Research Article

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

Table 13

The recognition rates on complex geometric distortion AR face database over “F3” features; recognition rates (dimensionality).

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

Complex geometric distortionBaseline (F3)0.5174 (3840)0.5835 (3840)0.6176 (3840) 0.6556 (3840)0.6927 (3840)
LPP (F3)0.4046 (105)0.4552 (120)0.4912 (125)0.5247 (175)0.5513 (175)
Algorithm 2 (F3)_0.5078 (105)0.5750 (130)0.5974 (130)0.6281 (185)0.6617 (170)
Algorithm 2 (F3)0.6837 (95)0.7433 (115)0.7748 (150)0.8067 (165)0.8287 (215)