Research Article

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

Table 5

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

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

Barrel distortionBaseline (F1)0.1478 (19800)0.1629 (19800)0.1750 (19800)0.1794 (19800)0.1940 (19800)
LPP (F1)0.2654 (75)0.3006 (95)0.3255 (115)0.3319 (125)0.3447 (135)
Algorithm 1 (F1)0.4185 (65)0.4792 (80)0.5205 (110)0.5597 (120)0.5690 (130)

Barrel distortionBaseline (F2)0.4974 (240)0.5554 (240)0.5921 (240)0.6081 (240)0.6400 (240)
LPP (F2)0.4706 (80)0.5302 (85)0.5555 (105)0.5828 (115)0.6093 (120)
Algorithm 1 (F2)0.5117 (75)0.5723 (90)0.5940 (105)0.6175 (115)0.6597 (120)