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Mathematical Problems in Engineering
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2020
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Article
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Tab 5
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Research Article
Jointly Learning the Discriminative Dictionary and Projection for Face Recognition
Table 5
The recognition accuracies (the top average recognition accuracy ± standard deviation %) of methods on the CMU PIE database under various feature dimensions.
Method
dim = 50
dim = 100
dim = 150
dim = 200
dim = 250
PCA + SRC
89.55 ± 0.72
91.44 ± 0.70
92.08 ± 0.60
92.26 ± 0.62
92.23 ± 0.59
DRSRC
89.04 ± 0.84
91.38 ± 0.57
91.89 ± 0.62
92.08 ± 0.59
92.11 ± 0.70
LCK-SVD
74.80 ± 1.84
88.12 ± 1.10
88.91 ± 0.99
89.31 ± 0.89
89.16 ± 1.03
FDDL
78.52 ± 1.42
89.47 ± 0.86
91.72 ± 0.58
92.54 ± 0.44
92.90 ± 0.61
LSD
76.98 ± 0.51
89.43 ± 0.69
90.97 ± 0.55
92.37 ± 0.71
93.12 ± 0.93
JDDRDL
83.75 ± 2.27
91.59 ± 0.65
92.94 ± 0.65
93.34 ± 0.70
93.30
±
0.71
DSRC
84.42 ± 1.54
88.37 ± 1.28
91.24 ± 0.97
91.65 ± 0.63
92.44 ± 0.53
JNPDL
86.63 ± 1.19
91.23 ± 1.35
93.18 ± 0.69
92.64 ± 0.77
92.15 ± 0.64
JLDDP
90.09
±
1.36
92.87
±
0.99
94.07
±
0.82
93.89
±
0.87
93.23 ± 0.79