Research Article

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

Table 8

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

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

Slight translationBaseline (F1)0.1409 (19800)0.1579 (19800)0.1733 (19800)0.1794 (19800)0.1923 (19800)
LPP (F1)0.3080 (80)0.3444 (95)0.3671 (110)0.3578 (125)0.3783 (135)
Algorithm 1 (F1)0.4917 (75)0.5408 (90)0.5910 (100)0.6089 (110)0.6373 (130)

Slight translationBaseline (F2)0.5233 (240)0.5783 (240)0.6133 (240)0.6367 (240)0.6670 (240)
LPP (F2)0.4876 (80)0.5408 (85)0.5631 (105)0.5919 (110)0.6343 (120)
Algorithm 1 (F2)0.5635 (70)0.6060 (95)0.6336 (105)0.6547 (110)0.6997 (120)