Research Article

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

Table 10

The recognition rates on subAR face database over “F3” features; recognition rates (dimensionality).

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

Baseline (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)_non-pooled0.7228 (105) 0.7967 (105)0.8324 (150)0.8547 (185) 0.8887 (150)
Algorithm 2 (F3)0.8539 (100) 0.8919 (110)0.9186 (150)0.9308 (180)0.9507 (145)