Research Article

An Improved EMD-Based Dissimilarity Metric for Unsupervised Linear Subspace Learning

Table 15

The recognition rates on slight translation and rotation AR face databases over “F3” features; recognition rates (dimensionality).

Face databases Algorithms G4/P9 G5/P8 G6/P7 G7/P6 G8/P5

Slight translationBaseline (F3)0.6611 (3840)0.7160 (3840)0.7655 (3840)0.7967 (3840)0.8327 (3840)
LPP (F3)0.5174 (100)0.5548 (130)0.6033 (160)0.6356 (135)0.6807 (210)
Algorithm 2 (F3)_0.6346 (100)0.6985 (125)0.7493 (155)0.7689 (150)0.8140 (200)
Algorithm 2 (F3)0.7798 (100)0.8265 (130)0.8550 (130)0.8717 (185)0.8980 (210)

Slight rotationBaseline (F3)0.7578 (3840)0.8254 (3840)0.8681 (3840)0.8933 (3840)0.9273 (3840)
LPP (F3)0.6076 (105)0.6596 (110) 0.7198 (135) 0.7583 (125) 0.8020 (205)
Algorithm 2 (F3)_0.7241 (105)0.7846 (120)0.8290 (155)0.8633 (145) 0.8993 (170)
Algorithm 2 (F3)0.8441 (105)0.8844 (125)0.9124 (150)0.9222 (155)0.9433 (155)