (1024)91.93 ± 0.78 (1024)94.13 ± 1.02 (1024)
JDDRDL78.50 ± 1.51 (500)93.34 ± 0.70 (200)94.55 ± 1.05 (250)
DSRC78.04 ± 1.66 (300)92.96 ± 0.61 (250)94.07 ± 1.45 (200)
JNPDL78.72 ± 1.67 (250)93.22 ± 0.63 (200)94.18 ± 1.73 (200)
JLDDP79.61±1.30 (100)94.07±0.82 (150)95.27±0.80 (250)