Research Article

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

Table 9

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

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

Slight rotationBaseline (F1)0.1724 (19800)0.1925 (19800)0.2086 (19800)0.2161 (19800)0.2280 (19800)
LPP (F1)0.3450 (80)0.3856 (95)0.4281 (115)0.4264 (125)0.4520 (140)
Algorithm 1 (F1)0.5383 (65)0.6085 (95)0.6619 (110)0.6883 (125)0.7070 (80)

Slight rotationBaseline (F2)0.5769 (240)0.6325 (240)0.6748 (240)0.6861 (240)0.7143 (240)
LPP (F2)0.5385 (75)0.5844 (90)0.6171 (105)0.6286 (110)0.6670 (120)
Algorithm 1 (F2)0.6393 (80)0.6856 (95)0.7343 (100)0.7528 (105)0.7870 (115)