Research Article

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

Table 7

The recognition rates on pincushion distortion AR face database over “F1” and “F2” features; recognition rates (dimensionality).

Face database AlgorithmsG4/P9G5/P8G6/P7G7/P6G8/P5

Pincushion
distortion
Baseline (F1)0.1265 (19800)0.1444 (19800)0.1579 (19800)0.1664 (19800)0.1800 (19800)
LPP (F1)0.2702 (75)0.2913 (95)0.3169 (105)0.3308 (125)0.3413 (140)
Algorithm 1 (F1)0.3974 (75)0.4610 (95)0.5071 (95)0.5286 (125)0.5573 (115)

Pincushion distortionBaseline (F2)0.4796 (240)0.5410 (240)0.5781 (240)0.6000 (240)0.6290 (240)
LPP (F2)0.4383 (80)0.4858 (95)0.5148 (105)0.5339 (110)0.5763 (115)
Algorithm 1 (F2)0.4717 (80)0.5200 (95)0.5481 (105)0.5781 (95)0.6203 (110)